From 363eff2adb44def4aa5f4a0d662a9810d7ea5e00 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Sun, 19 Apr 2026 04:26:36 +0530
Subject: [PATCH 01/26] feat: add time-series-preprocessor agent kit

---
 .../time-series-preprocessor/.env.example     |    4 +
 .../time-series-preprocessor/.gitignore       |   27 +
 .../time-series-preprocessor/README.md        |  162 ++
 .../actions/orchestrate.ts                    |   27 +
 .../time-series-preprocessor/app/globals.css  |   15 +
 .../time-series-preprocessor/app/layout.tsx   |   24 +
 .../time-series-preprocessor/app/page.tsx     |  225 +++
 .../time-series-preprocessor/components.json  |   21 +
 .../components/header.tsx                     |   47 +
 .../components/theme-provider.tsx             |   11 +
 .../components/ui/accordion.tsx               |   66 +
 .../components/ui/alert-dialog.tsx            |  157 ++
 .../components/ui/alert.tsx                   |   66 +
 .../components/ui/aspect-ratio.tsx            |   11 +
 .../components/ui/avatar.tsx                  |   53 +
 .../components/ui/badge.tsx                   |   46 +
 .../components/ui/breadcrumb.tsx              |  109 ++
 .../components/ui/button-group.tsx            |   83 +
 .../components/ui/button.tsx                  |   60 +
 .../components/ui/calendar.tsx                |  213 +++
 .../components/ui/card.tsx                    |   92 ++
 .../components/ui/carousel.tsx                |  241 +++
 .../components/ui/chart.tsx                   |  353 +++++
 .../components/ui/checkbox.tsx                |   32 +
 .../components/ui/collapsible.tsx             |   33 +
 .../components/ui/command.tsx                 |  184 +++
 .../components/ui/context-menu.tsx            |  252 +++
 .../components/ui/dialog.tsx                  |  143 ++
 .../components/ui/drawer.tsx                  |  135 ++
 .../components/ui/dropdown-menu.tsx           |  257 ++++
 .../components/ui/empty.tsx                   |  104 ++
 .../components/ui/field.tsx                   |  244 +++
 .../components/ui/form.tsx                    |  167 ++
 .../components/ui/hover-card.tsx              |   44 +
 .../components/ui/input-group.tsx             |  169 ++
 .../components/ui/input-otp.tsx               |   77 +
 .../components/ui/input.tsx                   |   21 +
 .../components/ui/item.tsx                    |  193 +++
 .../components/ui/kbd.tsx                     |   28 +
 .../components/ui/label.tsx                   |   24 +
 .../components/ui/menubar.tsx                 |  276 ++++
 .../components/ui/navigation-menu.tsx         |  166 ++
 .../components/ui/pagination.tsx              |  127 ++
 .../components/ui/popover.tsx                 |   48 +
 .../components/ui/progress.tsx                |   31 +
 .../components/ui/radio-group.tsx             |   45 +
 .../components/ui/resizable.tsx               |   56 +
 .../components/ui/scroll-area.tsx             |   58 +
 .../components/ui/select.tsx                  |  185 +++
 .../components/ui/separator.tsx               |   28 +
 .../components/ui/sheet.tsx                   |  139 ++
 .../components/ui/sidebar.tsx                 |  726 +++++++++
 .../components/ui/skeleton.tsx                |   13 +
 .../components/ui/slider.tsx                  |   63 +
 .../components/ui/sonner.tsx                  |   25 +
 .../components/ui/spinner.tsx                 |   16 +
 .../components/ui/switch.tsx                  |   31 +
 .../components/ui/table.tsx                   |  116 ++
 .../components/ui/tabs.tsx                    |   66 +
 .../components/ui/textarea.tsx                |   18 +
 .../components/ui/toast.tsx                   |  129 ++
 .../components/ui/toaster.tsx                 |   35 +
 .../components/ui/toggle-group.tsx            |   73 +
 .../components/ui/toggle.tsx                  |   47 +
 .../components/ui/tooltip.tsx                 |   61 +
 .../components/ui/use-mobile.tsx              |   19 +
 .../components/ui/use-toast.ts                |  191 +++
 .../time-series-preprocessor/config.json      |   22 +
 .../time-series-preprocessor/config.json      |  122 ++
 .../time-series-preprocessor/inputs.json      |   26 +
 .../flows/time-series-preprocessor/meta.json  |   12 +
 .../hooks/use-mobile.ts                       |   19 +
 .../hooks/use-toast.ts                        |  191 +++
 .../lib/lamatic-client.ts                     |   67 +
 .../time-series-preprocessor/lib/utils.ts     |    6 +
 .../time-series-preprocessor/next.config.mjs  |   11 +
 .../package-lock.json                         | 1356 +++++++++++++++++
 .../time-series-preprocessor/package.json     |   27 +
 .../postcss.config.js                         |    6 +
 .../tailwind.config.js                        |   11 +
 .../time-series-preprocessor/tsconfig.json    |   23 +
 package-lock.json                             |    6 +
 82 files changed, 8913 insertions(+)
 create mode 100644 kits/automation/time-series-preprocessor/.env.example
 create mode 100644 kits/automation/time-series-preprocessor/.gitignore
 create mode 100644 kits/automation/time-series-preprocessor/README.md
 create mode 100644 kits/automation/time-series-preprocessor/actions/orchestrate.ts
 create mode 100644 kits/automation/time-series-preprocessor/app/globals.css
 create mode 100644 kits/automation/time-series-preprocessor/app/layout.tsx
 create mode 100644 kits/automation/time-series-preprocessor/app/page.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components.json
 create mode 100644 kits/automation/time-series-preprocessor/components/header.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/theme-provider.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/accordion.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/alert-dialog.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/alert.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/aspect-ratio.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/avatar.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/badge.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/breadcrumb.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/button-group.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/button.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/calendar.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/card.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/carousel.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/chart.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/checkbox.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/collapsible.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/command.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/context-menu.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/dialog.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/drawer.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/dropdown-menu.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/empty.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/field.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/form.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/hover-card.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/input-group.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/input-otp.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/input.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/item.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/kbd.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/label.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/menubar.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/pagination.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/popover.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/progress.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/radio-group.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/resizable.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/scroll-area.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/select.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/separator.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/sheet.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/sidebar.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/skeleton.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/slider.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/sonner.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/spinner.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/switch.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/table.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/tabs.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/textarea.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/toast.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/toaster.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/toggle-group.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/toggle.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/tooltip.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/use-mobile.tsx
 create mode 100644 kits/automation/time-series-preprocessor/components/ui/use-toast.ts
 create mode 100644 kits/automation/time-series-preprocessor/config.json
 create mode 100644 kits/automation/time-series-preprocessor/flows/time-series-preprocessor/config.json
 create mode 100644 kits/automation/time-series-preprocessor/flows/time-series-preprocessor/inputs.json
 create mode 100644 kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json
 create mode 100644 kits/automation/time-series-preprocessor/hooks/use-mobile.ts
 create mode 100644 kits/automation/time-series-preprocessor/hooks/use-toast.ts
 create mode 100644 kits/automation/time-series-preprocessor/lib/lamatic-client.ts
 create mode 100644 kits/automation/time-series-preprocessor/lib/utils.ts
 create mode 100644 kits/automation/time-series-preprocessor/next.config.mjs
 create mode 100644 kits/automation/time-series-preprocessor/package-lock.json
 create mode 100644 kits/automation/time-series-preprocessor/package.json
 create mode 100644 kits/automation/time-series-preprocessor/postcss.config.js
 create mode 100644 kits/automation/time-series-preprocessor/tailwind.config.js
 create mode 100644 kits/automation/time-series-preprocessor/tsconfig.json
 create mode 100644 package-lock.json

diff --git a/kits/automation/time-series-preprocessor/.env.example b/kits/automation/time-series-preprocessor/.env.example
new file mode 100644
index 00000000..c7058322
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/.env.example
@@ -0,0 +1,4 @@
+TIME_SERIES_PREPROCESSOR="Your Flow ID from Lamatic Studio"
+LAMATIC_API_URL="Your API Endpoint URL"
+LAMATIC_PROJECT_ID="Your Project ID"
+LAMATIC_API_KEY="Your API Key"
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/.gitignore b/kits/automation/time-series-preprocessor/.gitignore
new file mode 100644
index 00000000..b28ea810
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/.gitignore
@@ -0,0 +1,27 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# env files
+.env
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/README.md b/kits/automation/time-series-preprocessor/README.md
new file mode 100644
index 00000000..c3d849af
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/README.md
@@ -0,0 +1,162 @@
+# Time-Series Preprocessor — Lamatic AgentKit
+
+An automation kit that analyzes time-series dataset schemas and generates production-ready Python preprocessing pipelines using `pandas` and `scikit-learn`. Paste a JSON summary of your dataset and receive executable code in seconds.
+
+---
+
+## What It Does
+
+By providing a JSON summary of your dataset, the agent generates a complete Python script that handles:
+
+- **Missing value imputation** — forward-fill, mean, and median strategies selected based on column type
+- **Feature scaling** — MinMaxScaler or StandardScaler applied appropriately
+- **Datetime parsing and index management** — automatic timestamp detection and alignment
+- **Categorical encoding** — label or one-hot encoding based on cardinality
+- **Standardized implementation** — clean, readable `pandas` + `scikit-learn` code ready to run
+
+---
+
+## Project Background
+
+This kit was developed to solve the repetitive nature of data cleaning in time-series projects.
+
+The concept originated during the development of a **water demand forecasting model** for a college located in a rural area near Bhopal. Due to aging sensor hardware and inconsistent data streams, significant time was spent manually handling missing values and aligning disparate data sources — rainfall readings, local water levels, and consumption logs from different systems with mismatched timestamps.
+
+The goal was to automate the boilerplate preprocessing code, allowing engineers to focus on model performance rather than manual cleanup. This kit is the result of that experience.
+
+---
+
+## Who Is It For
+
+Data engineers and machine learning engineers who frequently work with time-series data and need a fast way to generate reliable, repeatable preprocessing pipelines without writing boilerplate code from scratch.
+
+---
+
+## Tech Stack
+
+| Tool | Role |
+|---|---|
+| [Lamatic.ai](https://lamatic.ai) | Flow orchestration and Edge deployment |
+| Gemini 2.5 Pro | AI-driven Python code generation |
+| Next.js 14 | Interactive frontend sandbox |
+| pandas + scikit-learn | Target libraries for generated pipelines |
+
+---
+
+## Setup
+
+### 1. Build and Deploy Flow in Lamatic Studio
+
+1. Sign in at [lamatic.ai](https://lamatic.ai)
+2. Create a new project (if you don't have one)
+3. Click **+ New Flow** and select **API Request** as the trigger
+4. Add a **Generate Text** node and select **Gemini 2.5 Pro**
+5. Set the input variable to `dataset_summary`
+6. Configure the system prompt to act as an expert data engineer
+7. Deploy the flow and copy your credentials from the Studio dashboard
+
+### 2. Environment Variables
+
+Create a `.env.local` file in the kit root directory:
+
+```env
+TIME_SERIES_PREPROCESSOR="Your Flow ID from Lamatic Studio"
+LAMATIC_API_URL="Your API Endpoint URL"
+LAMATIC_PROJECT_ID="Your Project ID"
+LAMATIC_API_KEY="Your API Key"
+```
+
+| Variable | Where to Find It |
+|---|---|
+| `TIME_SERIES_PREPROCESSOR` | Studio → Your Flow → Settings |
+| `LAMATIC_API_URL` | Studio → Your Flow → API Endpoint |
+| `LAMATIC_PROJECT_ID` | Studio → Project Settings |
+| `LAMATIC_API_KEY` | Studio → Project Settings → API Keys |
+
+### 3. Install and Run
+
+```bash
+npm install
+npm run dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) to access the frontend interface.
+
+---
+
+## Example Input
+
+Provide a JSON object describing your dataset structure:
+
+```json
+{
+  "dataset_name": "sensor_readings",
+  "frequency": "1min",
+  "columns": [
+    {"name": "timestamp", "type": "datetime"},
+    {"name": "temperature", "type": "float", "missing_pct": 5},
+    {"name": "pressure", "type": "float", "missing_pct": 2},
+    {"name": "status", "type": "categorical", "missing_pct": 0}
+  ],
+  "rows": 50000,
+  "target_column": "temperature"
+}
+```
+
+## Example Output
+
+The agent returns a fully executable Python script:
+
+```python
+import pandas as pd
+from sklearn.preprocessing import MinMaxScaler
+
+# Load and index
+df = pd.read_csv("sensor_readings.csv", parse_dates=["timestamp"])
+df.set_index("timestamp", inplace=True)
+
+# Impute missing values
+df["temperature"].fillna(method="ffill", inplace=True)
+df["pressure"].fillna(df["pressure"].mean(), inplace=True)
+
+# Scale numerical features
+scaler = MinMaxScaler()
+df[["temperature", "pressure"]] = scaler.fit_transform(df[["temperature", "pressure"]])
+
+print("Preprocessing complete.")
+print(df.head())
+```
+
+---
+
+## Project Structure
+
+```
+time-series-preprocessor/
+├── actions/
+│   └── orchestrate.ts       # Server action calling the Lamatic flow
+├── app/
+│   └── page.tsx             # Main UI — input form and output display
+├── components/
+│   └── ui/                  # shadcn/ui components
+├── flows/
+│   └── time-series-preprocessor/
+│       ├── config.json      # Exported Lamatic flow graph
+│       ├── inputs.json      # Input schema definition
+│       └── meta.json        # Flow metadata
+├── lib/
+│   └── lamatic-client.ts    # Lamatic SDK client
+├── .env.example             # Environment variable template
+├── config.json              # Kit metadata
+└── README.md
+```
+
+---
+
+## Contributing
+
+Contributions are welcome. Open an issue or pull request in the [AgentKit repository](https://github.com/Lamatic/AgentKit).
+
+## License
+
+MIT License — see [LICENSE](../../../../LICENSE).
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/actions/orchestrate.ts b/kits/automation/time-series-preprocessor/actions/orchestrate.ts
new file mode 100644
index 00000000..264b2c47
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/actions/orchestrate.ts
@@ -0,0 +1,27 @@
+"use server";
+
+import { createLamaticClient } from "@/lib/lamatic-client";
+
+const client = createLamaticClient();
+
+export async function preprocessTimeSeries(datasetSummary: string) {
+  try {
+    const response = await client.executeFlow({
+      flowId: process.env.TIME_SERIES_PREPROCESSOR!,
+      inputs: {
+        dataset_summary: datasetSummary,
+      },
+    });
+
+    return {
+      success: true,
+      result: response?.data?.generatedText || "",
+    };
+  } catch (error) {
+    console.error("Error calling Lamatic flow:", error);
+    return {
+      success: false,
+      result: "Failed to generate preprocessing pipeline. Please try again.",
+    };
+  }
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/app/globals.css b/kits/automation/time-series-preprocessor/app/globals.css
new file mode 100644
index 00000000..90357922
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/app/globals.css
@@ -0,0 +1,15 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+* {
+  box-sizing: border-box;
+  margin: 0;
+  padding: 0;
+}
+
+body {
+  font-family: 'Inter', sans-serif;
+  background-color: #f5f5f5;
+  color: #111;
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/app/layout.tsx b/kits/automation/time-series-preprocessor/app/layout.tsx
new file mode 100644
index 00000000..50a39ad0
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/app/layout.tsx
@@ -0,0 +1,24 @@
+import type { Metadata } from "next";
+import "./globals.css";
+
+export const metadata: Metadata = {
+  title: "Time-Series Preprocessor — Lamatic AgentKit",
+  description: "AI-powered time-series preprocessing pipeline generator",
+};
+
+export default function RootLayout({
+  children,
+}: {
+  children: React.ReactNode;
+}) {
+  return (
+    <html lang="en">
+      <head>
+        <link rel="preconnect" href="https://fonts.googleapis.com" />
+        <link rel="preconnect" href="https://fonts.gstatic.com" crossOrigin="anonymous" />
+        <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800;900&display=swap" rel="stylesheet" />
+      </head>
+      <body style={{ margin: 0, padding: 0 }}>{children}</body>
+    </html>
+  );
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/app/page.tsx b/kits/automation/time-series-preprocessor/app/page.tsx
new file mode 100644
index 00000000..0634c4df
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/app/page.tsx
@@ -0,0 +1,225 @@
+"use client";
+
+import { useState } from "react";
+import { preprocessTimeSeries } from "@/actions/orchestrate";
+
+const EXAMPLE_INPUT = `{
+  "dataset_name": "sensor_readings",
+  "frequency": "1min",
+  "columns": [
+    {"name": "timestamp", "type": "datetime"},
+    {"name": "temperature", "type": "float", "missing_pct": 5},
+    {"name": "pressure", "type": "float", "missing_pct": 2},
+    {"name": "status", "type": "categorical", "missing_pct": 0}
+  ],
+  "rows": 50000,
+  "target_column": "temperature"
+}`;
+
+const FEATURES = [
+  { title: "Missing value imputation", desc: "Forward-fill, mean, and median strategies selected based on column type" },
+  { title: "Feature scaling", desc: "MinMaxScaler or StandardScaler applied appropriately" },
+  { title: "Datetime parsing and index management", desc: "Automatic timestamp detection and alignment" },
+  { title: "Categorical encoding", desc: "Label or one-hot encoding based on cardinality" },
+  { title: "Standardized implementation", desc: "Clean, readable pandas + scikit-learn code ready to run" },
+];
+
+export default function Home() {
+  const [input, setInput] = useState("");
+  const [output, setOutput] = useState("");
+  const [loading, setLoading] = useState(false);
+  const [error, setError] = useState("");
+  const [copied, setCopied] = useState(false);
+
+  async function handleSubmit() {
+    if (!input.trim()) { setError("Please enter a dataset summary."); return; }
+    setLoading(true); setError(""); setOutput("");
+    const result = await preprocessTimeSeries(input);
+    if (result.success) {
+      setOutput(result.result);
+      setTimeout(() => {
+        document.getElementById("output")?.scrollIntoView({ behavior: "smooth" });
+      }, 100);
+    } else {
+      setError(result.result);
+    }
+    setLoading(false);
+  }
+
+  function handleCopy() {
+    navigator.clipboard.writeText(output);
+    setCopied(true);
+    setTimeout(() => setCopied(false), 2000);
+  }
+
+  return (
+    <main style={{
+      minHeight: "100vh",
+      background: "#f5f5f5",
+      color: "#111",
+      fontFamily: "'Inter', sans-serif",
+      backgroundImage: "linear-gradient(#e0e0e0 1px, transparent 1px), linear-gradient(90deg, #e0e0e0 1px, transparent 1px)",
+      backgroundSize: "60px 60px"
+    }}>
+
+      {/* Navbar */}
+      <nav style={{ background: "#fff", borderBottom: "1px solid #e5e5e5", padding: "0 2rem", height: "60px", display: "flex", alignItems: "center", justifyContent: "space-between", position: "sticky", top: 0, zIndex: 100, boxShadow: "0 1px 3px rgba(0,0,0,0.04)" }}>
+        <div style={{ display: "flex", alignItems: "center", gap: "10px" }}>
+          <div style={{ width: "28px", height: "28px", background: "#e63946", borderRadius: "6px", display: "flex", alignItems: "center", justifyContent: "center" }}>
+            <span style={{ color: "#fff", fontWeight: 900, fontSize: "14px" }}>L</span>
+          </div>
+          <span style={{ fontWeight: 800, fontSize: "1rem", color: "#111" }}>Lamatic.ai</span>
+          <span style={{ color: "#ccc", margin: "0 4px" }}>/</span>
+          <span style={{ fontWeight: 600, fontSize: "0.9rem", color: "#444" }}>Time-Series Preprocessor</span>
+        </div>
+        <div style={{ display: "flex", gap: "12px", alignItems: "center" }}>
+          <a href="https://github.com/baggasiddhant/AgentKit" target="_blank" rel="noreferrer"
+            style={{ fontSize: "0.8rem", color: "#444", textDecoration: "none", display: "flex", alignItems: "center", gap: "5px" }}>
+            <svg width="16" height="16" viewBox="0 0 24 24" fill="currentColor"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.31 3.435 9.795 8.205 11.385.6.105.825-.255.825-.57 0-.285-.015-1.23-.015-2.235-3.015.555-3.795-.735-4.035-1.41-.135-.345-.72-1.41-1.23-1.695-.42-.225-1.02-.78-.015-.795.945-.015 1.62.87 1.845 1.23 1.08 1.815 2.805 1.305 3.495.99.105-.78.42-1.305.765-1.605-2.67-.3-5.46-1.335-5.46-5.925 0-1.305.465-2.385 1.23-3.225-.12-.3-.54-1.53.12-3.18 0 0 1.005-.315 3.3 1.23.96-.27 1.98-.405 3-.405s2.04.135 3 .405c2.295-1.56 3.3-1.23 3.3-1.23.66 1.65.24 2.88.12 3.18.765.84 1.23 1.905 1.23 3.225 0 4.605-2.805 5.625-5.475 5.925.435.375.81 1.095.81 2.22 0 1.605-.015 2.895-.015 3.3 0 .315.225.69.825.57A12.02 12.02 0 0 0 24 12c0-6.63-5.37-12-12-12z"/></svg>
+            GitHub
+          </a>
+          <a href="https://lamatic.ai" target="_blank" rel="noreferrer"
+            style={{ fontSize: "0.8rem", color: "#fff", background: "#e63946", textDecoration: "none", borderRadius: "6px", padding: "7px 16px", fontWeight: 600 }}>
+            Lamatic.ai →
+          </a>
+        </div>
+      </nav>
+
+      {/* Hero */}
+      <div style={{ background: "rgba(255,255,255,0.9)", borderBottom: "1px solid #e5e5e5", padding: "5rem 2rem 4rem", textAlign: "center" }}>
+        <div style={{ display: "inline-flex", alignItems: "center", gap: "6px", background: "#fff5f5", border: "1px solid #fecaca", borderRadius: "99px", padding: "5px 14px", fontSize: "0.75rem", color: "#e63946", marginBottom: "1.5rem", fontWeight: 600 }}>
+          AgentKit — Automation Kit
+        </div>
+        <h1 style={{ fontSize: "clamp(2.5rem, 6vw, 4rem)", fontWeight: 900, lineHeight: 1.1, marginBottom: "1.2rem", color: "#111", letterSpacing: "-0.03em" }}>
+          Turn Dataset Schemas into<br />
+          <span style={{ color: "#e63946" }}>Python Pipelines</span> Instantly
+        </h1>
+        <p style={{ color: "#666", fontSize: "1.05rem", maxWidth: "520px", margin: "0 auto 2rem", lineHeight: 1.75 }}>
+          Paste a JSON summary of your time-series dataset and receive a production-ready preprocessing script using <strong>pandas</strong> and <strong>scikit-learn</strong>.
+        </p>
+        <div style={{ display: "flex", gap: "12px", justifyContent: "center", flexWrap: "wrap", marginBottom: "2rem" }}>
+          {["Saves Hours of Boilerplate", "Preprocessing Pipelines", "Ready-to-Run Python Scripts"].map(tag => (
+            <span key={tag} style={{ background: "#f3f4f6", border: "1px solid #e5e7eb", borderRadius: "99px", padding: "6px 16px", fontSize: "0.8rem", color: "#444", fontWeight: 500 }}>{tag}</span>
+          ))}
+        </div>
+        <a href="#try-it"
+          style={{ display: "inline-block", background: "#e63946", color: "#fff", textDecoration: "none", borderRadius: "10px", padding: "0.85rem 2.5rem", fontWeight: 700, fontSize: "0.95rem", letterSpacing: "0.01em" }}>
+          Try It Now ↓
+        </a>
+      </div>
+
+      {/* Main Content */}
+      <div style={{ maxWidth: "860px", margin: "0 auto", padding: "3rem 1.5rem 6rem" }}>
+
+        {/* What It Does */}
+        <div style={{ background: "#fff", border: "1px solid #e5e5e5", borderRadius: "16px", padding: "2rem", marginBottom: "1.5rem", boxShadow: "0 1px 4px rgba(0,0,0,0.06)" }}>
+          <h2 style={{ fontSize: "1.15rem", fontWeight: 800, color: "#111", marginBottom: "0.5rem", letterSpacing: "-0.02em" }}>
+            What It Does
+          </h2>
+          <p style={{ color: "#666", fontSize: "0.9rem", lineHeight: 1.7, marginBottom: "1.25rem" }}>
+            By providing a JSON summary of your dataset, the agent generates a complete Python script that handles:
+          </p>
+          <div style={{ display: "flex", flexDirection: "column", gap: "0.65rem" }}>
+            {FEATURES.map(item => (
+              <div key={item.title} style={{ display: "flex", gap: "12px", alignItems: "flex-start", padding: "0.8rem 1rem", background: "#f9f9f9", borderRadius: "10px", border: "1px solid #f0f0f0" }}>
+                <span style={{ fontSize: "1.1rem", marginTop: "1px" }}>{item.icon}</span>
+                <div>
+                  <span style={{ fontWeight: 700, fontSize: "0.85rem", color: "#111" }}>{item.title}</span>
+                  <span style={{ color: "#777", fontSize: "0.85rem" }}> — {item.desc}</span>
+                </div>
+              </div>
+            ))}
+          </div>
+        </div>
+
+        {/* Input Card */}
+        <div id="try-it" style={{ background: "#fff", border: "1px solid #e5e5e5", borderRadius: "16px", overflow: "hidden", boxShadow: "0 1px 4px rgba(0,0,0,0.06)", marginBottom: "1.5rem", scrollMarginTop: "80px" }}>
+          <div style={{ padding: "1rem 1.5rem", borderBottom: "1px solid #f0f0f0", display: "flex", justifyContent: "space-between", alignItems: "center" }}>
+            <div style={{ display: "flex", alignItems: "center", gap: "8px" }}>
+              <div style={{ width: "8px", height: "8px", borderRadius: "50%", background: "#e63946" }} />
+              <span style={{ fontSize: "0.85rem", fontWeight: 700, color: "#111" }}>Dataset Summary</span>
+              <span style={{ fontSize: "0.72rem", background: "#f3f4f6", color: "#666", padding: "2px 8px", borderRadius: "4px" }}>JSON</span>
+            </div>
+            <button onClick={() => setInput(EXAMPLE_INPUT)}
+              style={{ fontSize: "0.78rem", color: "#e63946", background: "transparent", border: "none", cursor: "pointer", fontWeight: 600 }}>
+              Load Example →
+            </button>
+          </div>
+          <textarea
+            value={input}
+            onChange={(e) => setInput(e.target.value)}
+            rows={10}
+            placeholder={'{\n  "dataset_name": "your_dataset",\n  "columns": [...]\n}'}
+            style={{ width: "100%", background: "#fafafa", border: "none", outline: "none", padding: "1.25rem 1.5rem", fontSize: "0.85rem", fontFamily: "'Fira Code', monospace", color: "#333", resize: "none", boxSizing: "border-box", lineHeight: 1.75 }}
+          />
+          {error && (
+            <div style={{ margin: "0 1.5rem 1rem", padding: "0.75rem 1rem", background: "#fff5f5", border: "1px solid #fecaca", borderRadius: "8px", color: "#e63946", fontSize: "0.85rem" }}>
+               {error}
+            </div>
+          )}
+          <div style={{ padding: "1rem 1.5rem", borderTop: "1px solid #f0f0f0" }}>
+            <button onClick={handleSubmit} disabled={loading}
+              style={{ width: "100%", background: loading ? "#f87171" : "#e63946", color: "#fff", border: "none", borderRadius: "10px", padding: "0.9rem", fontSize: "0.95rem", fontWeight: 700, cursor: loading ? "not-allowed" : "pointer", transition: "background 0.2s" }}>
+              {loading ? "⏳ Generating Pipeline..." : " Generate Python Pipeline"}
+            </button>
+          </div>
+        </div>
+
+        {/* Output Card */}
+        {output && (
+          <div id="output" style={{ background: "#e63946", border: "1px solid #44475a", borderRadius: "16px", overflow: "hidden", boxShadow: "0 1px 4px rgba(0,0,0,0.06)", scrollMarginTop: "80px" }}>
+            <div style={{ padding: "1rem 1.5rem", borderBottom: "1px solid #f0f0f0", display: "flex", justifyContent: "space-between", alignItems: "center" }}>
+              <div style={{ display: "flex", alignItems: "center", gap: "8px" }}>
+                <div style={{ width: "8px", height: "8px", borderRadius: "50%", background: "#22c55e" }} />
+                <span style={{ fontSize: "0.85rem", fontWeight: 700, color: "#111" }}>Generated Python Script</span>
+                <span style={{ fontSize: "0.72rem", background: "#f0fdf4", color: "#16a34a", padding: "2px 8px", borderRadius: "4px", border: "1px solid #bbf7d0" }}>Ready to Run</span>
+              </div>
+              <button onClick={handleCopy}
+                style={{ fontSize: "0.78rem", color: copied ? "#16a34a" : "#000000", background: "transparent", border: `1px solid ${copied ? "#bbf7d0" : "#000000"}`, borderRadius: "6px", padding: "4px 12px", cursor: "pointer", fontWeight: 600, transition: "all 0.2s" }}>
+                {copied ? "✓ Copied!" : "Copy"}
+              </button>
+            </div>
+            <pre style={{ padding: "1.5rem", fontSize: "0.82rem", fontFamily: "'Fira Code', 'Courier New', monospace", color: "#f8f8f2", overflowX: "auto", whiteSpace: "pre-wrap", lineHeight: 1.85, margin: 0, background: "#1e1e2e" }}>
+              {output.split('\n').map((line, i) => {
+                let color = "#f8f8f2";
+                if (line.trim().startsWith('#')) color = "#6272a4";
+                else if (line.includes('import ') || line.includes('from ')) color = "#ff79c6";
+                else if (line.includes('def ') || line.includes('class ')) color = "#50fa7b";
+                else if (line.includes('=') && !line.includes('==')) color = "#f8f8f2";
+                else if (line.trim().startsWith('df') || line.trim().startsWith('scaler') || line.trim().startsWith('encoder')) color = "#8be9fd";
+                return (
+                  <span key={i} style={{ display: "block", color }}>
+                    <span style={{ color: "#44475a", userSelect: "none", marginRight: "1.5rem", fontSize: "0.75rem" }}>
+                      {String(i + 1).padStart(3, ' ')}
+                    </span>
+                    {line}
+                  </span>
+                );
+              })}
+            </pre>
+          </div>
+        )}
+
+        {/* Footer */}
+        <div style={{ textAlign: "center", marginTop: "4rem", paddingTop: "2rem", borderTop: "1px solid #e5e5e5" }}>
+          <p style={{ color: "#aaa", fontSize: "0.8rem", marginBottom: "1rem" }}>
+            Built by <strong style={{ color: "#111" }}>Siddhant Bagga</strong> · Lamatic AgentKit Challenge
+          </p>
+          <div style={{ display: "flex", justifyContent: "center", gap: "20px" }}>
+            <a target="_blank" rel="noreferrer" style={{ color: "#e63946", fontSize: "0.8rem", textDecoration: "none", fontWeight: 600 }}>
+              To Contact
+            </a>
+            <a href="https://github.com/baggasiddhant" target="_blank" rel="noreferrer" style={{ color: "#666", fontSize: "0.8rem", textDecoration: "none", display: "flex", alignItems: "center", gap: "4px" }}>
+              <svg width="14" height="14" viewBox="0 0 24 24" fill="currentColor"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.31 3.435 9.795 8.205 11.385.6.105.825-.255.825-.57 0-.285-.015-1.23-.015-2.235-3.015.555-3.795-.735-4.035-1.41-.135-.345-.72-1.41-1.23-1.695-.42-.225-1.02-.78-.015-.795.945-.015 1.62.87 1.845 1.23 1.08 1.815 2.805 1.305 3.495.99.105-.78.42-1.305.765-1.605-2.67-.3-5.46-1.335-5.46-5.925 0-1.305.465-2.385 1.23-3.225-.12-.3-.54-1.53.12-3.18 0 0 1.005-.315 3.3 1.23.96-.27 1.98-.405 3-.405s2.04.135 3 .405c2.295-1.56 3.3-1.23 3.3-1.23.66 1.65.24 2.88.12 3.18.765.84 1.23 1.905 1.23 3.225 0 4.605-2.805 5.625-5.475 5.925.435.375.81 1.095.81 2.22 0 1.605-.015 2.895-.015 3.3 0 .315.225.69.825.57A12.02 12.02 0 0 0 24 12c0-6.63-5.37-12-12-12z"/></svg>
+              GitHub
+            </a>
+            <a href="https://linkedin.com/in/baggasiddhant" target="_blank" rel="noreferrer" style={{ color: "#666", fontSize: "0.8rem", textDecoration: "none", display: "flex", alignItems: "center", gap: "4px" }}>
+              <svg width="14" height="14" viewBox="0 0 24 24" fill="#0077b5"><path d="M20.447 20.452h-3.554v-5.569c0-1.328-.027-3.037-1.852-3.037-1.853 0-2.136 1.445-2.136 2.939v5.667H9.351V9h3.414v1.561h.046c.477-.9 1.637-1.85 3.37-1.85 3.601 0 4.267 2.37 4.267 5.455v6.286zM5.337 7.433a2.062 2.062 0 0 1-2.063-2.065 2.064 2.064 0 1 1 2.063 2.065zm1.782 13.019H3.555V9h3.564v11.452zM22.225 0H1.771C.792 0 0 .774 0 1.729v20.542C0 23.227.792 24 1.771 24h20.451C23.2 24 24 23.227 24 22.271V1.729C24 .774 23.2 0 22.222 0h.003z"/></svg>
+              LinkedIn
+            </a>
+          </div>
+        </div>
+      </div>
+    </main>
+  );
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/components.json b/kits/automation/time-series-preprocessor/components.json
new file mode 100644
index 00000000..4ee62ee1
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components.json
@@ -0,0 +1,21 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "new-york",
+  "rsc": true,
+  "tsx": true,
+  "tailwind": {
+    "config": "",
+    "css": "app/globals.css",
+    "baseColor": "neutral",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "aliases": {
+    "components": "@/components",
+    "utils": "@/lib/utils",
+    "ui": "@/components/ui",
+    "lib": "@/lib",
+    "hooks": "@/hooks"
+  },
+  "iconLibrary": "lucide"
+}
diff --git a/kits/automation/time-series-preprocessor/components/header.tsx b/kits/automation/time-series-preprocessor/components/header.tsx
new file mode 100644
index 00000000..2c2fcc5a
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/header.tsx
@@ -0,0 +1,47 @@
+import Link from "next/link"
+import { FileText, Github } from "lucide-react"
+import Image from "next/image"
+
+export function Header() {
+  return (
+    <header className="border-b border-slate-200 px-6 py-4 bg-white">
+      <div className="flex items-center justify-between max-w-7xl mx-auto">
+        <Link href="/" className="hover:opacity-80 transition-opacity">
+          <div className="flex items-center gap-3">
+            <Image
+              src="https://hebbkx1anhila5yf.public.blob.vercel-storage.com/lamatic-logo-azWF3QdrlPsL1hXo285W1A2AQo2Vg9.png"
+              alt="Lamatic Logo"
+              width={32}
+              height={32}
+              className="w-8 h-8"
+            />
+            <h1 className="text-2xl font-bold tracking-tight select-none">
+              <span className="text-slate-800">Lamatic</span>
+              <span className="text-rose-500"> Generator</span>
+            </h1>
+          </div>
+        </Link>
+        <div className="flex gap-4">
+          <Link
+            href="https://lamatic.ai/docs"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="px-4 py-2 bg-sky-100 text-sky-700 rounded-md hover:bg-sky-200 transition-colors flex items-center gap-2 shadow-sm"
+          >
+            <FileText className="h-4 w-4" />
+            Docs
+          </Link>
+          <Link
+            href="https://github.com/Lamatic/AgentKit"
+            target="_blank"
+            rel="noopener noreferrer"
+            className="px-4 py-2 bg-indigo-100 text-indigo-700 rounded-md hover:bg-indigo-200 transition-colors flex items-center gap-2 shadow-sm"
+          >
+            <Github className="h-4 w-4" />
+            GitHub
+          </Link>
+        </div>
+      </div>
+    </header>
+  )
+}
diff --git a/kits/automation/time-series-preprocessor/components/theme-provider.tsx b/kits/automation/time-series-preprocessor/components/theme-provider.tsx
new file mode 100644
index 00000000..55c2f6eb
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/theme-provider.tsx
@@ -0,0 +1,11 @@
+'use client'
+
+import * as React from 'react'
+import {
+  ThemeProvider as NextThemesProvider,
+  type ThemeProviderProps,
+} from 'next-themes'
+
+export function ThemeProvider({ children, ...props }: ThemeProviderProps) {
+  return <NextThemesProvider {...props}>{children}</NextThemesProvider>
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/accordion.tsx b/kits/automation/time-series-preprocessor/components/ui/accordion.tsx
new file mode 100644
index 00000000..e538a33b
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/accordion.tsx
@@ -0,0 +1,66 @@
+'use client'
+
+import * as React from 'react'
+import * as AccordionPrimitive from '@radix-ui/react-accordion'
+import { ChevronDownIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Accordion({
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Root>) {
+  return <AccordionPrimitive.Root data-slot="accordion" {...props} />
+}
+
+function AccordionItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Item>) {
+  return (
+    <AccordionPrimitive.Item
+      data-slot="accordion-item"
+      className={cn('border-b last:border-b-0', className)}
+      {...props}
+    />
+  )
+}
+
+function AccordionTrigger({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Trigger>) {
+  return (
+    <AccordionPrimitive.Header className="flex">
+      <AccordionPrimitive.Trigger
+        data-slot="accordion-trigger"
+        className={cn(
+          'focus-visible:border-ring focus-visible:ring-ring/50 flex flex-1 items-start justify-between gap-4 rounded-md py-4 text-left text-sm font-medium transition-all outline-none hover:underline focus-visible:ring-[3px] disabled:pointer-events-none disabled:opacity-50 [&[data-state=open]>svg]:rotate-180',
+          className,
+        )}
+        {...props}
+      >
+        {children}
+        <ChevronDownIcon className="text-muted-foreground pointer-events-none size-4 shrink-0 translate-y-0.5 transition-transform duration-200" />
+      </AccordionPrimitive.Trigger>
+    </AccordionPrimitive.Header>
+  )
+}
+
+function AccordionContent({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof AccordionPrimitive.Content>) {
+  return (
+    <AccordionPrimitive.Content
+      data-slot="accordion-content"
+      className="data-[state=closed]:animate-accordion-up data-[state=open]:animate-accordion-down overflow-hidden text-sm"
+      {...props}
+    >
+      <div className={cn('pt-0 pb-4', className)}>{children}</div>
+    </AccordionPrimitive.Content>
+  )
+}
+
+export { Accordion, AccordionItem, AccordionTrigger, AccordionContent }
diff --git a/kits/automation/time-series-preprocessor/components/ui/alert-dialog.tsx b/kits/automation/time-series-preprocessor/components/ui/alert-dialog.tsx
new file mode 100644
index 00000000..97044526
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/alert-dialog.tsx
@@ -0,0 +1,157 @@
+'use client'
+
+import * as React from 'react'
+import * as AlertDialogPrimitive from '@radix-ui/react-alert-dialog'
+
+import { cn } from '@/lib/utils'
+import { buttonVariants } from '@/components/ui/button'
+
+function AlertDialog({
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Root>) {
+  return <AlertDialogPrimitive.Root data-slot="alert-dialog" {...props} />
+}
+
+function AlertDialogTrigger({
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Trigger>) {
+  return (
+    <AlertDialogPrimitive.Trigger data-slot="alert-dialog-trigger" {...props} />
+  )
+}
+
+function AlertDialogPortal({
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Portal>) {
+  return (
+    <AlertDialogPrimitive.Portal data-slot="alert-dialog-portal" {...props} />
+  )
+}
+
+function AlertDialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Overlay>) {
+  return (
+    <AlertDialogPrimitive.Overlay
+      data-slot="alert-dialog-overlay"
+      className={cn(
+        'data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Content>) {
+  return (
+    <AlertDialogPortal>
+      <AlertDialogOverlay />
+      <AlertDialogPrimitive.Content
+        data-slot="alert-dialog-content"
+        className={cn(
+          'bg-background data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border p-6 shadow-lg duration-200 sm:max-w-lg',
+          className,
+        )}
+        {...props}
+      />
+    </AlertDialogPortal>
+  )
+}
+
+function AlertDialogHeader({
+  className,
+  ...props
+}: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="alert-dialog-header"
+      className={cn('flex flex-col gap-2 text-center sm:text-left', className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogFooter({
+  className,
+  ...props
+}: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="alert-dialog-footer"
+      className={cn(
+        'flex flex-col-reverse gap-2 sm:flex-row sm:justify-end',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Title>) {
+  return (
+    <AlertDialogPrimitive.Title
+      data-slot="alert-dialog-title"
+      className={cn('text-lg font-semibold', className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Description>) {
+  return (
+    <AlertDialogPrimitive.Description
+      data-slot="alert-dialog-description"
+      className={cn('text-muted-foreground text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogAction({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Action>) {
+  return (
+    <AlertDialogPrimitive.Action
+      className={cn(buttonVariants(), className)}
+      {...props}
+    />
+  )
+}
+
+function AlertDialogCancel({
+  className,
+  ...props
+}: React.ComponentProps<typeof AlertDialogPrimitive.Cancel>) {
+  return (
+    <AlertDialogPrimitive.Cancel
+      className={cn(buttonVariants({ variant: 'outline' }), className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  AlertDialog,
+  AlertDialogPortal,
+  AlertDialogOverlay,
+  AlertDialogTrigger,
+  AlertDialogContent,
+  AlertDialogHeader,
+  AlertDialogFooter,
+  AlertDialogTitle,
+  AlertDialogDescription,
+  AlertDialogAction,
+  AlertDialogCancel,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/alert.tsx b/kits/automation/time-series-preprocessor/components/ui/alert.tsx
new file mode 100644
index 00000000..e6751abe
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/alert.tsx
@@ -0,0 +1,66 @@
+import * as React from 'react'
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+
+const alertVariants = cva(
+  'relative w-full rounded-lg border px-4 py-3 text-sm grid has-[>svg]:grid-cols-[calc(var(--spacing)*4)_1fr] grid-cols-[0_1fr] has-[>svg]:gap-x-3 gap-y-0.5 items-start [&>svg]:size-4 [&>svg]:translate-y-0.5 [&>svg]:text-current',
+  {
+    variants: {
+      variant: {
+        default: 'bg-card text-card-foreground',
+        destructive:
+          'text-destructive bg-card [&>svg]:text-current *:data-[slot=alert-description]:text-destructive/90',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+    },
+  },
+)
+
+function Alert({
+  className,
+  variant,
+  ...props
+}: React.ComponentProps<'div'> & VariantProps<typeof alertVariants>) {
+  return (
+    <div
+      data-slot="alert"
+      role="alert"
+      className={cn(alertVariants({ variant }), className)}
+      {...props}
+    />
+  )
+}
+
+function AlertTitle({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="alert-title"
+      className={cn(
+        'col-start-2 line-clamp-1 min-h-4 font-medium tracking-tight',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function AlertDescription({
+  className,
+  ...props
+}: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="alert-description"
+      className={cn(
+        'text-muted-foreground col-start-2 grid justify-items-start gap-1 text-sm [&_p]:leading-relaxed',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Alert, AlertTitle, AlertDescription }
diff --git a/kits/automation/time-series-preprocessor/components/ui/aspect-ratio.tsx b/kits/automation/time-series-preprocessor/components/ui/aspect-ratio.tsx
new file mode 100644
index 00000000..40bb1208
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/aspect-ratio.tsx
@@ -0,0 +1,11 @@
+'use client'
+
+import * as AspectRatioPrimitive from '@radix-ui/react-aspect-ratio'
+
+function AspectRatio({
+  ...props
+}: React.ComponentProps<typeof AspectRatioPrimitive.Root>) {
+  return <AspectRatioPrimitive.Root data-slot="aspect-ratio" {...props} />
+}
+
+export { AspectRatio }
diff --git a/kits/automation/time-series-preprocessor/components/ui/avatar.tsx b/kits/automation/time-series-preprocessor/components/ui/avatar.tsx
new file mode 100644
index 00000000..aa98465a
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/avatar.tsx
@@ -0,0 +1,53 @@
+'use client'
+
+import * as React from 'react'
+import * as AvatarPrimitive from '@radix-ui/react-avatar'
+
+import { cn } from '@/lib/utils'
+
+function Avatar({
+  className,
+  ...props
+}: React.ComponentProps<typeof AvatarPrimitive.Root>) {
+  return (
+    <AvatarPrimitive.Root
+      data-slot="avatar"
+      className={cn(
+        'relative flex size-8 shrink-0 overflow-hidden rounded-full',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function AvatarImage({
+  className,
+  ...props
+}: React.ComponentProps<typeof AvatarPrimitive.Image>) {
+  return (
+    <AvatarPrimitive.Image
+      data-slot="avatar-image"
+      className={cn('aspect-square size-full', className)}
+      {...props}
+    />
+  )
+}
+
+function AvatarFallback({
+  className,
+  ...props
+}: React.ComponentProps<typeof AvatarPrimitive.Fallback>) {
+  return (
+    <AvatarPrimitive.Fallback
+      data-slot="avatar-fallback"
+      className={cn(
+        'bg-muted flex size-full items-center justify-center rounded-full',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Avatar, AvatarImage, AvatarFallback }
diff --git a/kits/automation/time-series-preprocessor/components/ui/badge.tsx b/kits/automation/time-series-preprocessor/components/ui/badge.tsx
new file mode 100644
index 00000000..fc4126b7
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/badge.tsx
@@ -0,0 +1,46 @@
+import * as React from 'react'
+import { Slot } from '@radix-ui/react-slot'
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+
+const badgeVariants = cva(
+  'inline-flex items-center justify-center rounded-md border px-2 py-0.5 text-xs font-medium w-fit whitespace-nowrap shrink-0 [&>svg]:size-3 gap-1 [&>svg]:pointer-events-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive transition-[color,box-shadow] overflow-hidden',
+  {
+    variants: {
+      variant: {
+        default:
+          'border-transparent bg-primary text-primary-foreground [a&]:hover:bg-primary/90',
+        secondary:
+          'border-transparent bg-secondary text-secondary-foreground [a&]:hover:bg-secondary/90',
+        destructive:
+          'border-transparent bg-destructive text-white [a&]:hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60',
+        outline:
+          'text-foreground [a&]:hover:bg-accent [a&]:hover:text-accent-foreground',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+    },
+  },
+)
+
+function Badge({
+  className,
+  variant,
+  asChild = false,
+  ...props
+}: React.ComponentProps<'span'> &
+  VariantProps<typeof badgeVariants> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : 'span'
+
+  return (
+    <Comp
+      data-slot="badge"
+      className={cn(badgeVariants({ variant }), className)}
+      {...props}
+    />
+  )
+}
+
+export { Badge, badgeVariants }
diff --git a/kits/automation/time-series-preprocessor/components/ui/breadcrumb.tsx b/kits/automation/time-series-preprocessor/components/ui/breadcrumb.tsx
new file mode 100644
index 00000000..1750ff26
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/breadcrumb.tsx
@@ -0,0 +1,109 @@
+import * as React from 'react'
+import { Slot } from '@radix-ui/react-slot'
+import { ChevronRight, MoreHorizontal } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Breadcrumb({ ...props }: React.ComponentProps<'nav'>) {
+  return <nav aria-label="breadcrumb" data-slot="breadcrumb" {...props} />
+}
+
+function BreadcrumbList({ className, ...props }: React.ComponentProps<'ol'>) {
+  return (
+    <ol
+      data-slot="breadcrumb-list"
+      className={cn(
+        'text-muted-foreground flex flex-wrap items-center gap-1.5 text-sm break-words sm:gap-2.5',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbItem({ className, ...props }: React.ComponentProps<'li'>) {
+  return (
+    <li
+      data-slot="breadcrumb-item"
+      className={cn('inline-flex items-center gap-1.5', className)}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbLink({
+  asChild,
+  className,
+  ...props
+}: React.ComponentProps<'a'> & {
+  asChild?: boolean
+}) {
+  const Comp = asChild ? Slot : 'a'
+
+  return (
+    <Comp
+      data-slot="breadcrumb-link"
+      className={cn('hover:text-foreground transition-colors', className)}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbPage({ className, ...props }: React.ComponentProps<'span'>) {
+  return (
+    <span
+      data-slot="breadcrumb-page"
+      role="link"
+      aria-disabled="true"
+      aria-current="page"
+      className={cn('text-foreground font-normal', className)}
+      {...props}
+    />
+  )
+}
+
+function BreadcrumbSeparator({
+  children,
+  className,
+  ...props
+}: React.ComponentProps<'li'>) {
+  return (
+    <li
+      data-slot="breadcrumb-separator"
+      role="presentation"
+      aria-hidden="true"
+      className={cn('[&>svg]:size-3.5', className)}
+      {...props}
+    >
+      {children ?? <ChevronRight />}
+    </li>
+  )
+}
+
+function BreadcrumbEllipsis({
+  className,
+  ...props
+}: React.ComponentProps<'span'>) {
+  return (
+    <span
+      data-slot="breadcrumb-ellipsis"
+      role="presentation"
+      aria-hidden="true"
+      className={cn('flex size-9 items-center justify-center', className)}
+      {...props}
+    >
+      <MoreHorizontal className="size-4" />
+      <span className="sr-only">More</span>
+    </span>
+  )
+}
+
+export {
+  Breadcrumb,
+  BreadcrumbList,
+  BreadcrumbItem,
+  BreadcrumbLink,
+  BreadcrumbPage,
+  BreadcrumbSeparator,
+  BreadcrumbEllipsis,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/button-group.tsx b/kits/automation/time-series-preprocessor/components/ui/button-group.tsx
new file mode 100644
index 00000000..09d44309
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/button-group.tsx
@@ -0,0 +1,83 @@
+import { Slot } from '@radix-ui/react-slot'
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+import { Separator } from '@/components/ui/separator'
+
+const buttonGroupVariants = cva(
+  "flex w-fit items-stretch [&>*]:focus-visible:z-10 [&>*]:focus-visible:relative [&>[data-slot=select-trigger]:not([class*='w-'])]:w-fit [&>input]:flex-1 has-[select[aria-hidden=true]:last-child]:[&>[data-slot=select-trigger]:last-of-type]:rounded-r-md has-[>[data-slot=button-group]]:gap-2",
+  {
+    variants: {
+      orientation: {
+        horizontal:
+          '[&>*:not(:first-child)]:rounded-l-none [&>*:not(:first-child)]:border-l-0 [&>*:not(:last-child)]:rounded-r-none',
+        vertical:
+          'flex-col [&>*:not(:first-child)]:rounded-t-none [&>*:not(:first-child)]:border-t-0 [&>*:not(:last-child)]:rounded-b-none',
+      },
+    },
+    defaultVariants: {
+      orientation: 'horizontal',
+    },
+  },
+)
+
+function ButtonGroup({
+  className,
+  orientation,
+  ...props
+}: React.ComponentProps<'div'> & VariantProps<typeof buttonGroupVariants>) {
+  return (
+    <div
+      role="group"
+      data-slot="button-group"
+      data-orientation={orientation}
+      className={cn(buttonGroupVariants({ orientation }), className)}
+      {...props}
+    />
+  )
+}
+
+function ButtonGroupText({
+  className,
+  asChild = false,
+  ...props
+}: React.ComponentProps<'div'> & {
+  asChild?: boolean
+}) {
+  const Comp = asChild ? Slot : 'div'
+
+  return (
+    <Comp
+      className={cn(
+        "bg-muted flex items-center gap-2 rounded-md border px-4 text-sm font-medium shadow-xs [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ButtonGroupSeparator({
+  className,
+  orientation = 'vertical',
+  ...props
+}: React.ComponentProps<typeof Separator>) {
+  return (
+    <Separator
+      data-slot="button-group-separator"
+      orientation={orientation}
+      className={cn(
+        'bg-input relative !m-0 self-stretch data-[orientation=vertical]:h-auto',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  ButtonGroup,
+  ButtonGroupSeparator,
+  ButtonGroupText,
+  buttonGroupVariants,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/button.tsx b/kits/automation/time-series-preprocessor/components/ui/button.tsx
new file mode 100644
index 00000000..f64632d1
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/button.tsx
@@ -0,0 +1,60 @@
+import * as React from 'react'
+import { Slot } from '@radix-ui/react-slot'
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+
+const buttonVariants = cva(
+  "inline-flex items-center justify-center gap-2 whitespace-nowrap rounded-md text-sm font-medium transition-all disabled:pointer-events-none disabled:opacity-50 [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4 shrink-0 [&_svg]:shrink-0 outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive",
+  {
+    variants: {
+      variant: {
+        default: 'bg-primary text-primary-foreground hover:bg-primary/90',
+        destructive:
+          'bg-destructive text-white hover:bg-destructive/90 focus-visible:ring-destructive/20 dark:focus-visible:ring-destructive/40 dark:bg-destructive/60',
+        outline:
+          'border bg-background shadow-xs hover:bg-accent hover:text-accent-foreground dark:bg-input/30 dark:border-input dark:hover:bg-input/50',
+        secondary:
+          'bg-secondary text-secondary-foreground hover:bg-secondary/80',
+        ghost:
+          'hover:bg-accent hover:text-accent-foreground dark:hover:bg-accent/50',
+        link: 'text-primary underline-offset-4 hover:underline',
+      },
+      size: {
+        default: 'h-9 px-4 py-2 has-[>svg]:px-3',
+        sm: 'h-8 rounded-md gap-1.5 px-3 has-[>svg]:px-2.5',
+        lg: 'h-10 rounded-md px-6 has-[>svg]:px-4',
+        icon: 'size-9',
+        'icon-sm': 'size-8',
+        'icon-lg': 'size-10',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+      size: 'default',
+    },
+  },
+)
+
+function Button({
+  className,
+  variant,
+  size,
+  asChild = false,
+  ...props
+}: React.ComponentProps<'button'> &
+  VariantProps<typeof buttonVariants> & {
+    asChild?: boolean
+  }) {
+  const Comp = asChild ? Slot : 'button'
+
+  return (
+    <Comp
+      data-slot="button"
+      className={cn(buttonVariants({ variant, size, className }))}
+      {...props}
+    />
+  )
+}
+
+export { Button, buttonVariants }
diff --git a/kits/automation/time-series-preprocessor/components/ui/calendar.tsx b/kits/automation/time-series-preprocessor/components/ui/calendar.tsx
new file mode 100644
index 00000000..eaa373e2
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/calendar.tsx
@@ -0,0 +1,213 @@
+'use client'
+
+import * as React from 'react'
+import {
+  ChevronDownIcon,
+  ChevronLeftIcon,
+  ChevronRightIcon,
+} from 'lucide-react'
+import { DayButton, DayPicker, getDefaultClassNames } from 'react-day-picker'
+
+import { cn } from '@/lib/utils'
+import { Button, buttonVariants } from '@/components/ui/button'
+
+function Calendar({
+  className,
+  classNames,
+  showOutsideDays = true,
+  captionLayout = 'label',
+  buttonVariant = 'ghost',
+  formatters,
+  components,
+  ...props
+}: React.ComponentProps<typeof DayPicker> & {
+  buttonVariant?: React.ComponentProps<typeof Button>['variant']
+}) {
+  const defaultClassNames = getDefaultClassNames()
+
+  return (
+    <DayPicker
+      showOutsideDays={showOutsideDays}
+      className={cn(
+        'bg-background group/calendar p-3 [--cell-size:--spacing(8)] [[data-slot=card-content]_&]:bg-transparent [[data-slot=popover-content]_&]:bg-transparent',
+        String.raw`rtl:**:[.rdp-button\_next>svg]:rotate-180`,
+        String.raw`rtl:**:[.rdp-button\_previous>svg]:rotate-180`,
+        className,
+      )}
+      captionLayout={captionLayout}
+      formatters={{
+        formatMonthDropdown: (date) =>
+          date.toLocaleString('default', { month: 'short' }),
+        ...formatters,
+      }}
+      classNames={{
+        root: cn('w-fit', defaultClassNames.root),
+        months: cn(
+          'flex gap-4 flex-col md:flex-row relative',
+          defaultClassNames.months,
+        ),
+        month: cn('flex flex-col w-full gap-4', defaultClassNames.month),
+        nav: cn(
+          'flex items-center gap-1 w-full absolute top-0 inset-x-0 justify-between',
+          defaultClassNames.nav,
+        ),
+        button_previous: cn(
+          buttonVariants({ variant: buttonVariant }),
+          'size-(--cell-size) aria-disabled:opacity-50 p-0 select-none',
+          defaultClassNames.button_previous,
+        ),
+        button_next: cn(
+          buttonVariants({ variant: buttonVariant }),
+          'size-(--cell-size) aria-disabled:opacity-50 p-0 select-none',
+          defaultClassNames.button_next,
+        ),
+        month_caption: cn(
+          'flex items-center justify-center h-(--cell-size) w-full px-(--cell-size)',
+          defaultClassNames.month_caption,
+        ),
+        dropdowns: cn(
+          'w-full flex items-center text-sm font-medium justify-center h-(--cell-size) gap-1.5',
+          defaultClassNames.dropdowns,
+        ),
+        dropdown_root: cn(
+          'relative has-focus:border-ring border border-input shadow-xs has-focus:ring-ring/50 has-focus:ring-[3px] rounded-md',
+          defaultClassNames.dropdown_root,
+        ),
+        dropdown: cn(
+          'absolute bg-popover inset-0 opacity-0',
+          defaultClassNames.dropdown,
+        ),
+        caption_label: cn(
+          'select-none font-medium',
+          captionLayout === 'label'
+            ? 'text-sm'
+            : 'rounded-md pl-2 pr-1 flex items-center gap-1 text-sm h-8 [&>svg]:text-muted-foreground [&>svg]:size-3.5',
+          defaultClassNames.caption_label,
+        ),
+        table: 'w-full border-collapse',
+        weekdays: cn('flex', defaultClassNames.weekdays),
+        weekday: cn(
+          'text-muted-foreground rounded-md flex-1 font-normal text-[0.8rem] select-none',
+          defaultClassNames.weekday,
+        ),
+        week: cn('flex w-full mt-2', defaultClassNames.week),
+        week_number_header: cn(
+          'select-none w-(--cell-size)',
+          defaultClassNames.week_number_header,
+        ),
+        week_number: cn(
+          'text-[0.8rem] select-none text-muted-foreground',
+          defaultClassNames.week_number,
+        ),
+        day: cn(
+          'relative w-full h-full p-0 text-center [&:first-child[data-selected=true]_button]:rounded-l-md [&:last-child[data-selected=true]_button]:rounded-r-md group/day aspect-square select-none',
+          defaultClassNames.day,
+        ),
+        range_start: cn(
+          'rounded-l-md bg-accent',
+          defaultClassNames.range_start,
+        ),
+        range_middle: cn('rounded-none', defaultClassNames.range_middle),
+        range_end: cn('rounded-r-md bg-accent', defaultClassNames.range_end),
+        today: cn(
+          'bg-accent text-accent-foreground rounded-md data-[selected=true]:rounded-none',
+          defaultClassNames.today,
+        ),
+        outside: cn(
+          'text-muted-foreground aria-selected:text-muted-foreground',
+          defaultClassNames.outside,
+        ),
+        disabled: cn(
+          'text-muted-foreground opacity-50',
+          defaultClassNames.disabled,
+        ),
+        hidden: cn('invisible', defaultClassNames.hidden),
+        ...classNames,
+      }}
+      components={{
+        Root: ({ className, rootRef, ...props }) => {
+          return (
+            <div
+              data-slot="calendar"
+              ref={rootRef}
+              className={cn(className)}
+              {...props}
+            />
+          )
+        },
+        Chevron: ({ className, orientation, ...props }) => {
+          if (orientation === 'left') {
+            return (
+              <ChevronLeftIcon className={cn('size-4', className)} {...props} />
+            )
+          }
+
+          if (orientation === 'right') {
+            return (
+              <ChevronRightIcon
+                className={cn('size-4', className)}
+                {...props}
+              />
+            )
+          }
+
+          return (
+            <ChevronDownIcon className={cn('size-4', className)} {...props} />
+          )
+        },
+        DayButton: CalendarDayButton,
+        WeekNumber: ({ children, ...props }) => {
+          return (
+            <td {...props}>
+              <div className="flex size-(--cell-size) items-center justify-center text-center">
+                {children}
+              </div>
+            </td>
+          )
+        },
+        ...components,
+      }}
+      {...props}
+    />
+  )
+}
+
+function CalendarDayButton({
+  className,
+  day,
+  modifiers,
+  ...props
+}: React.ComponentProps<typeof DayButton>) {
+  const defaultClassNames = getDefaultClassNames()
+
+  const ref = React.useRef<HTMLButtonElement>(null)
+  React.useEffect(() => {
+    if (modifiers.focused) ref.current?.focus()
+  }, [modifiers.focused])
+
+  return (
+    <Button
+      ref={ref}
+      variant="ghost"
+      size="icon"
+      data-day={day.date.toLocaleDateString()}
+      data-selected-single={
+        modifiers.selected &&
+        !modifiers.range_start &&
+        !modifiers.range_end &&
+        !modifiers.range_middle
+      }
+      data-range-start={modifiers.range_start}
+      data-range-end={modifiers.range_end}
+      data-range-middle={modifiers.range_middle}
+      className={cn(
+        'data-[selected-single=true]:bg-primary data-[selected-single=true]:text-primary-foreground data-[range-middle=true]:bg-accent data-[range-middle=true]:text-accent-foreground data-[range-start=true]:bg-primary data-[range-start=true]:text-primary-foreground data-[range-end=true]:bg-primary data-[range-end=true]:text-primary-foreground group-data-[focused=true]/day:border-ring group-data-[focused=true]/day:ring-ring/50 dark:hover:text-accent-foreground flex aspect-square size-auto w-full min-w-(--cell-size) flex-col gap-1 leading-none font-normal group-data-[focused=true]/day:relative group-data-[focused=true]/day:z-10 group-data-[focused=true]/day:ring-[3px] data-[range-end=true]:rounded-md data-[range-end=true]:rounded-r-md data-[range-middle=true]:rounded-none data-[range-start=true]:rounded-md data-[range-start=true]:rounded-l-md [&>span]:text-xs [&>span]:opacity-70',
+        defaultClassNames.day,
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Calendar, CalendarDayButton }
diff --git a/kits/automation/time-series-preprocessor/components/ui/card.tsx b/kits/automation/time-series-preprocessor/components/ui/card.tsx
new file mode 100644
index 00000000..db7dd3cc
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/card.tsx
@@ -0,0 +1,92 @@
+import * as React from 'react'
+
+import { cn } from '@/lib/utils'
+
+function Card({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="card"
+      className={cn(
+        'bg-card text-card-foreground flex flex-col gap-6 rounded-xl border py-6 shadow-sm',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardHeader({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="card-header"
+      className={cn(
+        '@container/card-header grid auto-rows-min grid-rows-[auto_auto] items-start gap-2 px-6 has-data-[slot=card-action]:grid-cols-[1fr_auto] [.border-b]:pb-6',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardTitle({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="card-title"
+      className={cn('leading-none font-semibold', className)}
+      {...props}
+    />
+  )
+}
+
+function CardDescription({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="card-description"
+      className={cn('text-muted-foreground text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+function CardAction({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="card-action"
+      className={cn(
+        'col-start-2 row-span-2 row-start-1 self-start justify-self-end',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CardContent({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="card-content"
+      className={cn('px-6', className)}
+      {...props}
+    />
+  )
+}
+
+function CardFooter({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="card-footer"
+      className={cn('flex items-center px-6 [.border-t]:pt-6', className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Card,
+  CardHeader,
+  CardFooter,
+  CardTitle,
+  CardAction,
+  CardDescription,
+  CardContent,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/carousel.tsx b/kits/automation/time-series-preprocessor/components/ui/carousel.tsx
new file mode 100644
index 00000000..d4a768e7
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/carousel.tsx
@@ -0,0 +1,241 @@
+'use client'
+
+import * as React from 'react'
+import useEmblaCarousel, {
+  type UseEmblaCarouselType,
+} from 'embla-carousel-react'
+import { ArrowLeft, ArrowRight } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+import { Button } from '@/components/ui/button'
+
+type CarouselApi = UseEmblaCarouselType[1]
+type UseCarouselParameters = Parameters<typeof useEmblaCarousel>
+type CarouselOptions = UseCarouselParameters[0]
+type CarouselPlugin = UseCarouselParameters[1]
+
+type CarouselProps = {
+  opts?: CarouselOptions
+  plugins?: CarouselPlugin
+  orientation?: 'horizontal' | 'vertical'
+  setApi?: (api: CarouselApi) => void
+}
+
+type CarouselContextProps = {
+  carouselRef: ReturnType<typeof useEmblaCarousel>[0]
+  api: ReturnType<typeof useEmblaCarousel>[1]
+  scrollPrev: () => void
+  scrollNext: () => void
+  canScrollPrev: boolean
+  canScrollNext: boolean
+} & CarouselProps
+
+const CarouselContext = React.createContext<CarouselContextProps | null>(null)
+
+function useCarousel() {
+  const context = React.useContext(CarouselContext)
+
+  if (!context) {
+    throw new Error('useCarousel must be used within a <Carousel />')
+  }
+
+  return context
+}
+
+function Carousel({
+  orientation = 'horizontal',
+  opts,
+  setApi,
+  plugins,
+  className,
+  children,
+  ...props
+}: React.ComponentProps<'div'> & CarouselProps) {
+  const [carouselRef, api] = useEmblaCarousel(
+    {
+      ...opts,
+      axis: orientation === 'horizontal' ? 'x' : 'y',
+    },
+    plugins,
+  )
+  const [canScrollPrev, setCanScrollPrev] = React.useState(false)
+  const [canScrollNext, setCanScrollNext] = React.useState(false)
+
+  const onSelect = React.useCallback((api: CarouselApi) => {
+    if (!api) return
+    setCanScrollPrev(api.canScrollPrev())
+    setCanScrollNext(api.canScrollNext())
+  }, [])
+
+  const scrollPrev = React.useCallback(() => {
+    api?.scrollPrev()
+  }, [api])
+
+  const scrollNext = React.useCallback(() => {
+    api?.scrollNext()
+  }, [api])
+
+  const handleKeyDown = React.useCallback(
+    (event: React.KeyboardEvent<HTMLDivElement>) => {
+      if (event.key === 'ArrowLeft') {
+        event.preventDefault()
+        scrollPrev()
+      } else if (event.key === 'ArrowRight') {
+        event.preventDefault()
+        scrollNext()
+      }
+    },
+    [scrollPrev, scrollNext],
+  )
+
+  React.useEffect(() => {
+    if (!api || !setApi) return
+    setApi(api)
+  }, [api, setApi])
+
+  React.useEffect(() => {
+    if (!api) return
+    onSelect(api)
+    api.on('reInit', onSelect)
+    api.on('select', onSelect)
+
+    return () => {
+      api?.off('select', onSelect)
+    }
+  }, [api, onSelect])
+
+  return (
+    <CarouselContext.Provider
+      value={{
+        carouselRef,
+        api: api,
+        opts,
+        orientation:
+          orientation || (opts?.axis === 'y' ? 'vertical' : 'horizontal'),
+        scrollPrev,
+        scrollNext,
+        canScrollPrev,
+        canScrollNext,
+      }}
+    >
+      <div
+        onKeyDownCapture={handleKeyDown}
+        className={cn('relative', className)}
+        role="region"
+        aria-roledescription="carousel"
+        data-slot="carousel"
+        {...props}
+      >
+        {children}
+      </div>
+    </CarouselContext.Provider>
+  )
+}
+
+function CarouselContent({ className, ...props }: React.ComponentProps<'div'>) {
+  const { carouselRef, orientation } = useCarousel()
+
+  return (
+    <div
+      ref={carouselRef}
+      className="overflow-hidden"
+      data-slot="carousel-content"
+    >
+      <div
+        className={cn(
+          'flex',
+          orientation === 'horizontal' ? '-ml-4' : '-mt-4 flex-col',
+          className,
+        )}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function CarouselItem({ className, ...props }: React.ComponentProps<'div'>) {
+  const { orientation } = useCarousel()
+
+  return (
+    <div
+      role="group"
+      aria-roledescription="slide"
+      data-slot="carousel-item"
+      className={cn(
+        'min-w-0 shrink-0 grow-0 basis-full',
+        orientation === 'horizontal' ? 'pl-4' : 'pt-4',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CarouselPrevious({
+  className,
+  variant = 'outline',
+  size = 'icon',
+  ...props
+}: React.ComponentProps<typeof Button>) {
+  const { orientation, scrollPrev, canScrollPrev } = useCarousel()
+
+  return (
+    <Button
+      data-slot="carousel-previous"
+      variant={variant}
+      size={size}
+      className={cn(
+        'absolute size-8 rounded-full',
+        orientation === 'horizontal'
+          ? 'top-1/2 -left-12 -translate-y-1/2'
+          : '-top-12 left-1/2 -translate-x-1/2 rotate-90',
+        className,
+      )}
+      disabled={!canScrollPrev}
+      onClick={scrollPrev}
+      {...props}
+    >
+      <ArrowLeft />
+      <span className="sr-only">Previous slide</span>
+    </Button>
+  )
+}
+
+function CarouselNext({
+  className,
+  variant = 'outline',
+  size = 'icon',
+  ...props
+}: React.ComponentProps<typeof Button>) {
+  const { orientation, scrollNext, canScrollNext } = useCarousel()
+
+  return (
+    <Button
+      data-slot="carousel-next"
+      variant={variant}
+      size={size}
+      className={cn(
+        'absolute size-8 rounded-full',
+        orientation === 'horizontal'
+          ? 'top-1/2 -right-12 -translate-y-1/2'
+          : '-bottom-12 left-1/2 -translate-x-1/2 rotate-90',
+        className,
+      )}
+      disabled={!canScrollNext}
+      onClick={scrollNext}
+      {...props}
+    >
+      <ArrowRight />
+      <span className="sr-only">Next slide</span>
+    </Button>
+  )
+}
+
+export {
+  type CarouselApi,
+  Carousel,
+  CarouselContent,
+  CarouselItem,
+  CarouselPrevious,
+  CarouselNext,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/chart.tsx b/kits/automation/time-series-preprocessor/components/ui/chart.tsx
new file mode 100644
index 00000000..421fe589
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/chart.tsx
@@ -0,0 +1,353 @@
+'use client'
+
+import * as React from 'react'
+import * as RechartsPrimitive from 'recharts'
+
+import { cn } from '@/lib/utils'
+
+// Format: { THEME_NAME: CSS_SELECTOR }
+const THEMES = { light: '', dark: '.dark' } as const
+
+export type ChartConfig = {
+  [k in string]: {
+    label?: React.ReactNode
+    icon?: React.ComponentType
+  } & (
+    | { color?: string; theme?: never }
+    | { color?: never; theme: Record<keyof typeof THEMES, string> }
+  )
+}
+
+type ChartContextProps = {
+  config: ChartConfig
+}
+
+const ChartContext = React.createContext<ChartContextProps | null>(null)
+
+function useChart() {
+  const context = React.useContext(ChartContext)
+
+  if (!context) {
+    throw new Error('useChart must be used within a <ChartContainer />')
+  }
+
+  return context
+}
+
+function ChartContainer({
+  id,
+  className,
+  children,
+  config,
+  ...props
+}: React.ComponentProps<'div'> & {
+  config: ChartConfig
+  children: React.ComponentProps<
+    typeof RechartsPrimitive.ResponsiveContainer
+  >['children']
+}) {
+  const uniqueId = React.useId()
+  const chartId = `chart-${id || uniqueId.replace(/:/g, '')}`
+
+  return (
+    <ChartContext.Provider value={{ config }}>
+      <div
+        data-slot="chart"
+        data-chart={chartId}
+        className={cn(
+          "[&_.recharts-cartesian-axis-tick_text]:fill-muted-foreground [&_.recharts-cartesian-grid_line[stroke='#ccc']]:stroke-border/50 [&_.recharts-curve.recharts-tooltip-cursor]:stroke-border [&_.recharts-polar-grid_[stroke='#ccc']]:stroke-border [&_.recharts-radial-bar-background-sector]:fill-muted [&_.recharts-rectangle.recharts-tooltip-cursor]:fill-muted [&_.recharts-reference-line_[stroke='#ccc']]:stroke-border flex aspect-video justify-center text-xs [&_.recharts-dot[stroke='#fff']]:stroke-transparent [&_.recharts-layer]:outline-hidden [&_.recharts-sector]:outline-hidden [&_.recharts-sector[stroke='#fff']]:stroke-transparent [&_.recharts-surface]:outline-hidden",
+          className,
+        )}
+        {...props}
+      >
+        <ChartStyle id={chartId} config={config} />
+        <RechartsPrimitive.ResponsiveContainer>
+          {children}
+        </RechartsPrimitive.ResponsiveContainer>
+      </div>
+    </ChartContext.Provider>
+  )
+}
+
+const ChartStyle = ({ id, config }: { id: string; config: ChartConfig }) => {
+  const colorConfig = Object.entries(config).filter(
+    ([, config]) => config.theme || config.color,
+  )
+
+  if (!colorConfig.length) {
+    return null
+  }
+
+  return (
+    <style
+      dangerouslySetInnerHTML={{
+        __html: Object.entries(THEMES)
+          .map(
+            ([theme, prefix]) => `
+${prefix} [data-chart=${id}] {
+${colorConfig
+  .map(([key, itemConfig]) => {
+    const color =
+      itemConfig.theme?.[theme as keyof typeof itemConfig.theme] ||
+      itemConfig.color
+    return color ? `  --color-${key}: ${color};` : null
+  })
+  .join('\n')}
+}
+`,
+          )
+          .join('\n'),
+      }}
+    />
+  )
+}
+
+const ChartTooltip = RechartsPrimitive.Tooltip
+
+function ChartTooltipContent({
+  active,
+  payload,
+  className,
+  indicator = 'dot',
+  hideLabel = false,
+  hideIndicator = false,
+  label,
+  labelFormatter,
+  labelClassName,
+  formatter,
+  color,
+  nameKey,
+  labelKey,
+}: React.ComponentProps<typeof RechartsPrimitive.Tooltip> &
+  React.ComponentProps<'div'> & {
+    hideLabel?: boolean
+    hideIndicator?: boolean
+    indicator?: 'line' | 'dot' | 'dashed'
+    nameKey?: string
+    labelKey?: string
+  }) {
+  const { config } = useChart()
+
+  const tooltipLabel = React.useMemo(() => {
+    if (hideLabel || !payload?.length) {
+      return null
+    }
+
+    const [item] = payload
+    const key = `${labelKey || item?.dataKey || item?.name || 'value'}`
+    const itemConfig = getPayloadConfigFromPayload(config, item, key)
+    const value =
+      !labelKey && typeof label === 'string'
+        ? config[label as keyof typeof config]?.label || label
+        : itemConfig?.label
+
+    if (labelFormatter) {
+      return (
+        <div className={cn('font-medium', labelClassName)}>
+          {labelFormatter(value, payload)}
+        </div>
+      )
+    }
+
+    if (!value) {
+      return null
+    }
+
+    return <div className={cn('font-medium', labelClassName)}>{value}</div>
+  }, [
+    label,
+    labelFormatter,
+    payload,
+    hideLabel,
+    labelClassName,
+    config,
+    labelKey,
+  ])
+
+  if (!active || !payload?.length) {
+    return null
+  }
+
+  const nestLabel = payload.length === 1 && indicator !== 'dot'
+
+  return (
+    <div
+      className={cn(
+        'border-border/50 bg-background grid min-w-[8rem] items-start gap-1.5 rounded-lg border px-2.5 py-1.5 text-xs shadow-xl',
+        className,
+      )}
+    >
+      {!nestLabel ? tooltipLabel : null}
+      <div className="grid gap-1.5">
+        {payload.map((item, index) => {
+          const key = `${nameKey || item.name || item.dataKey || 'value'}`
+          const itemConfig = getPayloadConfigFromPayload(config, item, key)
+          const indicatorColor = color || item.payload.fill || item.color
+
+          return (
+            <div
+              key={item.dataKey}
+              className={cn(
+                '[&>svg]:text-muted-foreground flex w-full flex-wrap items-stretch gap-2 [&>svg]:h-2.5 [&>svg]:w-2.5',
+                indicator === 'dot' && 'items-center',
+              )}
+            >
+              {formatter && item?.value !== undefined && item.name ? (
+                formatter(item.value, item.name, item, index, item.payload)
+              ) : (
+                <>
+                  {itemConfig?.icon ? (
+                    <itemConfig.icon />
+                  ) : (
+                    !hideIndicator && (
+                      <div
+                        className={cn(
+                          'shrink-0 rounded-[2px] border-(--color-border) bg-(--color-bg)',
+                          {
+                            'h-2.5 w-2.5': indicator === 'dot',
+                            'w-1': indicator === 'line',
+                            'w-0 border-[1.5px] border-dashed bg-transparent':
+                              indicator === 'dashed',
+                            'my-0.5': nestLabel && indicator === 'dashed',
+                          },
+                        )}
+                        style={
+                          {
+                            '--color-bg': indicatorColor,
+                            '--color-border': indicatorColor,
+                          } as React.CSSProperties
+                        }
+                      />
+                    )
+                  )}
+                  <div
+                    className={cn(
+                      'flex flex-1 justify-between leading-none',
+                      nestLabel ? 'items-end' : 'items-center',
+                    )}
+                  >
+                    <div className="grid gap-1.5">
+                      {nestLabel ? tooltipLabel : null}
+                      <span className="text-muted-foreground">
+                        {itemConfig?.label || item.name}
+                      </span>
+                    </div>
+                    {item.value && (
+                      <span className="text-foreground font-mono font-medium tabular-nums">
+                        {item.value.toLocaleString()}
+                      </span>
+                    )}
+                  </div>
+                </>
+              )}
+            </div>
+          )
+        })}
+      </div>
+    </div>
+  )
+}
+
+const ChartLegend = RechartsPrimitive.Legend
+
+function ChartLegendContent({
+  className,
+  hideIcon = false,
+  payload,
+  verticalAlign = 'bottom',
+  nameKey,
+}: React.ComponentProps<'div'> &
+  Pick<RechartsPrimitive.LegendProps, 'payload' | 'verticalAlign'> & {
+    hideIcon?: boolean
+    nameKey?: string
+  }) {
+  const { config } = useChart()
+
+  if (!payload?.length) {
+    return null
+  }
+
+  return (
+    <div
+      className={cn(
+        'flex items-center justify-center gap-4',
+        verticalAlign === 'top' ? 'pb-3' : 'pt-3',
+        className,
+      )}
+    >
+      {payload.map((item) => {
+        const key = `${nameKey || item.dataKey || 'value'}`
+        const itemConfig = getPayloadConfigFromPayload(config, item, key)
+
+        return (
+          <div
+            key={item.value}
+            className={
+              '[&>svg]:text-muted-foreground flex items-center gap-1.5 [&>svg]:h-3 [&>svg]:w-3'
+            }
+          >
+            {itemConfig?.icon && !hideIcon ? (
+              <itemConfig.icon />
+            ) : (
+              <div
+                className="h-2 w-2 shrink-0 rounded-[2px]"
+                style={{
+                  backgroundColor: item.color,
+                }}
+              />
+            )}
+            {itemConfig?.label}
+          </div>
+        )
+      })}
+    </div>
+  )
+}
+
+// Helper to extract item config from a payload.
+function getPayloadConfigFromPayload(
+  config: ChartConfig,
+  payload: unknown,
+  key: string,
+) {
+  if (typeof payload !== 'object' || payload === null) {
+    return undefined
+  }
+
+  const payloadPayload =
+    'payload' in payload &&
+    typeof payload.payload === 'object' &&
+    payload.payload !== null
+      ? payload.payload
+      : undefined
+
+  let configLabelKey: string = key
+
+  if (
+    key in payload &&
+    typeof payload[key as keyof typeof payload] === 'string'
+  ) {
+    configLabelKey = payload[key as keyof typeof payload] as string
+  } else if (
+    payloadPayload &&
+    key in payloadPayload &&
+    typeof payloadPayload[key as keyof typeof payloadPayload] === 'string'
+  ) {
+    configLabelKey = payloadPayload[
+      key as keyof typeof payloadPayload
+    ] as string
+  }
+
+  return configLabelKey in config
+    ? config[configLabelKey]
+    : config[key as keyof typeof config]
+}
+
+export {
+  ChartContainer,
+  ChartTooltip,
+  ChartTooltipContent,
+  ChartLegend,
+  ChartLegendContent,
+  ChartStyle,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/checkbox.tsx b/kits/automation/time-series-preprocessor/components/ui/checkbox.tsx
new file mode 100644
index 00000000..37d340ff
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/checkbox.tsx
@@ -0,0 +1,32 @@
+'use client'
+
+import * as React from 'react'
+import * as CheckboxPrimitive from '@radix-ui/react-checkbox'
+import { CheckIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Checkbox({
+  className,
+  ...props
+}: React.ComponentProps<typeof CheckboxPrimitive.Root>) {
+  return (
+    <CheckboxPrimitive.Root
+      data-slot="checkbox"
+      className={cn(
+        'peer border-input dark:bg-input/30 data-[state=checked]:bg-primary data-[state=checked]:text-primary-foreground dark:data-[state=checked]:bg-primary data-[state=checked]:border-primary focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive size-4 shrink-0 rounded-[4px] border shadow-xs transition-shadow outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50',
+        className,
+      )}
+      {...props}
+    >
+      <CheckboxPrimitive.Indicator
+        data-slot="checkbox-indicator"
+        className="flex items-center justify-center text-current transition-none"
+      >
+        <CheckIcon className="size-3.5" />
+      </CheckboxPrimitive.Indicator>
+    </CheckboxPrimitive.Root>
+  )
+}
+
+export { Checkbox }
diff --git a/kits/automation/time-series-preprocessor/components/ui/collapsible.tsx b/kits/automation/time-series-preprocessor/components/ui/collapsible.tsx
new file mode 100644
index 00000000..3cbdff6f
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/collapsible.tsx
@@ -0,0 +1,33 @@
+'use client'
+
+import * as CollapsiblePrimitive from '@radix-ui/react-collapsible'
+
+function Collapsible({
+  ...props
+}: React.ComponentProps<typeof CollapsiblePrimitive.Root>) {
+  return <CollapsiblePrimitive.Root data-slot="collapsible" {...props} />
+}
+
+function CollapsibleTrigger({
+  ...props
+}: React.ComponentProps<typeof CollapsiblePrimitive.CollapsibleTrigger>) {
+  return (
+    <CollapsiblePrimitive.CollapsibleTrigger
+      data-slot="collapsible-trigger"
+      {...props}
+    />
+  )
+}
+
+function CollapsibleContent({
+  ...props
+}: React.ComponentProps<typeof CollapsiblePrimitive.CollapsibleContent>) {
+  return (
+    <CollapsiblePrimitive.CollapsibleContent
+      data-slot="collapsible-content"
+      {...props}
+    />
+  )
+}
+
+export { Collapsible, CollapsibleTrigger, CollapsibleContent }
diff --git a/kits/automation/time-series-preprocessor/components/ui/command.tsx b/kits/automation/time-series-preprocessor/components/ui/command.tsx
new file mode 100644
index 00000000..4833ca8a
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/command.tsx
@@ -0,0 +1,184 @@
+'use client'
+
+import * as React from 'react'
+import { Command as CommandPrimitive } from 'cmdk'
+import { SearchIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+import {
+  Dialog,
+  DialogContent,
+  DialogDescription,
+  DialogHeader,
+  DialogTitle,
+} from '@/components/ui/dialog'
+
+function Command({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive>) {
+  return (
+    <CommandPrimitive
+      data-slot="command"
+      className={cn(
+        'bg-popover text-popover-foreground flex h-full w-full flex-col overflow-hidden rounded-md',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandDialog({
+  title = 'Command Palette',
+  description = 'Search for a command to run...',
+  children,
+  className,
+  showCloseButton = true,
+  ...props
+}: React.ComponentProps<typeof Dialog> & {
+  title?: string
+  description?: string
+  className?: string
+  showCloseButton?: boolean
+}) {
+  return (
+    <Dialog {...props}>
+      <DialogHeader className="sr-only">
+        <DialogTitle>{title}</DialogTitle>
+        <DialogDescription>{description}</DialogDescription>
+      </DialogHeader>
+      <DialogContent
+        className={cn('overflow-hidden p-0', className)}
+        showCloseButton={showCloseButton}
+      >
+        <Command className="[&_[cmdk-group-heading]]:text-muted-foreground **:data-[slot=command-input-wrapper]:h-12 [&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:font-medium [&_[cmdk-group]]:px-2 [&_[cmdk-group]:not([hidden])_~[cmdk-group]]:pt-0 [&_[cmdk-input-wrapper]_svg]:h-5 [&_[cmdk-input-wrapper]_svg]:w-5 [&_[cmdk-input]]:h-12 [&_[cmdk-item]]:px-2 [&_[cmdk-item]]:py-3 [&_[cmdk-item]_svg]:h-5 [&_[cmdk-item]_svg]:w-5">
+          {children}
+        </Command>
+      </DialogContent>
+    </Dialog>
+  )
+}
+
+function CommandInput({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Input>) {
+  return (
+    <div
+      data-slot="command-input-wrapper"
+      className="flex h-9 items-center gap-2 border-b px-3"
+    >
+      <SearchIcon className="size-4 shrink-0 opacity-50" />
+      <CommandPrimitive.Input
+        data-slot="command-input"
+        className={cn(
+          'placeholder:text-muted-foreground flex h-10 w-full rounded-md bg-transparent py-3 text-sm outline-hidden disabled:cursor-not-allowed disabled:opacity-50',
+          className,
+        )}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function CommandList({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.List>) {
+  return (
+    <CommandPrimitive.List
+      data-slot="command-list"
+      className={cn(
+        'max-h-[300px] scroll-py-1 overflow-x-hidden overflow-y-auto',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandEmpty({
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Empty>) {
+  return (
+    <CommandPrimitive.Empty
+      data-slot="command-empty"
+      className="py-6 text-center text-sm"
+      {...props}
+    />
+  )
+}
+
+function CommandGroup({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Group>) {
+  return (
+    <CommandPrimitive.Group
+      data-slot="command-group"
+      className={cn(
+        'text-foreground [&_[cmdk-group-heading]]:text-muted-foreground overflow-hidden p-1 [&_[cmdk-group-heading]]:px-2 [&_[cmdk-group-heading]]:py-1.5 [&_[cmdk-group-heading]]:text-xs [&_[cmdk-group-heading]]:font-medium',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Separator>) {
+  return (
+    <CommandPrimitive.Separator
+      data-slot="command-separator"
+      className={cn('bg-border -mx-1 h-px', className)}
+      {...props}
+    />
+  )
+}
+
+function CommandItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof CommandPrimitive.Item>) {
+  return (
+    <CommandPrimitive.Item
+      data-slot="command-item"
+      className={cn(
+        "data-[selected=true]:bg-accent data-[selected=true]:text-accent-foreground [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled=true]:pointer-events-none data-[disabled=true]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function CommandShortcut({
+  className,
+  ...props
+}: React.ComponentProps<'span'>) {
+  return (
+    <span
+      data-slot="command-shortcut"
+      className={cn(
+        'text-muted-foreground ml-auto text-xs tracking-widest',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Command,
+  CommandDialog,
+  CommandInput,
+  CommandList,
+  CommandEmpty,
+  CommandGroup,
+  CommandItem,
+  CommandShortcut,
+  CommandSeparator,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/context-menu.tsx b/kits/automation/time-series-preprocessor/components/ui/context-menu.tsx
new file mode 100644
index 00000000..9e536f28
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/context-menu.tsx
@@ -0,0 +1,252 @@
+'use client'
+
+import * as React from 'react'
+import * as ContextMenuPrimitive from '@radix-ui/react-context-menu'
+import { CheckIcon, ChevronRightIcon, CircleIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function ContextMenu({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Root>) {
+  return <ContextMenuPrimitive.Root data-slot="context-menu" {...props} />
+}
+
+function ContextMenuTrigger({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Trigger>) {
+  return (
+    <ContextMenuPrimitive.Trigger data-slot="context-menu-trigger" {...props} />
+  )
+}
+
+function ContextMenuGroup({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Group>) {
+  return (
+    <ContextMenuPrimitive.Group data-slot="context-menu-group" {...props} />
+  )
+}
+
+function ContextMenuPortal({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Portal>) {
+  return (
+    <ContextMenuPrimitive.Portal data-slot="context-menu-portal" {...props} />
+  )
+}
+
+function ContextMenuSub({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Sub>) {
+  return <ContextMenuPrimitive.Sub data-slot="context-menu-sub" {...props} />
+}
+
+function ContextMenuRadioGroup({
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.RadioGroup>) {
+  return (
+    <ContextMenuPrimitive.RadioGroup
+      data-slot="context-menu-radio-group"
+      {...props}
+    />
+  )
+}
+
+function ContextMenuSubTrigger({
+  className,
+  inset,
+  children,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.SubTrigger> & {
+  inset?: boolean
+}) {
+  return (
+    <ContextMenuPrimitive.SubTrigger
+      data-slot="context-menu-sub-trigger"
+      data-inset={inset}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground [&_svg:not([class*='text-'])]:text-muted-foreground flex cursor-default items-center rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronRightIcon className="ml-auto" />
+    </ContextMenuPrimitive.SubTrigger>
+  )
+}
+
+function ContextMenuSubContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.SubContent>) {
+  return (
+    <ContextMenuPrimitive.SubContent
+      data-slot="context-menu-sub-content"
+      className={cn(
+        'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[8rem] origin-(--radix-context-menu-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-lg',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Content>) {
+  return (
+    <ContextMenuPrimitive.Portal>
+      <ContextMenuPrimitive.Content
+        data-slot="context-menu-content"
+        className={cn(
+          'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 max-h-(--radix-context-menu-content-available-height) min-w-[8rem] origin-(--radix-context-menu-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border p-1 shadow-md',
+          className,
+        )}
+        {...props}
+      />
+    </ContextMenuPrimitive.Portal>
+  )
+}
+
+function ContextMenuItem({
+  className,
+  inset,
+  variant = 'default',
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Item> & {
+  inset?: boolean
+  variant?: 'default' | 'destructive'
+}) {
+  return (
+    <ContextMenuPrimitive.Item
+      data-slot="context-menu-item"
+      data-inset={inset}
+      data-variant={variant}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[variant=destructive]:text-destructive data-[variant=destructive]:focus:bg-destructive/10 dark:data-[variant=destructive]:focus:bg-destructive/20 data-[variant=destructive]:focus:text-destructive data-[variant=destructive]:*:[svg]:!text-destructive [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuCheckboxItem({
+  className,
+  children,
+  checked,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.CheckboxItem>) {
+  return (
+    <ContextMenuPrimitive.CheckboxItem
+      data-slot="context-menu-checkbox-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      checked={checked}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <ContextMenuPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </ContextMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </ContextMenuPrimitive.CheckboxItem>
+  )
+}
+
+function ContextMenuRadioItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.RadioItem>) {
+  return (
+    <ContextMenuPrimitive.RadioItem
+      data-slot="context-menu-radio-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <ContextMenuPrimitive.ItemIndicator>
+          <CircleIcon className="size-2 fill-current" />
+        </ContextMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </ContextMenuPrimitive.RadioItem>
+  )
+}
+
+function ContextMenuLabel({
+  className,
+  inset,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Label> & {
+  inset?: boolean
+}) {
+  return (
+    <ContextMenuPrimitive.Label
+      data-slot="context-menu-label"
+      data-inset={inset}
+      className={cn(
+        'text-foreground px-2 py-1.5 text-sm font-medium data-[inset]:pl-8',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof ContextMenuPrimitive.Separator>) {
+  return (
+    <ContextMenuPrimitive.Separator
+      data-slot="context-menu-separator"
+      className={cn('bg-border -mx-1 my-1 h-px', className)}
+      {...props}
+    />
+  )
+}
+
+function ContextMenuShortcut({
+  className,
+  ...props
+}: React.ComponentProps<'span'>) {
+  return (
+    <span
+      data-slot="context-menu-shortcut"
+      className={cn(
+        'text-muted-foreground ml-auto text-xs tracking-widest',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  ContextMenu,
+  ContextMenuTrigger,
+  ContextMenuContent,
+  ContextMenuItem,
+  ContextMenuCheckboxItem,
+  ContextMenuRadioItem,
+  ContextMenuLabel,
+  ContextMenuSeparator,
+  ContextMenuShortcut,
+  ContextMenuGroup,
+  ContextMenuPortal,
+  ContextMenuSub,
+  ContextMenuSubContent,
+  ContextMenuSubTrigger,
+  ContextMenuRadioGroup,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/dialog.tsx b/kits/automation/time-series-preprocessor/components/ui/dialog.tsx
new file mode 100644
index 00000000..243fb198
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/dialog.tsx
@@ -0,0 +1,143 @@
+'use client'
+
+import * as React from 'react'
+import * as DialogPrimitive from '@radix-ui/react-dialog'
+import { XIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Dialog({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Root>) {
+  return <DialogPrimitive.Root data-slot="dialog" {...props} />
+}
+
+function DialogTrigger({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Trigger>) {
+  return <DialogPrimitive.Trigger data-slot="dialog-trigger" {...props} />
+}
+
+function DialogPortal({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Portal>) {
+  return <DialogPrimitive.Portal data-slot="dialog-portal" {...props} />
+}
+
+function DialogClose({
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Close>) {
+  return <DialogPrimitive.Close data-slot="dialog-close" {...props} />
+}
+
+function DialogOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Overlay>) {
+  return (
+    <DialogPrimitive.Overlay
+      data-slot="dialog-overlay"
+      className={cn(
+        'data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function DialogContent({
+  className,
+  children,
+  showCloseButton = true,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Content> & {
+  showCloseButton?: boolean
+}) {
+  return (
+    <DialogPortal data-slot="dialog-portal">
+      <DialogOverlay />
+      <DialogPrimitive.Content
+        data-slot="dialog-content"
+        className={cn(
+          'bg-background data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 fixed top-[50%] left-[50%] z-50 grid w-full max-w-[calc(100%-2rem)] translate-x-[-50%] translate-y-[-50%] gap-4 rounded-lg border p-6 shadow-lg duration-200 sm:max-w-lg',
+          className,
+        )}
+        {...props}
+      >
+        {children}
+        {showCloseButton && (
+          <DialogPrimitive.Close
+            data-slot="dialog-close"
+            className="ring-offset-background focus:ring-ring data-[state=open]:bg-accent data-[state=open]:text-muted-foreground absolute top-4 right-4 rounded-xs opacity-70 transition-opacity hover:opacity-100 focus:ring-2 focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4"
+          >
+            <XIcon />
+            <span className="sr-only">Close</span>
+          </DialogPrimitive.Close>
+        )}
+      </DialogPrimitive.Content>
+    </DialogPortal>
+  )
+}
+
+function DialogHeader({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="dialog-header"
+      className={cn('flex flex-col gap-2 text-center sm:text-left', className)}
+      {...props}
+    />
+  )
+}
+
+function DialogFooter({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="dialog-footer"
+      className={cn(
+        'flex flex-col-reverse gap-2 sm:flex-row sm:justify-end',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function DialogTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Title>) {
+  return (
+    <DialogPrimitive.Title
+      data-slot="dialog-title"
+      className={cn('text-lg leading-none font-semibold', className)}
+      {...props}
+    />
+  )
+}
+
+function DialogDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof DialogPrimitive.Description>) {
+  return (
+    <DialogPrimitive.Description
+      data-slot="dialog-description"
+      className={cn('text-muted-foreground text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Dialog,
+  DialogClose,
+  DialogContent,
+  DialogDescription,
+  DialogFooter,
+  DialogHeader,
+  DialogOverlay,
+  DialogPortal,
+  DialogTitle,
+  DialogTrigger,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/drawer.tsx b/kits/automation/time-series-preprocessor/components/ui/drawer.tsx
new file mode 100644
index 00000000..307bdcee
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/drawer.tsx
@@ -0,0 +1,135 @@
+'use client'
+
+import * as React from 'react'
+import { Drawer as DrawerPrimitive } from 'vaul'
+
+import { cn } from '@/lib/utils'
+
+function Drawer({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Root>) {
+  return <DrawerPrimitive.Root data-slot="drawer" {...props} />
+}
+
+function DrawerTrigger({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Trigger>) {
+  return <DrawerPrimitive.Trigger data-slot="drawer-trigger" {...props} />
+}
+
+function DrawerPortal({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Portal>) {
+  return <DrawerPrimitive.Portal data-slot="drawer-portal" {...props} />
+}
+
+function DrawerClose({
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Close>) {
+  return <DrawerPrimitive.Close data-slot="drawer-close" {...props} />
+}
+
+function DrawerOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Overlay>) {
+  return (
+    <DrawerPrimitive.Overlay
+      data-slot="drawer-overlay"
+      className={cn(
+        'data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function DrawerContent({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Content>) {
+  return (
+    <DrawerPortal data-slot="drawer-portal">
+      <DrawerOverlay />
+      <DrawerPrimitive.Content
+        data-slot="drawer-content"
+        className={cn(
+          'group/drawer-content bg-background fixed z-50 flex h-auto flex-col',
+          'data-[vaul-drawer-direction=top]:inset-x-0 data-[vaul-drawer-direction=top]:top-0 data-[vaul-drawer-direction=top]:mb-24 data-[vaul-drawer-direction=top]:max-h-[80vh] data-[vaul-drawer-direction=top]:rounded-b-lg data-[vaul-drawer-direction=top]:border-b',
+          'data-[vaul-drawer-direction=bottom]:inset-x-0 data-[vaul-drawer-direction=bottom]:bottom-0 data-[vaul-drawer-direction=bottom]:mt-24 data-[vaul-drawer-direction=bottom]:max-h-[80vh] data-[vaul-drawer-direction=bottom]:rounded-t-lg data-[vaul-drawer-direction=bottom]:border-t',
+          'data-[vaul-drawer-direction=right]:inset-y-0 data-[vaul-drawer-direction=right]:right-0 data-[vaul-drawer-direction=right]:w-3/4 data-[vaul-drawer-direction=right]:border-l data-[vaul-drawer-direction=right]:sm:max-w-sm',
+          'data-[vaul-drawer-direction=left]:inset-y-0 data-[vaul-drawer-direction=left]:left-0 data-[vaul-drawer-direction=left]:w-3/4 data-[vaul-drawer-direction=left]:border-r data-[vaul-drawer-direction=left]:sm:max-w-sm',
+          className,
+        )}
+        {...props}
+      >
+        <div className="bg-muted mx-auto mt-4 hidden h-2 w-[100px] shrink-0 rounded-full group-data-[vaul-drawer-direction=bottom]/drawer-content:block" />
+        {children}
+      </DrawerPrimitive.Content>
+    </DrawerPortal>
+  )
+}
+
+function DrawerHeader({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="drawer-header"
+      className={cn(
+        'flex flex-col gap-0.5 p-4 group-data-[vaul-drawer-direction=bottom]/drawer-content:text-center group-data-[vaul-drawer-direction=top]/drawer-content:text-center md:gap-1.5 md:text-left',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function DrawerFooter({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="drawer-footer"
+      className={cn('mt-auto flex flex-col gap-2 p-4', className)}
+      {...props}
+    />
+  )
+}
+
+function DrawerTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Title>) {
+  return (
+    <DrawerPrimitive.Title
+      data-slot="drawer-title"
+      className={cn('text-foreground font-semibold', className)}
+      {...props}
+    />
+  )
+}
+
+function DrawerDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof DrawerPrimitive.Description>) {
+  return (
+    <DrawerPrimitive.Description
+      data-slot="drawer-description"
+      className={cn('text-muted-foreground text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Drawer,
+  DrawerPortal,
+  DrawerOverlay,
+  DrawerTrigger,
+  DrawerClose,
+  DrawerContent,
+  DrawerHeader,
+  DrawerFooter,
+  DrawerTitle,
+  DrawerDescription,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/dropdown-menu.tsx b/kits/automation/time-series-preprocessor/components/ui/dropdown-menu.tsx
new file mode 100644
index 00000000..a2096fa3
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/dropdown-menu.tsx
@@ -0,0 +1,257 @@
+'use client'
+
+import * as React from 'react'
+import * as DropdownMenuPrimitive from '@radix-ui/react-dropdown-menu'
+import { CheckIcon, ChevronRightIcon, CircleIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function DropdownMenu({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Root>) {
+  return <DropdownMenuPrimitive.Root data-slot="dropdown-menu" {...props} />
+}
+
+function DropdownMenuPortal({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Portal>) {
+  return (
+    <DropdownMenuPrimitive.Portal data-slot="dropdown-menu-portal" {...props} />
+  )
+}
+
+function DropdownMenuTrigger({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Trigger>) {
+  return (
+    <DropdownMenuPrimitive.Trigger
+      data-slot="dropdown-menu-trigger"
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuContent({
+  className,
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Content>) {
+  return (
+    <DropdownMenuPrimitive.Portal>
+      <DropdownMenuPrimitive.Content
+        data-slot="dropdown-menu-content"
+        sideOffset={sideOffset}
+        className={cn(
+          'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 max-h-(--radix-dropdown-menu-content-available-height) min-w-[8rem] origin-(--radix-dropdown-menu-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border p-1 shadow-md',
+          className,
+        )}
+        {...props}
+      />
+    </DropdownMenuPrimitive.Portal>
+  )
+}
+
+function DropdownMenuGroup({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Group>) {
+  return (
+    <DropdownMenuPrimitive.Group data-slot="dropdown-menu-group" {...props} />
+  )
+}
+
+function DropdownMenuItem({
+  className,
+  inset,
+  variant = 'default',
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Item> & {
+  inset?: boolean
+  variant?: 'default' | 'destructive'
+}) {
+  return (
+    <DropdownMenuPrimitive.Item
+      data-slot="dropdown-menu-item"
+      data-inset={inset}
+      data-variant={variant}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[variant=destructive]:text-destructive data-[variant=destructive]:focus:bg-destructive/10 dark:data-[variant=destructive]:focus:bg-destructive/20 data-[variant=destructive]:focus:text-destructive data-[variant=destructive]:*:[svg]:!text-destructive [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuCheckboxItem({
+  className,
+  children,
+  checked,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.CheckboxItem>) {
+  return (
+    <DropdownMenuPrimitive.CheckboxItem
+      data-slot="dropdown-menu-checkbox-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      checked={checked}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <DropdownMenuPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </DropdownMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </DropdownMenuPrimitive.CheckboxItem>
+  )
+}
+
+function DropdownMenuRadioGroup({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.RadioGroup>) {
+  return (
+    <DropdownMenuPrimitive.RadioGroup
+      data-slot="dropdown-menu-radio-group"
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuRadioItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.RadioItem>) {
+  return (
+    <DropdownMenuPrimitive.RadioItem
+      data-slot="dropdown-menu-radio-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-sm py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <DropdownMenuPrimitive.ItemIndicator>
+          <CircleIcon className="size-2 fill-current" />
+        </DropdownMenuPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </DropdownMenuPrimitive.RadioItem>
+  )
+}
+
+function DropdownMenuLabel({
+  className,
+  inset,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Label> & {
+  inset?: boolean
+}) {
+  return (
+    <DropdownMenuPrimitive.Label
+      data-slot="dropdown-menu-label"
+      data-inset={inset}
+      className={cn(
+        'px-2 py-1.5 text-sm font-medium data-[inset]:pl-8',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Separator>) {
+  return (
+    <DropdownMenuPrimitive.Separator
+      data-slot="dropdown-menu-separator"
+      className={cn('bg-border -mx-1 my-1 h-px', className)}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuShortcut({
+  className,
+  ...props
+}: React.ComponentProps<'span'>) {
+  return (
+    <span
+      data-slot="dropdown-menu-shortcut"
+      className={cn(
+        'text-muted-foreground ml-auto text-xs tracking-widest',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function DropdownMenuSub({
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.Sub>) {
+  return <DropdownMenuPrimitive.Sub data-slot="dropdown-menu-sub" {...props} />
+}
+
+function DropdownMenuSubTrigger({
+  className,
+  inset,
+  children,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.SubTrigger> & {
+  inset?: boolean
+}) {
+  return (
+    <DropdownMenuPrimitive.SubTrigger
+      data-slot="dropdown-menu-sub-trigger"
+      data-inset={inset}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground [&_svg:not([class*='text-'])]:text-muted-foreground flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronRightIcon className="ml-auto size-4" />
+    </DropdownMenuPrimitive.SubTrigger>
+  )
+}
+
+function DropdownMenuSubContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof DropdownMenuPrimitive.SubContent>) {
+  return (
+    <DropdownMenuPrimitive.SubContent
+      data-slot="dropdown-menu-sub-content"
+      className={cn(
+        'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[8rem] origin-(--radix-dropdown-menu-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-lg',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  DropdownMenu,
+  DropdownMenuPortal,
+  DropdownMenuTrigger,
+  DropdownMenuContent,
+  DropdownMenuGroup,
+  DropdownMenuLabel,
+  DropdownMenuItem,
+  DropdownMenuCheckboxItem,
+  DropdownMenuRadioGroup,
+  DropdownMenuRadioItem,
+  DropdownMenuSeparator,
+  DropdownMenuShortcut,
+  DropdownMenuSub,
+  DropdownMenuSubTrigger,
+  DropdownMenuSubContent,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/empty.tsx b/kits/automation/time-series-preprocessor/components/ui/empty.tsx
new file mode 100644
index 00000000..2c57e948
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/empty.tsx
@@ -0,0 +1,104 @@
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+
+function Empty({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="empty"
+      className={cn(
+        'flex min-w-0 flex-1 flex-col items-center justify-center gap-6 rounded-lg border-dashed p-6 text-center text-balance md:p-12',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function EmptyHeader({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="empty-header"
+      className={cn(
+        'flex max-w-sm flex-col items-center gap-2 text-center',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+const emptyMediaVariants = cva(
+  'flex shrink-0 items-center justify-center mb-2 [&_svg]:pointer-events-none [&_svg]:shrink-0',
+  {
+    variants: {
+      variant: {
+        default: 'bg-transparent',
+        icon: "bg-muted text-foreground flex size-10 shrink-0 items-center justify-center rounded-lg [&_svg:not([class*='size-'])]:size-6",
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+    },
+  },
+)
+
+function EmptyMedia({
+  className,
+  variant = 'default',
+  ...props
+}: React.ComponentProps<'div'> & VariantProps<typeof emptyMediaVariants>) {
+  return (
+    <div
+      data-slot="empty-icon"
+      data-variant={variant}
+      className={cn(emptyMediaVariants({ variant, className }))}
+      {...props}
+    />
+  )
+}
+
+function EmptyTitle({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="empty-title"
+      className={cn('text-lg font-medium tracking-tight', className)}
+      {...props}
+    />
+  )
+}
+
+function EmptyDescription({ className, ...props }: React.ComponentProps<'p'>) {
+  return (
+    <div
+      data-slot="empty-description"
+      className={cn(
+        'text-muted-foreground [&>a:hover]:text-primary text-sm/relaxed [&>a]:underline [&>a]:underline-offset-4',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function EmptyContent({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="empty-content"
+      className={cn(
+        'flex w-full max-w-sm min-w-0 flex-col items-center gap-4 text-sm text-balance',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Empty,
+  EmptyHeader,
+  EmptyTitle,
+  EmptyDescription,
+  EmptyContent,
+  EmptyMedia,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/field.tsx b/kits/automation/time-series-preprocessor/components/ui/field.tsx
new file mode 100644
index 00000000..f4c2f217
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/field.tsx
@@ -0,0 +1,244 @@
+'use client'
+
+import { useMemo } from 'react'
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+import { Label } from '@/components/ui/label'
+import { Separator } from '@/components/ui/separator'
+
+function FieldSet({ className, ...props }: React.ComponentProps<'fieldset'>) {
+  return (
+    <fieldset
+      data-slot="field-set"
+      className={cn(
+        'flex flex-col gap-6',
+        'has-[>[data-slot=checkbox-group]]:gap-3 has-[>[data-slot=radio-group]]:gap-3',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function FieldLegend({
+  className,
+  variant = 'legend',
+  ...props
+}: React.ComponentProps<'legend'> & { variant?: 'legend' | 'label' }) {
+  return (
+    <legend
+      data-slot="field-legend"
+      data-variant={variant}
+      className={cn(
+        'mb-3 font-medium',
+        'data-[variant=legend]:text-base',
+        'data-[variant=label]:text-sm',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function FieldGroup({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="field-group"
+      className={cn(
+        'group/field-group @container/field-group flex w-full flex-col gap-7 data-[slot=checkbox-group]:gap-3 [&>[data-slot=field-group]]:gap-4',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+const fieldVariants = cva(
+  'group/field flex w-full gap-3 data-[invalid=true]:text-destructive',
+  {
+    variants: {
+      orientation: {
+        vertical: ['flex-col [&>*]:w-full [&>.sr-only]:w-auto'],
+        horizontal: [
+          'flex-row items-center',
+          '[&>[data-slot=field-label]]:flex-auto',
+          'has-[>[data-slot=field-content]]:items-start has-[>[data-slot=field-content]]:[&>[role=checkbox],[role=radio]]:mt-px',
+        ],
+        responsive: [
+          'flex-col [&>*]:w-full [&>.sr-only]:w-auto @md/field-group:flex-row @md/field-group:items-center @md/field-group:[&>*]:w-auto',
+          '@md/field-group:[&>[data-slot=field-label]]:flex-auto',
+          '@md/field-group:has-[>[data-slot=field-content]]:items-start @md/field-group:has-[>[data-slot=field-content]]:[&>[role=checkbox],[role=radio]]:mt-px',
+        ],
+      },
+    },
+    defaultVariants: {
+      orientation: 'vertical',
+    },
+  },
+)
+
+function Field({
+  className,
+  orientation = 'vertical',
+  ...props
+}: React.ComponentProps<'div'> & VariantProps<typeof fieldVariants>) {
+  return (
+    <div
+      role="group"
+      data-slot="field"
+      data-orientation={orientation}
+      className={cn(fieldVariants({ orientation }), className)}
+      {...props}
+    />
+  )
+}
+
+function FieldContent({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="field-content"
+      className={cn(
+        'group/field-content flex flex-1 flex-col gap-1.5 leading-snug',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function FieldLabel({
+  className,
+  ...props
+}: React.ComponentProps<typeof Label>) {
+  return (
+    <Label
+      data-slot="field-label"
+      className={cn(
+        'group/field-label peer/field-label flex w-fit gap-2 leading-snug group-data-[disabled=true]/field:opacity-50',
+        'has-[>[data-slot=field]]:w-full has-[>[data-slot=field]]:flex-col has-[>[data-slot=field]]:rounded-md has-[>[data-slot=field]]:border [&>*]:data-[slot=field]:p-4',
+        'has-data-[state=checked]:bg-primary/5 has-data-[state=checked]:border-primary dark:has-data-[state=checked]:bg-primary/10',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function FieldTitle({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="field-label"
+      className={cn(
+        'flex w-fit items-center gap-2 text-sm leading-snug font-medium group-data-[disabled=true]/field:opacity-50',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function FieldDescription({ className, ...props }: React.ComponentProps<'p'>) {
+  return (
+    <p
+      data-slot="field-description"
+      className={cn(
+        'text-muted-foreground text-sm leading-normal font-normal group-has-[[data-orientation=horizontal]]/field:text-balance',
+        'last:mt-0 nth-last-2:-mt-1 [[data-variant=legend]+&]:-mt-1.5',
+        '[&>a:hover]:text-primary [&>a]:underline [&>a]:underline-offset-4',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function FieldSeparator({
+  children,
+  className,
+  ...props
+}: React.ComponentProps<'div'> & {
+  children?: React.ReactNode
+}) {
+  return (
+    <div
+      data-slot="field-separator"
+      data-content={!!children}
+      className={cn(
+        'relative -my-2 h-5 text-sm group-data-[variant=outline]/field-group:-mb-2',
+        className,
+      )}
+      {...props}
+    >
+      <Separator className="absolute inset-0 top-1/2" />
+      {children && (
+        <span
+          className="bg-background text-muted-foreground relative mx-auto block w-fit px-2"
+          data-slot="field-separator-content"
+        >
+          {children}
+        </span>
+      )}
+    </div>
+  )
+}
+
+function FieldError({
+  className,
+  children,
+  errors,
+  ...props
+}: React.ComponentProps<'div'> & {
+  errors?: Array<{ message?: string } | undefined>
+}) {
+  const content = useMemo(() => {
+    if (children) {
+      return children
+    }
+
+    if (!errors) {
+      return null
+    }
+
+    if (errors.length === 1 && errors[0]?.message) {
+      return errors[0].message
+    }
+
+    return (
+      <ul className="ml-4 flex list-disc flex-col gap-1">
+        {errors.map(
+          (error, index) =>
+            error?.message && <li key={index}>{error.message}</li>,
+        )}
+      </ul>
+    )
+  }, [children, errors])
+
+  if (!content) {
+    return null
+  }
+
+  return (
+    <div
+      role="alert"
+      data-slot="field-error"
+      className={cn('text-destructive text-sm font-normal', className)}
+      {...props}
+    >
+      {content}
+    </div>
+  )
+}
+
+export {
+  Field,
+  FieldLabel,
+  FieldDescription,
+  FieldError,
+  FieldGroup,
+  FieldLegend,
+  FieldSeparator,
+  FieldSet,
+  FieldContent,
+  FieldTitle,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/form.tsx b/kits/automation/time-series-preprocessor/components/ui/form.tsx
new file mode 100644
index 00000000..6233f945
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/form.tsx
@@ -0,0 +1,167 @@
+'use client'
+
+import * as React from 'react'
+import * as LabelPrimitive from '@radix-ui/react-label'
+import { Slot } from '@radix-ui/react-slot'
+import {
+  Controller,
+  FormProvider,
+  useFormContext,
+  useFormState,
+  type ControllerProps,
+  type FieldPath,
+  type FieldValues,
+} from 'react-hook-form'
+
+import { cn } from '@/lib/utils'
+import { Label } from '@/components/ui/label'
+
+const Form = FormProvider
+
+type FormFieldContextValue<
+  TFieldValues extends FieldValues = FieldValues,
+  TName extends FieldPath<TFieldValues> = FieldPath<TFieldValues>,
+> = {
+  name: TName
+}
+
+const FormFieldContext = React.createContext<FormFieldContextValue>(
+  {} as FormFieldContextValue,
+)
+
+const FormField = <
+  TFieldValues extends FieldValues = FieldValues,
+  TName extends FieldPath<TFieldValues> = FieldPath<TFieldValues>,
+>({
+  ...props
+}: ControllerProps<TFieldValues, TName>) => {
+  return (
+    <FormFieldContext.Provider value={{ name: props.name }}>
+      <Controller {...props} />
+    </FormFieldContext.Provider>
+  )
+}
+
+const useFormField = () => {
+  const fieldContext = React.useContext(FormFieldContext)
+  const itemContext = React.useContext(FormItemContext)
+  const { getFieldState } = useFormContext()
+  const formState = useFormState({ name: fieldContext.name })
+  const fieldState = getFieldState(fieldContext.name, formState)
+
+  if (!fieldContext) {
+    throw new Error('useFormField should be used within <FormField>')
+  }
+
+  const { id } = itemContext
+
+  return {
+    id,
+    name: fieldContext.name,
+    formItemId: `${id}-form-item`,
+    formDescriptionId: `${id}-form-item-description`,
+    formMessageId: `${id}-form-item-message`,
+    ...fieldState,
+  }
+}
+
+type FormItemContextValue = {
+  id: string
+}
+
+const FormItemContext = React.createContext<FormItemContextValue>(
+  {} as FormItemContextValue,
+)
+
+function FormItem({ className, ...props }: React.ComponentProps<'div'>) {
+  const id = React.useId()
+
+  return (
+    <FormItemContext.Provider value={{ id }}>
+      <div
+        data-slot="form-item"
+        className={cn('grid gap-2', className)}
+        {...props}
+      />
+    </FormItemContext.Provider>
+  )
+}
+
+function FormLabel({
+  className,
+  ...props
+}: React.ComponentProps<typeof LabelPrimitive.Root>) {
+  const { error, formItemId } = useFormField()
+
+  return (
+    <Label
+      data-slot="form-label"
+      data-error={!!error}
+      className={cn('data-[error=true]:text-destructive', className)}
+      htmlFor={formItemId}
+      {...props}
+    />
+  )
+}
+
+function FormControl({ ...props }: React.ComponentProps<typeof Slot>) {
+  const { error, formItemId, formDescriptionId, formMessageId } = useFormField()
+
+  return (
+    <Slot
+      data-slot="form-control"
+      id={formItemId}
+      aria-describedby={
+        !error
+          ? `${formDescriptionId}`
+          : `${formDescriptionId} ${formMessageId}`
+      }
+      aria-invalid={!!error}
+      {...props}
+    />
+  )
+}
+
+function FormDescription({ className, ...props }: React.ComponentProps<'p'>) {
+  const { formDescriptionId } = useFormField()
+
+  return (
+    <p
+      data-slot="form-description"
+      id={formDescriptionId}
+      className={cn('text-muted-foreground text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+function FormMessage({ className, ...props }: React.ComponentProps<'p'>) {
+  const { error, formMessageId } = useFormField()
+  const body = error ? String(error?.message ?? '') : props.children
+
+  if (!body) {
+    return null
+  }
+
+  return (
+    <p
+      data-slot="form-message"
+      id={formMessageId}
+      className={cn('text-destructive text-sm', className)}
+      {...props}
+    >
+      {body}
+    </p>
+  )
+}
+
+export {
+  useFormField,
+  Form,
+  FormItem,
+  FormLabel,
+  FormControl,
+  FormDescription,
+  FormMessage,
+  FormField,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/hover-card.tsx b/kits/automation/time-series-preprocessor/components/ui/hover-card.tsx
new file mode 100644
index 00000000..55d6f761
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/hover-card.tsx
@@ -0,0 +1,44 @@
+'use client'
+
+import * as React from 'react'
+import * as HoverCardPrimitive from '@radix-ui/react-hover-card'
+
+import { cn } from '@/lib/utils'
+
+function HoverCard({
+  ...props
+}: React.ComponentProps<typeof HoverCardPrimitive.Root>) {
+  return <HoverCardPrimitive.Root data-slot="hover-card" {...props} />
+}
+
+function HoverCardTrigger({
+  ...props
+}: React.ComponentProps<typeof HoverCardPrimitive.Trigger>) {
+  return (
+    <HoverCardPrimitive.Trigger data-slot="hover-card-trigger" {...props} />
+  )
+}
+
+function HoverCardContent({
+  className,
+  align = 'center',
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof HoverCardPrimitive.Content>) {
+  return (
+    <HoverCardPrimitive.Portal data-slot="hover-card-portal">
+      <HoverCardPrimitive.Content
+        data-slot="hover-card-content"
+        align={align}
+        sideOffset={sideOffset}
+        className={cn(
+          'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-64 origin-(--radix-hover-card-content-transform-origin) rounded-md border p-4 shadow-md outline-hidden',
+          className,
+        )}
+        {...props}
+      />
+    </HoverCardPrimitive.Portal>
+  )
+}
+
+export { HoverCard, HoverCardTrigger, HoverCardContent }
diff --git a/kits/automation/time-series-preprocessor/components/ui/input-group.tsx b/kits/automation/time-series-preprocessor/components/ui/input-group.tsx
new file mode 100644
index 00000000..183d2978
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/input-group.tsx
@@ -0,0 +1,169 @@
+'use client'
+
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+import { Button } from '@/components/ui/button'
+import { Input } from '@/components/ui/input'
+import { Textarea } from '@/components/ui/textarea'
+
+function InputGroup({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="input-group"
+      role="group"
+      className={cn(
+        'group/input-group border-input dark:bg-input/30 relative flex w-full items-center rounded-md border shadow-xs transition-[color,box-shadow] outline-none',
+        'h-9 has-[>textarea]:h-auto',
+
+        // Variants based on alignment.
+        'has-[>[data-align=inline-start]]:[&>input]:pl-2',
+        'has-[>[data-align=inline-end]]:[&>input]:pr-2',
+        'has-[>[data-align=block-start]]:h-auto has-[>[data-align=block-start]]:flex-col has-[>[data-align=block-start]]:[&>input]:pb-3',
+        'has-[>[data-align=block-end]]:h-auto has-[>[data-align=block-end]]:flex-col has-[>[data-align=block-end]]:[&>input]:pt-3',
+
+        // Focus state.
+        'has-[[data-slot=input-group-control]:focus-visible]:border-ring has-[[data-slot=input-group-control]:focus-visible]:ring-ring/50 has-[[data-slot=input-group-control]:focus-visible]:ring-[3px]',
+
+        // Error state.
+        'has-[[data-slot][aria-invalid=true]]:ring-destructive/20 has-[[data-slot][aria-invalid=true]]:border-destructive dark:has-[[data-slot][aria-invalid=true]]:ring-destructive/40',
+
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+const inputGroupAddonVariants = cva(
+  "text-muted-foreground flex h-auto cursor-text items-center justify-center gap-2 py-1.5 text-sm font-medium select-none [&>svg:not([class*='size-'])]:size-4 [&>kbd]:rounded-[calc(var(--radius)-5px)] group-data-[disabled=true]/input-group:opacity-50",
+  {
+    variants: {
+      align: {
+        'inline-start':
+          'order-first pl-3 has-[>button]:ml-[-0.45rem] has-[>kbd]:ml-[-0.35rem]',
+        'inline-end':
+          'order-last pr-3 has-[>button]:mr-[-0.4rem] has-[>kbd]:mr-[-0.35rem]',
+        'block-start':
+          'order-first w-full justify-start px-3 pt-3 [.border-b]:pb-3 group-has-[>input]/input-group:pt-2.5',
+        'block-end':
+          'order-last w-full justify-start px-3 pb-3 [.border-t]:pt-3 group-has-[>input]/input-group:pb-2.5',
+      },
+    },
+    defaultVariants: {
+      align: 'inline-start',
+    },
+  },
+)
+
+function InputGroupAddon({
+  className,
+  align = 'inline-start',
+  ...props
+}: React.ComponentProps<'div'> & VariantProps<typeof inputGroupAddonVariants>) {
+  return (
+    <div
+      role="group"
+      data-slot="input-group-addon"
+      data-align={align}
+      className={cn(inputGroupAddonVariants({ align }), className)}
+      onClick={(e) => {
+        if ((e.target as HTMLElement).closest('button')) {
+          return
+        }
+        e.currentTarget.parentElement?.querySelector('input')?.focus()
+      }}
+      {...props}
+    />
+  )
+}
+
+const inputGroupButtonVariants = cva(
+  'text-sm shadow-none flex gap-2 items-center',
+  {
+    variants: {
+      size: {
+        xs: "h-6 gap-1 px-2 rounded-[calc(var(--radius)-5px)] [&>svg:not([class*='size-'])]:size-3.5 has-[>svg]:px-2",
+        sm: 'h-8 px-2.5 gap-1.5 rounded-md has-[>svg]:px-2.5',
+        'icon-xs':
+          'size-6 rounded-[calc(var(--radius)-5px)] p-0 has-[>svg]:p-0',
+        'icon-sm': 'size-8 p-0 has-[>svg]:p-0',
+      },
+    },
+    defaultVariants: {
+      size: 'xs',
+    },
+  },
+)
+
+function InputGroupButton({
+  className,
+  type = 'button',
+  variant = 'ghost',
+  size = 'xs',
+  ...props
+}: Omit<React.ComponentProps<typeof Button>, 'size'> &
+  VariantProps<typeof inputGroupButtonVariants>) {
+  return (
+    <Button
+      type={type}
+      data-size={size}
+      variant={variant}
+      className={cn(inputGroupButtonVariants({ size }), className)}
+      {...props}
+    />
+  )
+}
+
+function InputGroupText({ className, ...props }: React.ComponentProps<'span'>) {
+  return (
+    <span
+      className={cn(
+        "text-muted-foreground flex items-center gap-2 text-sm [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function InputGroupInput({
+  className,
+  ...props
+}: React.ComponentProps<'input'>) {
+  return (
+    <Input
+      data-slot="input-group-control"
+      className={cn(
+        'flex-1 rounded-none border-0 bg-transparent shadow-none focus-visible:ring-0 dark:bg-transparent',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function InputGroupTextarea({
+  className,
+  ...props
+}: React.ComponentProps<'textarea'>) {
+  return (
+    <Textarea
+      data-slot="input-group-control"
+      className={cn(
+        'flex-1 resize-none rounded-none border-0 bg-transparent py-3 shadow-none focus-visible:ring-0 dark:bg-transparent',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  InputGroup,
+  InputGroupAddon,
+  InputGroupButton,
+  InputGroupText,
+  InputGroupInput,
+  InputGroupTextarea,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/input-otp.tsx b/kits/automation/time-series-preprocessor/components/ui/input-otp.tsx
new file mode 100644
index 00000000..3f6c4773
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/input-otp.tsx
@@ -0,0 +1,77 @@
+'use client'
+
+import * as React from 'react'
+import { OTPInput, OTPInputContext } from 'input-otp'
+import { MinusIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function InputOTP({
+  className,
+  containerClassName,
+  ...props
+}: React.ComponentProps<typeof OTPInput> & {
+  containerClassName?: string
+}) {
+  return (
+    <OTPInput
+      data-slot="input-otp"
+      containerClassName={cn(
+        'flex items-center gap-2 has-disabled:opacity-50',
+        containerClassName,
+      )}
+      className={cn('disabled:cursor-not-allowed', className)}
+      {...props}
+    />
+  )
+}
+
+function InputOTPGroup({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="input-otp-group"
+      className={cn('flex items-center', className)}
+      {...props}
+    />
+  )
+}
+
+function InputOTPSlot({
+  index,
+  className,
+  ...props
+}: React.ComponentProps<'div'> & {
+  index: number
+}) {
+  const inputOTPContext = React.useContext(OTPInputContext)
+  const { char, hasFakeCaret, isActive } = inputOTPContext?.slots[index] ?? {}
+
+  return (
+    <div
+      data-slot="input-otp-slot"
+      data-active={isActive}
+      className={cn(
+        'data-[active=true]:border-ring data-[active=true]:ring-ring/50 data-[active=true]:aria-invalid:ring-destructive/20 dark:data-[active=true]:aria-invalid:ring-destructive/40 aria-invalid:border-destructive data-[active=true]:aria-invalid:border-destructive dark:bg-input/30 border-input relative flex h-9 w-9 items-center justify-center border-y border-r text-sm shadow-xs transition-all outline-none first:rounded-l-md first:border-l last:rounded-r-md data-[active=true]:z-10 data-[active=true]:ring-[3px]',
+        className,
+      )}
+      {...props}
+    >
+      {char}
+      {hasFakeCaret && (
+        <div className="pointer-events-none absolute inset-0 flex items-center justify-center">
+          <div className="animate-caret-blink bg-foreground h-4 w-px duration-1000" />
+        </div>
+      )}
+    </div>
+  )
+}
+
+function InputOTPSeparator({ ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div data-slot="input-otp-separator" role="separator" {...props}>
+      <MinusIcon />
+    </div>
+  )
+}
+
+export { InputOTP, InputOTPGroup, InputOTPSlot, InputOTPSeparator }
diff --git a/kits/automation/time-series-preprocessor/components/ui/input.tsx b/kits/automation/time-series-preprocessor/components/ui/input.tsx
new file mode 100644
index 00000000..f199a060
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/input.tsx
@@ -0,0 +1,21 @@
+import * as React from 'react'
+
+import { cn } from '@/lib/utils'
+
+function Input({ className, type, ...props }: React.ComponentProps<'input'>) {
+  return (
+    <input
+      type={type}
+      data-slot="input"
+      className={cn(
+        'file:text-foreground placeholder:text-muted-foreground selection:bg-primary selection:text-primary-foreground dark:bg-input/30 border-input h-9 w-full min-w-0 rounded-md border bg-transparent px-3 py-1 text-base shadow-xs transition-[color,box-shadow] outline-none file:inline-flex file:h-7 file:border-0 file:bg-transparent file:text-sm file:font-medium disabled:pointer-events-none disabled:cursor-not-allowed disabled:opacity-50 md:text-sm',
+        'focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px]',
+        'aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Input }
diff --git a/kits/automation/time-series-preprocessor/components/ui/item.tsx b/kits/automation/time-series-preprocessor/components/ui/item.tsx
new file mode 100644
index 00000000..efdf58c6
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/item.tsx
@@ -0,0 +1,193 @@
+import * as React from 'react'
+import { Slot } from '@radix-ui/react-slot'
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+import { Separator } from '@/components/ui/separator'
+
+function ItemGroup({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      role="list"
+      data-slot="item-group"
+      className={cn('group/item-group flex flex-col', className)}
+      {...props}
+    />
+  )
+}
+
+function ItemSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof Separator>) {
+  return (
+    <Separator
+      data-slot="item-separator"
+      orientation="horizontal"
+      className={cn('my-0', className)}
+      {...props}
+    />
+  )
+}
+
+const itemVariants = cva(
+  'group/item flex items-center border border-transparent text-sm rounded-md transition-colors [a&]:hover:bg-accent/50 [a&]:transition-colors duration-100 flex-wrap outline-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px]',
+  {
+    variants: {
+      variant: {
+        default: 'bg-transparent',
+        outline: 'border-border',
+        muted: 'bg-muted/50',
+      },
+      size: {
+        default: 'p-4 gap-4 ',
+        sm: 'py-3 px-4 gap-2.5',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+      size: 'default',
+    },
+  },
+)
+
+function Item({
+  className,
+  variant = 'default',
+  size = 'default',
+  asChild = false,
+  ...props
+}: React.ComponentProps<'div'> &
+  VariantProps<typeof itemVariants> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : 'div'
+  return (
+    <Comp
+      data-slot="item"
+      data-variant={variant}
+      data-size={size}
+      className={cn(itemVariants({ variant, size, className }))}
+      {...props}
+    />
+  )
+}
+
+const itemMediaVariants = cva(
+  'flex shrink-0 items-center justify-center gap-2 group-has-[[data-slot=item-description]]/item:self-start [&_svg]:pointer-events-none group-has-[[data-slot=item-description]]/item:translate-y-0.5',
+  {
+    variants: {
+      variant: {
+        default: 'bg-transparent',
+        icon: "size-8 border rounded-sm bg-muted [&_svg:not([class*='size-'])]:size-4",
+        image:
+          'size-10 rounded-sm overflow-hidden [&_img]:size-full [&_img]:object-cover',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+    },
+  },
+)
+
+function ItemMedia({
+  className,
+  variant = 'default',
+  ...props
+}: React.ComponentProps<'div'> & VariantProps<typeof itemMediaVariants>) {
+  return (
+    <div
+      data-slot="item-media"
+      data-variant={variant}
+      className={cn(itemMediaVariants({ variant, className }))}
+      {...props}
+    />
+  )
+}
+
+function ItemContent({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="item-content"
+      className={cn(
+        'flex flex-1 flex-col gap-1 [&+[data-slot=item-content]]:flex-none',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ItemTitle({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="item-title"
+      className={cn(
+        'flex w-fit items-center gap-2 text-sm leading-snug font-medium',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ItemDescription({ className, ...props }: React.ComponentProps<'p'>) {
+  return (
+    <p
+      data-slot="item-description"
+      className={cn(
+        'text-muted-foreground line-clamp-2 text-sm leading-normal font-normal text-balance',
+        '[&>a:hover]:text-primary [&>a]:underline [&>a]:underline-offset-4',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ItemActions({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="item-actions"
+      className={cn('flex items-center gap-2', className)}
+      {...props}
+    />
+  )
+}
+
+function ItemHeader({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="item-header"
+      className={cn(
+        'flex basis-full items-center justify-between gap-2',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ItemFooter({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="item-footer"
+      className={cn(
+        'flex basis-full items-center justify-between gap-2',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Item,
+  ItemMedia,
+  ItemContent,
+  ItemActions,
+  ItemGroup,
+  ItemSeparator,
+  ItemTitle,
+  ItemDescription,
+  ItemHeader,
+  ItemFooter,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/kbd.tsx b/kits/automation/time-series-preprocessor/components/ui/kbd.tsx
new file mode 100644
index 00000000..9897f35e
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/kbd.tsx
@@ -0,0 +1,28 @@
+import { cn } from '@/lib/utils'
+
+function Kbd({ className, ...props }: React.ComponentProps<'kbd'>) {
+  return (
+    <kbd
+      data-slot="kbd"
+      className={cn(
+        'bg-muted w-fit text-muted-foreground pointer-events-none inline-flex h-5 min-w-5 items-center justify-center gap-1 rounded-sm px-1 font-sans text-xs font-medium select-none',
+        "[&_svg:not([class*='size-'])]:size-3",
+        '[[data-slot=tooltip-content]_&]:bg-background/20 [[data-slot=tooltip-content]_&]:text-background dark:[[data-slot=tooltip-content]_&]:bg-background/10',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function KbdGroup({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <kbd
+      data-slot="kbd-group"
+      className={cn('inline-flex items-center gap-1', className)}
+      {...props}
+    />
+  )
+}
+
+export { Kbd, KbdGroup }
diff --git a/kits/automation/time-series-preprocessor/components/ui/label.tsx b/kits/automation/time-series-preprocessor/components/ui/label.tsx
new file mode 100644
index 00000000..5d66da2c
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/label.tsx
@@ -0,0 +1,24 @@
+'use client'
+
+import * as React from 'react'
+import * as LabelPrimitive from '@radix-ui/react-label'
+
+import { cn } from '@/lib/utils'
+
+function Label({
+  className,
+  ...props
+}: React.ComponentProps<typeof LabelPrimitive.Root>) {
+  return (
+    <LabelPrimitive.Root
+      data-slot="label"
+      className={cn(
+        'flex items-center gap-2 text-sm leading-none font-medium select-none group-data-[disabled=true]:pointer-events-none group-data-[disabled=true]:opacity-50 peer-disabled:cursor-not-allowed peer-disabled:opacity-50',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Label }
diff --git a/kits/automation/time-series-preprocessor/components/ui/menubar.tsx b/kits/automation/time-series-preprocessor/components/ui/menubar.tsx
new file mode 100644
index 00000000..791360cf
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/menubar.tsx
@@ -0,0 +1,276 @@
+'use client'
+
+import * as React from 'react'
+import * as MenubarPrimitive from '@radix-ui/react-menubar'
+import { CheckIcon, ChevronRightIcon, CircleIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Menubar({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Root>) {
+  return (
+    <MenubarPrimitive.Root
+      data-slot="menubar"
+      className={cn(
+        'bg-background flex h-9 items-center gap-1 rounded-md border p-1 shadow-xs',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarMenu({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Menu>) {
+  return <MenubarPrimitive.Menu data-slot="menubar-menu" {...props} />
+}
+
+function MenubarGroup({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Group>) {
+  return <MenubarPrimitive.Group data-slot="menubar-group" {...props} />
+}
+
+function MenubarPortal({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Portal>) {
+  return <MenubarPrimitive.Portal data-slot="menubar-portal" {...props} />
+}
+
+function MenubarRadioGroup({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.RadioGroup>) {
+  return (
+    <MenubarPrimitive.RadioGroup data-slot="menubar-radio-group" {...props} />
+  )
+}
+
+function MenubarTrigger({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Trigger>) {
+  return (
+    <MenubarPrimitive.Trigger
+      data-slot="menubar-trigger"
+      className={cn(
+        'focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground flex items-center rounded-sm px-2 py-1 text-sm font-medium outline-hidden select-none',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarContent({
+  className,
+  align = 'start',
+  alignOffset = -4,
+  sideOffset = 8,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Content>) {
+  return (
+    <MenubarPortal>
+      <MenubarPrimitive.Content
+        data-slot="menubar-content"
+        align={align}
+        alignOffset={alignOffset}
+        sideOffset={sideOffset}
+        className={cn(
+          'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[12rem] origin-(--radix-menubar-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-md',
+          className,
+        )}
+        {...props}
+      />
+    </MenubarPortal>
+  )
+}
+
+function MenubarItem({
+  className,
+  inset,
+  variant = 'default',
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Item> & {
+  inset?: boolean
+  variant?: 'default' | 'destructive'
+}) {
+  return (
+    <MenubarPrimitive.Item
+      data-slot="menubar-item"
+      data-inset={inset}
+      data-variant={variant}
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground data-[variant=destructive]:text-destructive data-[variant=destructive]:focus:bg-destructive/10 dark:data-[variant=destructive]:focus:bg-destructive/20 data-[variant=destructive]:focus:text-destructive data-[variant=destructive]:*:[svg]:!text-destructive [&_svg:not([class*='text-'])]:text-muted-foreground relative flex cursor-default items-center gap-2 rounded-sm px-2 py-1.5 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 data-[inset]:pl-8 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarCheckboxItem({
+  className,
+  children,
+  checked,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.CheckboxItem>) {
+  return (
+    <MenubarPrimitive.CheckboxItem
+      data-slot="menubar-checkbox-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-xs py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      checked={checked}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <MenubarPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </MenubarPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </MenubarPrimitive.CheckboxItem>
+  )
+}
+
+function MenubarRadioItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.RadioItem>) {
+  return (
+    <MenubarPrimitive.RadioItem
+      data-slot="menubar-radio-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground relative flex cursor-default items-center gap-2 rounded-xs py-1.5 pr-2 pl-8 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    >
+      <span className="pointer-events-none absolute left-2 flex size-3.5 items-center justify-center">
+        <MenubarPrimitive.ItemIndicator>
+          <CircleIcon className="size-2 fill-current" />
+        </MenubarPrimitive.ItemIndicator>
+      </span>
+      {children}
+    </MenubarPrimitive.RadioItem>
+  )
+}
+
+function MenubarLabel({
+  className,
+  inset,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Label> & {
+  inset?: boolean
+}) {
+  return (
+    <MenubarPrimitive.Label
+      data-slot="menubar-label"
+      data-inset={inset}
+      className={cn(
+        'px-2 py-1.5 text-sm font-medium data-[inset]:pl-8',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Separator>) {
+  return (
+    <MenubarPrimitive.Separator
+      data-slot="menubar-separator"
+      className={cn('bg-border -mx-1 my-1 h-px', className)}
+      {...props}
+    />
+  )
+}
+
+function MenubarShortcut({
+  className,
+  ...props
+}: React.ComponentProps<'span'>) {
+  return (
+    <span
+      data-slot="menubar-shortcut"
+      className={cn(
+        'text-muted-foreground ml-auto text-xs tracking-widest',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function MenubarSub({
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.Sub>) {
+  return <MenubarPrimitive.Sub data-slot="menubar-sub" {...props} />
+}
+
+function MenubarSubTrigger({
+  className,
+  inset,
+  children,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.SubTrigger> & {
+  inset?: boolean
+}) {
+  return (
+    <MenubarPrimitive.SubTrigger
+      data-slot="menubar-sub-trigger"
+      data-inset={inset}
+      className={cn(
+        'focus:bg-accent focus:text-accent-foreground data-[state=open]:bg-accent data-[state=open]:text-accent-foreground flex cursor-default items-center rounded-sm px-2 py-1.5 text-sm outline-none select-none data-[inset]:pl-8',
+        className,
+      )}
+      {...props}
+    >
+      {children}
+      <ChevronRightIcon className="ml-auto h-4 w-4" />
+    </MenubarPrimitive.SubTrigger>
+  )
+}
+
+function MenubarSubContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof MenubarPrimitive.SubContent>) {
+  return (
+    <MenubarPrimitive.SubContent
+      data-slot="menubar-sub-content"
+      className={cn(
+        'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 min-w-[8rem] origin-(--radix-menubar-content-transform-origin) overflow-hidden rounded-md border p-1 shadow-lg',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Menubar,
+  MenubarPortal,
+  MenubarMenu,
+  MenubarTrigger,
+  MenubarContent,
+  MenubarGroup,
+  MenubarSeparator,
+  MenubarLabel,
+  MenubarItem,
+  MenubarShortcut,
+  MenubarCheckboxItem,
+  MenubarRadioGroup,
+  MenubarRadioItem,
+  MenubarSub,
+  MenubarSubTrigger,
+  MenubarSubContent,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx b/kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx
new file mode 100644
index 00000000..53e75430
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx
@@ -0,0 +1,166 @@
+import * as React from 'react'
+import * as NavigationMenuPrimitive from '@radix-ui/react-navigation-menu'
+import { cva } from 'class-variance-authority'
+import { ChevronDownIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function NavigationMenu({
+  className,
+  children,
+  viewport = true,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Root> & {
+  viewport?: boolean
+}) {
+  return (
+    <NavigationMenuPrimitive.Root
+      data-slot="navigation-menu"
+      data-viewport={viewport}
+      className={cn(
+        'group/navigation-menu relative flex max-w-max flex-1 items-center justify-center',
+        className,
+      )}
+      {...props}
+    >
+      {children}
+      {viewport && <NavigationMenuViewport />}
+    </NavigationMenuPrimitive.Root>
+  )
+}
+
+function NavigationMenuList({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.List>) {
+  return (
+    <NavigationMenuPrimitive.List
+      data-slot="navigation-menu-list"
+      className={cn(
+        'group flex flex-1 list-none items-center justify-center gap-1',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function NavigationMenuItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Item>) {
+  return (
+    <NavigationMenuPrimitive.Item
+      data-slot="navigation-menu-item"
+      className={cn('relative', className)}
+      {...props}
+    />
+  )
+}
+
+const navigationMenuTriggerStyle = cva(
+  'group inline-flex h-9 w-max items-center justify-center rounded-md bg-background px-4 py-2 text-sm font-medium hover:bg-accent hover:text-accent-foreground focus:bg-accent focus:text-accent-foreground disabled:pointer-events-none disabled:opacity-50 data-[state=open]:hover:bg-accent data-[state=open]:text-accent-foreground data-[state=open]:focus:bg-accent data-[state=open]:bg-accent/50 focus-visible:ring-ring/50 outline-none transition-[color,box-shadow] focus-visible:ring-[3px] focus-visible:outline-1',
+)
+
+function NavigationMenuTrigger({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Trigger>) {
+  return (
+    <NavigationMenuPrimitive.Trigger
+      data-slot="navigation-menu-trigger"
+      className={cn(navigationMenuTriggerStyle(), 'group', className)}
+      {...props}
+    >
+      {children}{' '}
+      <ChevronDownIcon
+        className="relative top-[1px] ml-1 size-3 transition duration-300 group-data-[state=open]:rotate-180"
+        aria-hidden="true"
+      />
+    </NavigationMenuPrimitive.Trigger>
+  )
+}
+
+function NavigationMenuContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Content>) {
+  return (
+    <NavigationMenuPrimitive.Content
+      data-slot="navigation-menu-content"
+      className={cn(
+        'data-[motion^=from-]:animate-in data-[motion^=to-]:animate-out data-[motion^=from-]:fade-in data-[motion^=to-]:fade-out data-[motion=from-end]:slide-in-from-right-52 data-[motion=from-start]:slide-in-from-left-52 data-[motion=to-end]:slide-out-to-right-52 data-[motion=to-start]:slide-out-to-left-52 top-0 left-0 w-full p-2 pr-2.5 md:absolute md:w-auto',
+        'group-data-[viewport=false]/navigation-menu:bg-popover group-data-[viewport=false]/navigation-menu:text-popover-foreground group-data-[viewport=false]/navigation-menu:data-[state=open]:animate-in group-data-[viewport=false]/navigation-menu:data-[state=closed]:animate-out group-data-[viewport=false]/navigation-menu:data-[state=closed]:zoom-out-95 group-data-[viewport=false]/navigation-menu:data-[state=open]:zoom-in-95 group-data-[viewport=false]/navigation-menu:data-[state=open]:fade-in-0 group-data-[viewport=false]/navigation-menu:data-[state=closed]:fade-out-0 group-data-[viewport=false]/navigation-menu:top-full group-data-[viewport=false]/navigation-menu:mt-1.5 group-data-[viewport=false]/navigation-menu:overflow-hidden group-data-[viewport=false]/navigation-menu:rounded-md group-data-[viewport=false]/navigation-menu:border group-data-[viewport=false]/navigation-menu:shadow group-data-[viewport=false]/navigation-menu:duration-200 **:data-[slot=navigation-menu-link]:focus:ring-0 **:data-[slot=navigation-menu-link]:focus:outline-none',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function NavigationMenuViewport({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Viewport>) {
+  return (
+    <div
+      className={'absolute top-full left-0 isolate z-50 flex justify-center'}
+    >
+      <NavigationMenuPrimitive.Viewport
+        data-slot="navigation-menu-viewport"
+        className={cn(
+          'origin-top-center bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-90 relative mt-1.5 h-[var(--radix-navigation-menu-viewport-height)] w-full overflow-hidden rounded-md border shadow md:w-[var(--radix-navigation-menu-viewport-width)]',
+          className,
+        )}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function NavigationMenuLink({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Link>) {
+  return (
+    <NavigationMenuPrimitive.Link
+      data-slot="navigation-menu-link"
+      className={cn(
+        "data-[active=true]:focus:bg-accent data-[active=true]:hover:bg-accent data-[active=true]:bg-accent/50 data-[active=true]:text-accent-foreground hover:bg-accent hover:text-accent-foreground focus:bg-accent focus:text-accent-foreground focus-visible:ring-ring/50 [&_svg:not([class*='text-'])]:text-muted-foreground flex flex-col gap-1 rounded-sm p-2 text-sm transition-all outline-none focus-visible:ring-[3px] focus-visible:outline-1 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function NavigationMenuIndicator({
+  className,
+  ...props
+}: React.ComponentProps<typeof NavigationMenuPrimitive.Indicator>) {
+  return (
+    <NavigationMenuPrimitive.Indicator
+      data-slot="navigation-menu-indicator"
+      className={cn(
+        'data-[state=visible]:animate-in data-[state=hidden]:animate-out data-[state=hidden]:fade-out data-[state=visible]:fade-in top-full z-[1] flex h-1.5 items-end justify-center overflow-hidden',
+        className,
+      )}
+      {...props}
+    >
+      <div className="bg-border relative top-[60%] h-2 w-2 rotate-45 rounded-tl-sm shadow-md" />
+    </NavigationMenuPrimitive.Indicator>
+  )
+}
+
+export {
+  NavigationMenu,
+  NavigationMenuList,
+  NavigationMenuItem,
+  NavigationMenuContent,
+  NavigationMenuTrigger,
+  NavigationMenuLink,
+  NavigationMenuIndicator,
+  NavigationMenuViewport,
+  navigationMenuTriggerStyle,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/pagination.tsx b/kits/automation/time-series-preprocessor/components/ui/pagination.tsx
new file mode 100644
index 00000000..ce8f25d4
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/pagination.tsx
@@ -0,0 +1,127 @@
+import * as React from 'react'
+import {
+  ChevronLeftIcon,
+  ChevronRightIcon,
+  MoreHorizontalIcon,
+} from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+import { Button, buttonVariants } from '@/components/ui/button'
+
+function Pagination({ className, ...props }: React.ComponentProps<'nav'>) {
+  return (
+    <nav
+      role="navigation"
+      aria-label="pagination"
+      data-slot="pagination"
+      className={cn('mx-auto flex w-full justify-center', className)}
+      {...props}
+    />
+  )
+}
+
+function PaginationContent({
+  className,
+  ...props
+}: React.ComponentProps<'ul'>) {
+  return (
+    <ul
+      data-slot="pagination-content"
+      className={cn('flex flex-row items-center gap-1', className)}
+      {...props}
+    />
+  )
+}
+
+function PaginationItem({ ...props }: React.ComponentProps<'li'>) {
+  return <li data-slot="pagination-item" {...props} />
+}
+
+type PaginationLinkProps = {
+  isActive?: boolean
+} & Pick<React.ComponentProps<typeof Button>, 'size'> &
+  React.ComponentProps<'a'>
+
+function PaginationLink({
+  className,
+  isActive,
+  size = 'icon',
+  ...props
+}: PaginationLinkProps) {
+  return (
+    <a
+      aria-current={isActive ? 'page' : undefined}
+      data-slot="pagination-link"
+      data-active={isActive}
+      className={cn(
+        buttonVariants({
+          variant: isActive ? 'outline' : 'ghost',
+          size,
+        }),
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function PaginationPrevious({
+  className,
+  ...props
+}: React.ComponentProps<typeof PaginationLink>) {
+  return (
+    <PaginationLink
+      aria-label="Go to previous page"
+      size="default"
+      className={cn('gap-1 px-2.5 sm:pl-2.5', className)}
+      {...props}
+    >
+      <ChevronLeftIcon />
+      <span className="hidden sm:block">Previous</span>
+    </PaginationLink>
+  )
+}
+
+function PaginationNext({
+  className,
+  ...props
+}: React.ComponentProps<typeof PaginationLink>) {
+  return (
+    <PaginationLink
+      aria-label="Go to next page"
+      size="default"
+      className={cn('gap-1 px-2.5 sm:pr-2.5', className)}
+      {...props}
+    >
+      <span className="hidden sm:block">Next</span>
+      <ChevronRightIcon />
+    </PaginationLink>
+  )
+}
+
+function PaginationEllipsis({
+  className,
+  ...props
+}: React.ComponentProps<'span'>) {
+  return (
+    <span
+      aria-hidden
+      data-slot="pagination-ellipsis"
+      className={cn('flex size-9 items-center justify-center', className)}
+      {...props}
+    >
+      <MoreHorizontalIcon className="size-4" />
+      <span className="sr-only">More pages</span>
+    </span>
+  )
+}
+
+export {
+  Pagination,
+  PaginationContent,
+  PaginationLink,
+  PaginationItem,
+  PaginationPrevious,
+  PaginationNext,
+  PaginationEllipsis,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/popover.tsx b/kits/automation/time-series-preprocessor/components/ui/popover.tsx
new file mode 100644
index 00000000..b4fc827d
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/popover.tsx
@@ -0,0 +1,48 @@
+'use client'
+
+import * as React from 'react'
+import * as PopoverPrimitive from '@radix-ui/react-popover'
+
+import { cn } from '@/lib/utils'
+
+function Popover({
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Root>) {
+  return <PopoverPrimitive.Root data-slot="popover" {...props} />
+}
+
+function PopoverTrigger({
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Trigger>) {
+  return <PopoverPrimitive.Trigger data-slot="popover-trigger" {...props} />
+}
+
+function PopoverContent({
+  className,
+  align = 'center',
+  sideOffset = 4,
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Content>) {
+  return (
+    <PopoverPrimitive.Portal>
+      <PopoverPrimitive.Content
+        data-slot="popover-content"
+        align={align}
+        sideOffset={sideOffset}
+        className={cn(
+          'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-72 origin-(--radix-popover-content-transform-origin) rounded-md border p-4 shadow-md outline-hidden',
+          className,
+        )}
+        {...props}
+      />
+    </PopoverPrimitive.Portal>
+  )
+}
+
+function PopoverAnchor({
+  ...props
+}: React.ComponentProps<typeof PopoverPrimitive.Anchor>) {
+  return <PopoverPrimitive.Anchor data-slot="popover-anchor" {...props} />
+}
+
+export { Popover, PopoverTrigger, PopoverContent, PopoverAnchor }
diff --git a/kits/automation/time-series-preprocessor/components/ui/progress.tsx b/kits/automation/time-series-preprocessor/components/ui/progress.tsx
new file mode 100644
index 00000000..ab383053
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/progress.tsx
@@ -0,0 +1,31 @@
+'use client'
+
+import * as React from 'react'
+import * as ProgressPrimitive from '@radix-ui/react-progress'
+
+import { cn } from '@/lib/utils'
+
+function Progress({
+  className,
+  value,
+  ...props
+}: React.ComponentProps<typeof ProgressPrimitive.Root>) {
+  return (
+    <ProgressPrimitive.Root
+      data-slot="progress"
+      className={cn(
+        'bg-primary/20 relative h-2 w-full overflow-hidden rounded-full',
+        className,
+      )}
+      {...props}
+    >
+      <ProgressPrimitive.Indicator
+        data-slot="progress-indicator"
+        className="bg-primary h-full w-full flex-1 transition-all"
+        style={{ transform: `translateX(-${100 - (value || 0)}%)` }}
+      />
+    </ProgressPrimitive.Root>
+  )
+}
+
+export { Progress }
diff --git a/kits/automation/time-series-preprocessor/components/ui/radio-group.tsx b/kits/automation/time-series-preprocessor/components/ui/radio-group.tsx
new file mode 100644
index 00000000..e9af867d
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/radio-group.tsx
@@ -0,0 +1,45 @@
+'use client'
+
+import * as React from 'react'
+import * as RadioGroupPrimitive from '@radix-ui/react-radio-group'
+import { CircleIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function RadioGroup({
+  className,
+  ...props
+}: React.ComponentProps<typeof RadioGroupPrimitive.Root>) {
+  return (
+    <RadioGroupPrimitive.Root
+      data-slot="radio-group"
+      className={cn('grid gap-3', className)}
+      {...props}
+    />
+  )
+}
+
+function RadioGroupItem({
+  className,
+  ...props
+}: React.ComponentProps<typeof RadioGroupPrimitive.Item>) {
+  return (
+    <RadioGroupPrimitive.Item
+      data-slot="radio-group-item"
+      className={cn(
+        'border-input text-primary focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive dark:bg-input/30 aspect-square size-4 shrink-0 rounded-full border shadow-xs transition-[color,box-shadow] outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50',
+        className,
+      )}
+      {...props}
+    >
+      <RadioGroupPrimitive.Indicator
+        data-slot="radio-group-indicator"
+        className="relative flex items-center justify-center"
+      >
+        <CircleIcon className="fill-primary absolute top-1/2 left-1/2 size-2 -translate-x-1/2 -translate-y-1/2" />
+      </RadioGroupPrimitive.Indicator>
+    </RadioGroupPrimitive.Item>
+  )
+}
+
+export { RadioGroup, RadioGroupItem }
diff --git a/kits/automation/time-series-preprocessor/components/ui/resizable.tsx b/kits/automation/time-series-preprocessor/components/ui/resizable.tsx
new file mode 100644
index 00000000..5c2f91d5
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/resizable.tsx
@@ -0,0 +1,56 @@
+'use client'
+
+import * as React from 'react'
+import { GripVerticalIcon } from 'lucide-react'
+import * as ResizablePrimitive from 'react-resizable-panels'
+
+import { cn } from '@/lib/utils'
+
+function ResizablePanelGroup({
+  className,
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.PanelGroup>) {
+  return (
+    <ResizablePrimitive.PanelGroup
+      data-slot="resizable-panel-group"
+      className={cn(
+        'flex h-full w-full data-[panel-group-direction=vertical]:flex-col',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function ResizablePanel({
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.Panel>) {
+  return <ResizablePrimitive.Panel data-slot="resizable-panel" {...props} />
+}
+
+function ResizableHandle({
+  withHandle,
+  className,
+  ...props
+}: React.ComponentProps<typeof ResizablePrimitive.PanelResizeHandle> & {
+  withHandle?: boolean
+}) {
+  return (
+    <ResizablePrimitive.PanelResizeHandle
+      data-slot="resizable-handle"
+      className={cn(
+        'bg-border focus-visible:ring-ring relative flex w-px items-center justify-center after:absolute after:inset-y-0 after:left-1/2 after:w-1 after:-translate-x-1/2 focus-visible:ring-1 focus-visible:ring-offset-1 focus-visible:outline-hidden data-[panel-group-direction=vertical]:h-px data-[panel-group-direction=vertical]:w-full data-[panel-group-direction=vertical]:after:left-0 data-[panel-group-direction=vertical]:after:h-1 data-[panel-group-direction=vertical]:after:w-full data-[panel-group-direction=vertical]:after:translate-x-0 data-[panel-group-direction=vertical]:after:-translate-y-1/2 [&[data-panel-group-direction=vertical]>div]:rotate-90',
+        className,
+      )}
+      {...props}
+    >
+      {withHandle && (
+        <div className="bg-border z-10 flex h-4 w-3 items-center justify-center rounded-xs border">
+          <GripVerticalIcon className="size-2.5" />
+        </div>
+      )}
+    </ResizablePrimitive.PanelResizeHandle>
+  )
+}
+
+export { ResizablePanelGroup, ResizablePanel, ResizableHandle }
diff --git a/kits/automation/time-series-preprocessor/components/ui/scroll-area.tsx b/kits/automation/time-series-preprocessor/components/ui/scroll-area.tsx
new file mode 100644
index 00000000..dc98eb06
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/scroll-area.tsx
@@ -0,0 +1,58 @@
+'use client'
+
+import * as React from 'react'
+import * as ScrollAreaPrimitive from '@radix-ui/react-scroll-area'
+
+import { cn } from '@/lib/utils'
+
+function ScrollArea({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof ScrollAreaPrimitive.Root>) {
+  return (
+    <ScrollAreaPrimitive.Root
+      data-slot="scroll-area"
+      className={cn('relative', className)}
+      {...props}
+    >
+      <ScrollAreaPrimitive.Viewport
+        data-slot="scroll-area-viewport"
+        className="focus-visible:ring-ring/50 size-full rounded-[inherit] transition-[color,box-shadow] outline-none focus-visible:ring-[3px] focus-visible:outline-1"
+      >
+        {children}
+      </ScrollAreaPrimitive.Viewport>
+      <ScrollBar />
+      <ScrollAreaPrimitive.Corner />
+    </ScrollAreaPrimitive.Root>
+  )
+}
+
+function ScrollBar({
+  className,
+  orientation = 'vertical',
+  ...props
+}: React.ComponentProps<typeof ScrollAreaPrimitive.ScrollAreaScrollbar>) {
+  return (
+    <ScrollAreaPrimitive.ScrollAreaScrollbar
+      data-slot="scroll-area-scrollbar"
+      orientation={orientation}
+      className={cn(
+        'flex touch-none p-px transition-colors select-none',
+        orientation === 'vertical' &&
+          'h-full w-2.5 border-l border-l-transparent',
+        orientation === 'horizontal' &&
+          'h-2.5 flex-col border-t border-t-transparent',
+        className,
+      )}
+      {...props}
+    >
+      <ScrollAreaPrimitive.ScrollAreaThumb
+        data-slot="scroll-area-thumb"
+        className="bg-border relative flex-1 rounded-full"
+      />
+    </ScrollAreaPrimitive.ScrollAreaScrollbar>
+  )
+}
+
+export { ScrollArea, ScrollBar }
diff --git a/kits/automation/time-series-preprocessor/components/ui/select.tsx b/kits/automation/time-series-preprocessor/components/ui/select.tsx
new file mode 100644
index 00000000..5db0bcac
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/select.tsx
@@ -0,0 +1,185 @@
+'use client'
+
+import * as React from 'react'
+import * as SelectPrimitive from '@radix-ui/react-select'
+import { CheckIcon, ChevronDownIcon, ChevronUpIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Select({
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Root>) {
+  return <SelectPrimitive.Root data-slot="select" {...props} />
+}
+
+function SelectGroup({
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Group>) {
+  return <SelectPrimitive.Group data-slot="select-group" {...props} />
+}
+
+function SelectValue({
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Value>) {
+  return <SelectPrimitive.Value data-slot="select-value" {...props} />
+}
+
+function SelectTrigger({
+  className,
+  size = 'default',
+  children,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Trigger> & {
+  size?: 'sm' | 'default'
+}) {
+  return (
+    <SelectPrimitive.Trigger
+      data-slot="select-trigger"
+      data-size={size}
+      className={cn(
+        "border-input data-[placeholder]:text-muted-foreground [&_svg:not([class*='text-'])]:text-muted-foreground focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive dark:bg-input/30 dark:hover:bg-input/50 flex w-fit items-center justify-between gap-2 rounded-md border bg-transparent px-3 py-2 text-sm whitespace-nowrap shadow-xs transition-[color,box-shadow] outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50 data-[size=default]:h-9 data-[size=sm]:h-8 *:data-[slot=select-value]:line-clamp-1 *:data-[slot=select-value]:flex *:data-[slot=select-value]:items-center *:data-[slot=select-value]:gap-2 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    >
+      {children}
+      <SelectPrimitive.Icon asChild>
+        <ChevronDownIcon className="size-4 opacity-50" />
+      </SelectPrimitive.Icon>
+    </SelectPrimitive.Trigger>
+  )
+}
+
+function SelectContent({
+  className,
+  children,
+  position = 'popper',
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Content>) {
+  return (
+    <SelectPrimitive.Portal>
+      <SelectPrimitive.Content
+        data-slot="select-content"
+        className={cn(
+          'bg-popover text-popover-foreground data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 relative z-50 max-h-(--radix-select-content-available-height) min-w-[8rem] origin-(--radix-select-content-transform-origin) overflow-x-hidden overflow-y-auto rounded-md border shadow-md',
+          position === 'popper' &&
+            'data-[side=bottom]:translate-y-1 data-[side=left]:-translate-x-1 data-[side=right]:translate-x-1 data-[side=top]:-translate-y-1',
+          className,
+        )}
+        position={position}
+        {...props}
+      >
+        <SelectScrollUpButton />
+        <SelectPrimitive.Viewport
+          className={cn(
+            'p-1',
+            position === 'popper' &&
+              'h-[var(--radix-select-trigger-height)] w-full min-w-[var(--radix-select-trigger-width)] scroll-my-1',
+          )}
+        >
+          {children}
+        </SelectPrimitive.Viewport>
+        <SelectScrollDownButton />
+      </SelectPrimitive.Content>
+    </SelectPrimitive.Portal>
+  )
+}
+
+function SelectLabel({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Label>) {
+  return (
+    <SelectPrimitive.Label
+      data-slot="select-label"
+      className={cn('text-muted-foreground px-2 py-1.5 text-xs', className)}
+      {...props}
+    />
+  )
+}
+
+function SelectItem({
+  className,
+  children,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Item>) {
+  return (
+    <SelectPrimitive.Item
+      data-slot="select-item"
+      className={cn(
+        "focus:bg-accent focus:text-accent-foreground [&_svg:not([class*='text-'])]:text-muted-foreground relative flex w-full cursor-default items-center gap-2 rounded-sm py-1.5 pr-8 pl-2 text-sm outline-hidden select-none data-[disabled]:pointer-events-none data-[disabled]:opacity-50 [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4 *:[span]:last:flex *:[span]:last:items-center *:[span]:last:gap-2",
+        className,
+      )}
+      {...props}
+    >
+      <span className="absolute right-2 flex size-3.5 items-center justify-center">
+        <SelectPrimitive.ItemIndicator>
+          <CheckIcon className="size-4" />
+        </SelectPrimitive.ItemIndicator>
+      </span>
+      <SelectPrimitive.ItemText>{children}</SelectPrimitive.ItemText>
+    </SelectPrimitive.Item>
+  )
+}
+
+function SelectSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.Separator>) {
+  return (
+    <SelectPrimitive.Separator
+      data-slot="select-separator"
+      className={cn('bg-border pointer-events-none -mx-1 my-1 h-px', className)}
+      {...props}
+    />
+  )
+}
+
+function SelectScrollUpButton({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.ScrollUpButton>) {
+  return (
+    <SelectPrimitive.ScrollUpButton
+      data-slot="select-scroll-up-button"
+      className={cn(
+        'flex cursor-default items-center justify-center py-1',
+        className,
+      )}
+      {...props}
+    >
+      <ChevronUpIcon className="size-4" />
+    </SelectPrimitive.ScrollUpButton>
+  )
+}
+
+function SelectScrollDownButton({
+  className,
+  ...props
+}: React.ComponentProps<typeof SelectPrimitive.ScrollDownButton>) {
+  return (
+    <SelectPrimitive.ScrollDownButton
+      data-slot="select-scroll-down-button"
+      className={cn(
+        'flex cursor-default items-center justify-center py-1',
+        className,
+      )}
+      {...props}
+    >
+      <ChevronDownIcon className="size-4" />
+    </SelectPrimitive.ScrollDownButton>
+  )
+}
+
+export {
+  Select,
+  SelectContent,
+  SelectGroup,
+  SelectItem,
+  SelectLabel,
+  SelectScrollDownButton,
+  SelectScrollUpButton,
+  SelectSeparator,
+  SelectTrigger,
+  SelectValue,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/separator.tsx b/kits/automation/time-series-preprocessor/components/ui/separator.tsx
new file mode 100644
index 00000000..f43aaf55
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/separator.tsx
@@ -0,0 +1,28 @@
+'use client'
+
+import * as React from 'react'
+import * as SeparatorPrimitive from '@radix-ui/react-separator'
+
+import { cn } from '@/lib/utils'
+
+function Separator({
+  className,
+  orientation = 'horizontal',
+  decorative = true,
+  ...props
+}: React.ComponentProps<typeof SeparatorPrimitive.Root>) {
+  return (
+    <SeparatorPrimitive.Root
+      data-slot="separator"
+      decorative={decorative}
+      orientation={orientation}
+      className={cn(
+        'bg-border shrink-0 data-[orientation=horizontal]:h-px data-[orientation=horizontal]:w-full data-[orientation=vertical]:h-full data-[orientation=vertical]:w-px',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Separator }
diff --git a/kits/automation/time-series-preprocessor/components/ui/sheet.tsx b/kits/automation/time-series-preprocessor/components/ui/sheet.tsx
new file mode 100644
index 00000000..51041faf
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/sheet.tsx
@@ -0,0 +1,139 @@
+'use client'
+
+import * as React from 'react'
+import * as SheetPrimitive from '@radix-ui/react-dialog'
+import { XIcon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Sheet({ ...props }: React.ComponentProps<typeof SheetPrimitive.Root>) {
+  return <SheetPrimitive.Root data-slot="sheet" {...props} />
+}
+
+function SheetTrigger({
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Trigger>) {
+  return <SheetPrimitive.Trigger data-slot="sheet-trigger" {...props} />
+}
+
+function SheetClose({
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Close>) {
+  return <SheetPrimitive.Close data-slot="sheet-close" {...props} />
+}
+
+function SheetPortal({
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Portal>) {
+  return <SheetPrimitive.Portal data-slot="sheet-portal" {...props} />
+}
+
+function SheetOverlay({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Overlay>) {
+  return (
+    <SheetPrimitive.Overlay
+      data-slot="sheet-overlay"
+      className={cn(
+        'data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 fixed inset-0 z-50 bg-black/50',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SheetContent({
+  className,
+  children,
+  side = 'right',
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Content> & {
+  side?: 'top' | 'right' | 'bottom' | 'left'
+}) {
+  return (
+    <SheetPortal>
+      <SheetOverlay />
+      <SheetPrimitive.Content
+        data-slot="sheet-content"
+        className={cn(
+          'bg-background data-[state=open]:animate-in data-[state=closed]:animate-out fixed z-50 flex flex-col gap-4 shadow-lg transition ease-in-out data-[state=closed]:duration-300 data-[state=open]:duration-500',
+          side === 'right' &&
+            'data-[state=closed]:slide-out-to-right data-[state=open]:slide-in-from-right inset-y-0 right-0 h-full w-3/4 border-l sm:max-w-sm',
+          side === 'left' &&
+            'data-[state=closed]:slide-out-to-left data-[state=open]:slide-in-from-left inset-y-0 left-0 h-full w-3/4 border-r sm:max-w-sm',
+          side === 'top' &&
+            'data-[state=closed]:slide-out-to-top data-[state=open]:slide-in-from-top inset-x-0 top-0 h-auto border-b',
+          side === 'bottom' &&
+            'data-[state=closed]:slide-out-to-bottom data-[state=open]:slide-in-from-bottom inset-x-0 bottom-0 h-auto border-t',
+          className,
+        )}
+        {...props}
+      >
+        {children}
+        <SheetPrimitive.Close className="ring-offset-background focus:ring-ring data-[state=open]:bg-secondary absolute top-4 right-4 rounded-xs opacity-70 transition-opacity hover:opacity-100 focus:ring-2 focus:ring-offset-2 focus:outline-hidden disabled:pointer-events-none">
+          <XIcon className="size-4" />
+          <span className="sr-only">Close</span>
+        </SheetPrimitive.Close>
+      </SheetPrimitive.Content>
+    </SheetPortal>
+  )
+}
+
+function SheetHeader({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sheet-header"
+      className={cn('flex flex-col gap-1.5 p-4', className)}
+      {...props}
+    />
+  )
+}
+
+function SheetFooter({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sheet-footer"
+      className={cn('mt-auto flex flex-col gap-2 p-4', className)}
+      {...props}
+    />
+  )
+}
+
+function SheetTitle({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Title>) {
+  return (
+    <SheetPrimitive.Title
+      data-slot="sheet-title"
+      className={cn('text-foreground font-semibold', className)}
+      {...props}
+    />
+  )
+}
+
+function SheetDescription({
+  className,
+  ...props
+}: React.ComponentProps<typeof SheetPrimitive.Description>) {
+  return (
+    <SheetPrimitive.Description
+      data-slot="sheet-description"
+      className={cn('text-muted-foreground text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Sheet,
+  SheetTrigger,
+  SheetClose,
+  SheetContent,
+  SheetHeader,
+  SheetFooter,
+  SheetTitle,
+  SheetDescription,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/sidebar.tsx b/kits/automation/time-series-preprocessor/components/ui/sidebar.tsx
new file mode 100644
index 00000000..ee743431
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/sidebar.tsx
@@ -0,0 +1,726 @@
+'use client'
+
+import * as React from 'react'
+import { Slot } from '@radix-ui/react-slot'
+import { cva, VariantProps } from 'class-variance-authority'
+import { PanelLeftIcon } from 'lucide-react'
+
+import { useIsMobile } from '@/hooks/use-mobile'
+import { cn } from '@/lib/utils'
+import { Button } from '@/components/ui/button'
+import { Input } from '@/components/ui/input'
+import { Separator } from '@/components/ui/separator'
+import {
+  Sheet,
+  SheetContent,
+  SheetDescription,
+  SheetHeader,
+  SheetTitle,
+} from '@/components/ui/sheet'
+import { Skeleton } from '@/components/ui/skeleton'
+import {
+  Tooltip,
+  TooltipContent,
+  TooltipProvider,
+  TooltipTrigger,
+} from '@/components/ui/tooltip'
+
+const SIDEBAR_COOKIE_NAME = 'sidebar_state'
+const SIDEBAR_COOKIE_MAX_AGE = 60 * 60 * 24 * 7
+const SIDEBAR_WIDTH = '16rem'
+const SIDEBAR_WIDTH_MOBILE = '18rem'
+const SIDEBAR_WIDTH_ICON = '3rem'
+const SIDEBAR_KEYBOARD_SHORTCUT = 'b'
+
+type SidebarContextProps = {
+  state: 'expanded' | 'collapsed'
+  open: boolean
+  setOpen: (open: boolean) => void
+  openMobile: boolean
+  setOpenMobile: (open: boolean) => void
+  isMobile: boolean
+  toggleSidebar: () => void
+}
+
+const SidebarContext = React.createContext<SidebarContextProps | null>(null)
+
+function useSidebar() {
+  const context = React.useContext(SidebarContext)
+  if (!context) {
+    throw new Error('useSidebar must be used within a SidebarProvider.')
+  }
+
+  return context
+}
+
+function SidebarProvider({
+  defaultOpen = true,
+  open: openProp,
+  onOpenChange: setOpenProp,
+  className,
+  style,
+  children,
+  ...props
+}: React.ComponentProps<'div'> & {
+  defaultOpen?: boolean
+  open?: boolean
+  onOpenChange?: (open: boolean) => void
+}) {
+  const isMobile = useIsMobile()
+  const [openMobile, setOpenMobile] = React.useState(false)
+
+  // This is the internal state of the sidebar.
+  // We use openProp and setOpenProp for control from outside the component.
+  const [_open, _setOpen] = React.useState(defaultOpen)
+  const open = openProp ?? _open
+  const setOpen = React.useCallback(
+    (value: boolean | ((value: boolean) => boolean)) => {
+      const openState = typeof value === 'function' ? value(open) : value
+      if (setOpenProp) {
+        setOpenProp(openState)
+      } else {
+        _setOpen(openState)
+      }
+
+      // This sets the cookie to keep the sidebar state.
+      document.cookie = `${SIDEBAR_COOKIE_NAME}=${openState}; path=/; max-age=${SIDEBAR_COOKIE_MAX_AGE}`
+    },
+    [setOpenProp, open],
+  )
+
+  // Helper to toggle the sidebar.
+  const toggleSidebar = React.useCallback(() => {
+    return isMobile ? setOpenMobile((open) => !open) : setOpen((open) => !open)
+  }, [isMobile, setOpen, setOpenMobile])
+
+  // Adds a keyboard shortcut to toggle the sidebar.
+  React.useEffect(() => {
+    const handleKeyDown = (event: KeyboardEvent) => {
+      if (
+        event.key === SIDEBAR_KEYBOARD_SHORTCUT &&
+        (event.metaKey || event.ctrlKey)
+      ) {
+        event.preventDefault()
+        toggleSidebar()
+      }
+    }
+
+    window.addEventListener('keydown', handleKeyDown)
+    return () => window.removeEventListener('keydown', handleKeyDown)
+  }, [toggleSidebar])
+
+  // We add a state so that we can do data-state="expanded" or "collapsed".
+  // This makes it easier to style the sidebar with Tailwind classes.
+  const state = open ? 'expanded' : 'collapsed'
+
+  const contextValue = React.useMemo<SidebarContextProps>(
+    () => ({
+      state,
+      open,
+      setOpen,
+      isMobile,
+      openMobile,
+      setOpenMobile,
+      toggleSidebar,
+    }),
+    [state, open, setOpen, isMobile, openMobile, setOpenMobile, toggleSidebar],
+  )
+
+  return (
+    <SidebarContext.Provider value={contextValue}>
+      <TooltipProvider delayDuration={0}>
+        <div
+          data-slot="sidebar-wrapper"
+          style={
+            {
+              '--sidebar-width': SIDEBAR_WIDTH,
+              '--sidebar-width-icon': SIDEBAR_WIDTH_ICON,
+              ...style,
+            } as React.CSSProperties
+          }
+          className={cn(
+            'group/sidebar-wrapper has-data-[variant=inset]:bg-sidebar flex min-h-svh w-full',
+            className,
+          )}
+          {...props}
+        >
+          {children}
+        </div>
+      </TooltipProvider>
+    </SidebarContext.Provider>
+  )
+}
+
+function Sidebar({
+  side = 'left',
+  variant = 'sidebar',
+  collapsible = 'offcanvas',
+  className,
+  children,
+  ...props
+}: React.ComponentProps<'div'> & {
+  side?: 'left' | 'right'
+  variant?: 'sidebar' | 'floating' | 'inset'
+  collapsible?: 'offcanvas' | 'icon' | 'none'
+}) {
+  const { isMobile, state, openMobile, setOpenMobile } = useSidebar()
+
+  if (collapsible === 'none') {
+    return (
+      <div
+        data-slot="sidebar"
+        className={cn(
+          'bg-sidebar text-sidebar-foreground flex h-full w-(--sidebar-width) flex-col',
+          className,
+        )}
+        {...props}
+      >
+        {children}
+      </div>
+    )
+  }
+
+  if (isMobile) {
+    return (
+      <Sheet open={openMobile} onOpenChange={setOpenMobile} {...props}>
+        <SheetContent
+          data-sidebar="sidebar"
+          data-slot="sidebar"
+          data-mobile="true"
+          className="bg-sidebar text-sidebar-foreground w-(--sidebar-width) p-0 [&>button]:hidden"
+          style={
+            {
+              '--sidebar-width': SIDEBAR_WIDTH_MOBILE,
+            } as React.CSSProperties
+          }
+          side={side}
+        >
+          <SheetHeader className="sr-only">
+            <SheetTitle>Sidebar</SheetTitle>
+            <SheetDescription>Displays the mobile sidebar.</SheetDescription>
+          </SheetHeader>
+          <div className="flex h-full w-full flex-col">{children}</div>
+        </SheetContent>
+      </Sheet>
+    )
+  }
+
+  return (
+    <div
+      className="group peer text-sidebar-foreground hidden md:block"
+      data-state={state}
+      data-collapsible={state === 'collapsed' ? collapsible : ''}
+      data-variant={variant}
+      data-side={side}
+      data-slot="sidebar"
+    >
+      {/* This is what handles the sidebar gap on desktop */}
+      <div
+        data-slot="sidebar-gap"
+        className={cn(
+          'relative w-(--sidebar-width) bg-transparent transition-[width] duration-200 ease-linear',
+          'group-data-[collapsible=offcanvas]:w-0',
+          'group-data-[side=right]:rotate-180',
+          variant === 'floating' || variant === 'inset'
+            ? 'group-data-[collapsible=icon]:w-[calc(var(--sidebar-width-icon)+(--spacing(4)))]'
+            : 'group-data-[collapsible=icon]:w-(--sidebar-width-icon)',
+        )}
+      />
+      <div
+        data-slot="sidebar-container"
+        className={cn(
+          'fixed inset-y-0 z-10 hidden h-svh w-(--sidebar-width) transition-[left,right,width] duration-200 ease-linear md:flex',
+          side === 'left'
+            ? 'left-0 group-data-[collapsible=offcanvas]:left-[calc(var(--sidebar-width)*-1)]'
+            : 'right-0 group-data-[collapsible=offcanvas]:right-[calc(var(--sidebar-width)*-1)]',
+          // Adjust the padding for floating and inset variants.
+          variant === 'floating' || variant === 'inset'
+            ? 'p-2 group-data-[collapsible=icon]:w-[calc(var(--sidebar-width-icon)+(--spacing(4))+2px)]'
+            : 'group-data-[collapsible=icon]:w-(--sidebar-width-icon) group-data-[side=left]:border-r group-data-[side=right]:border-l',
+          className,
+        )}
+        {...props}
+      >
+        <div
+          data-sidebar="sidebar"
+          data-slot="sidebar-inner"
+          className="bg-sidebar group-data-[variant=floating]:border-sidebar-border flex h-full w-full flex-col group-data-[variant=floating]:rounded-lg group-data-[variant=floating]:border group-data-[variant=floating]:shadow-sm"
+        >
+          {children}
+        </div>
+      </div>
+    </div>
+  )
+}
+
+function SidebarTrigger({
+  className,
+  onClick,
+  ...props
+}: React.ComponentProps<typeof Button>) {
+  const { toggleSidebar } = useSidebar()
+
+  return (
+    <Button
+      data-sidebar="trigger"
+      data-slot="sidebar-trigger"
+      variant="ghost"
+      size="icon"
+      className={cn('size-7', className)}
+      onClick={(event) => {
+        onClick?.(event)
+        toggleSidebar()
+      }}
+      {...props}
+    >
+      <PanelLeftIcon />
+      <span className="sr-only">Toggle Sidebar</span>
+    </Button>
+  )
+}
+
+function SidebarRail({ className, ...props }: React.ComponentProps<'button'>) {
+  const { toggleSidebar } = useSidebar()
+
+  return (
+    <button
+      data-sidebar="rail"
+      data-slot="sidebar-rail"
+      aria-label="Toggle Sidebar"
+      tabIndex={-1}
+      onClick={toggleSidebar}
+      title="Toggle Sidebar"
+      className={cn(
+        'hover:after:bg-sidebar-border absolute inset-y-0 z-20 hidden w-4 -translate-x-1/2 transition-all ease-linear group-data-[side=left]:-right-4 group-data-[side=right]:left-0 after:absolute after:inset-y-0 after:left-1/2 after:w-[2px] sm:flex',
+        'in-data-[side=left]:cursor-w-resize in-data-[side=right]:cursor-e-resize',
+        '[[data-side=left][data-state=collapsed]_&]:cursor-e-resize [[data-side=right][data-state=collapsed]_&]:cursor-w-resize',
+        'hover:group-data-[collapsible=offcanvas]:bg-sidebar group-data-[collapsible=offcanvas]:translate-x-0 group-data-[collapsible=offcanvas]:after:left-full',
+        '[[data-side=left][data-collapsible=offcanvas]_&]:-right-2',
+        '[[data-side=right][data-collapsible=offcanvas]_&]:-left-2',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarInset({ className, ...props }: React.ComponentProps<'main'>) {
+  return (
+    <main
+      data-slot="sidebar-inset"
+      className={cn(
+        'bg-background relative flex w-full flex-1 flex-col',
+        'md:peer-data-[variant=inset]:m-2 md:peer-data-[variant=inset]:ml-0 md:peer-data-[variant=inset]:rounded-xl md:peer-data-[variant=inset]:shadow-sm md:peer-data-[variant=inset]:peer-data-[state=collapsed]:ml-2',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarInput({
+  className,
+  ...props
+}: React.ComponentProps<typeof Input>) {
+  return (
+    <Input
+      data-slot="sidebar-input"
+      data-sidebar="input"
+      className={cn('bg-background h-8 w-full shadow-none', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarHeader({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sidebar-header"
+      data-sidebar="header"
+      className={cn('flex flex-col gap-2 p-2', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarFooter({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sidebar-footer"
+      data-sidebar="footer"
+      className={cn('flex flex-col gap-2 p-2', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarSeparator({
+  className,
+  ...props
+}: React.ComponentProps<typeof Separator>) {
+  return (
+    <Separator
+      data-slot="sidebar-separator"
+      data-sidebar="separator"
+      className={cn('bg-sidebar-border mx-2 w-auto', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarContent({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sidebar-content"
+      data-sidebar="content"
+      className={cn(
+        'flex min-h-0 flex-1 flex-col gap-2 overflow-auto group-data-[collapsible=icon]:overflow-hidden',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroup({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sidebar-group"
+      data-sidebar="group"
+      className={cn('relative flex w-full min-w-0 flex-col p-2', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupLabel({
+  className,
+  asChild = false,
+  ...props
+}: React.ComponentProps<'div'> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : 'div'
+
+  return (
+    <Comp
+      data-slot="sidebar-group-label"
+      data-sidebar="group-label"
+      className={cn(
+        'text-sidebar-foreground/70 ring-sidebar-ring flex h-8 shrink-0 items-center rounded-md px-2 text-xs font-medium outline-hidden transition-[margin,opacity] duration-200 ease-linear focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0',
+        'group-data-[collapsible=icon]:-mt-8 group-data-[collapsible=icon]:opacity-0',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupAction({
+  className,
+  asChild = false,
+  ...props
+}: React.ComponentProps<'button'> & { asChild?: boolean }) {
+  const Comp = asChild ? Slot : 'button'
+
+  return (
+    <Comp
+      data-slot="sidebar-group-action"
+      data-sidebar="group-action"
+      className={cn(
+        'text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground absolute top-3.5 right-3 flex aspect-square w-5 items-center justify-center rounded-md p-0 outline-hidden transition-transform focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0',
+        // Increases the hit area of the button on mobile.
+        'after:absolute after:-inset-2 md:after:hidden',
+        'group-data-[collapsible=icon]:hidden',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarGroupContent({
+  className,
+  ...props
+}: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sidebar-group-content"
+      data-sidebar="group-content"
+      className={cn('w-full text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenu({ className, ...props }: React.ComponentProps<'ul'>) {
+  return (
+    <ul
+      data-slot="sidebar-menu"
+      data-sidebar="menu"
+      className={cn('flex w-full min-w-0 flex-col gap-1', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuItem({ className, ...props }: React.ComponentProps<'li'>) {
+  return (
+    <li
+      data-slot="sidebar-menu-item"
+      data-sidebar="menu-item"
+      className={cn('group/menu-item relative', className)}
+      {...props}
+    />
+  )
+}
+
+const sidebarMenuButtonVariants = cva(
+  'peer/menu-button flex w-full items-center gap-2 overflow-hidden rounded-md p-2 text-left text-sm outline-hidden ring-sidebar-ring transition-[width,height,padding] hover:bg-sidebar-accent hover:text-sidebar-accent-foreground focus-visible:ring-2 active:bg-sidebar-accent active:text-sidebar-accent-foreground disabled:pointer-events-none disabled:opacity-50 group-has-data-[sidebar=menu-action]/menu-item:pr-8 aria-disabled:pointer-events-none aria-disabled:opacity-50 data-[active=true]:bg-sidebar-accent data-[active=true]:font-medium data-[active=true]:text-sidebar-accent-foreground data-[state=open]:hover:bg-sidebar-accent data-[state=open]:hover:text-sidebar-accent-foreground group-data-[collapsible=icon]:size-8! group-data-[collapsible=icon]:p-2! [&>span:last-child]:truncate [&>svg]:size-4 [&>svg]:shrink-0',
+  {
+    variants: {
+      variant: {
+        default: 'hover:bg-sidebar-accent hover:text-sidebar-accent-foreground',
+        outline:
+          'bg-background shadow-[0_0_0_1px_hsl(var(--sidebar-border))] hover:bg-sidebar-accent hover:text-sidebar-accent-foreground hover:shadow-[0_0_0_1px_hsl(var(--sidebar-accent))]',
+      },
+      size: {
+        default: 'h-8 text-sm',
+        sm: 'h-7 text-xs',
+        lg: 'h-12 text-sm group-data-[collapsible=icon]:p-0!',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+      size: 'default',
+    },
+  },
+)
+
+function SidebarMenuButton({
+  asChild = false,
+  isActive = false,
+  variant = 'default',
+  size = 'default',
+  tooltip,
+  className,
+  ...props
+}: React.ComponentProps<'button'> & {
+  asChild?: boolean
+  isActive?: boolean
+  tooltip?: string | React.ComponentProps<typeof TooltipContent>
+} & VariantProps<typeof sidebarMenuButtonVariants>) {
+  const Comp = asChild ? Slot : 'button'
+  const { isMobile, state } = useSidebar()
+
+  const button = (
+    <Comp
+      data-slot="sidebar-menu-button"
+      data-sidebar="menu-button"
+      data-size={size}
+      data-active={isActive}
+      className={cn(sidebarMenuButtonVariants({ variant, size }), className)}
+      {...props}
+    />
+  )
+
+  if (!tooltip) {
+    return button
+  }
+
+  if (typeof tooltip === 'string') {
+    tooltip = {
+      children: tooltip,
+    }
+  }
+
+  return (
+    <Tooltip>
+      <TooltipTrigger asChild>{button}</TooltipTrigger>
+      <TooltipContent
+        side="right"
+        align="center"
+        hidden={state !== 'collapsed' || isMobile}
+        {...tooltip}
+      />
+    </Tooltip>
+  )
+}
+
+function SidebarMenuAction({
+  className,
+  asChild = false,
+  showOnHover = false,
+  ...props
+}: React.ComponentProps<'button'> & {
+  asChild?: boolean
+  showOnHover?: boolean
+}) {
+  const Comp = asChild ? Slot : 'button'
+
+  return (
+    <Comp
+      data-slot="sidebar-menu-action"
+      data-sidebar="menu-action"
+      className={cn(
+        'text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground peer-hover/menu-button:text-sidebar-accent-foreground absolute top-1.5 right-1 flex aspect-square w-5 items-center justify-center rounded-md p-0 outline-hidden transition-transform focus-visible:ring-2 [&>svg]:size-4 [&>svg]:shrink-0',
+        // Increases the hit area of the button on mobile.
+        'after:absolute after:-inset-2 md:after:hidden',
+        'peer-data-[size=sm]/menu-button:top-1',
+        'peer-data-[size=default]/menu-button:top-1.5',
+        'peer-data-[size=lg]/menu-button:top-2.5',
+        'group-data-[collapsible=icon]:hidden',
+        showOnHover &&
+          'peer-data-[active=true]/menu-button:text-sidebar-accent-foreground group-focus-within/menu-item:opacity-100 group-hover/menu-item:opacity-100 data-[state=open]:opacity-100 md:opacity-0',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuBadge({
+  className,
+  ...props
+}: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="sidebar-menu-badge"
+      data-sidebar="menu-badge"
+      className={cn(
+        'text-sidebar-foreground pointer-events-none absolute right-1 flex h-5 min-w-5 items-center justify-center rounded-md px-1 text-xs font-medium tabular-nums select-none',
+        'peer-hover/menu-button:text-sidebar-accent-foreground peer-data-[active=true]/menu-button:text-sidebar-accent-foreground',
+        'peer-data-[size=sm]/menu-button:top-1',
+        'peer-data-[size=default]/menu-button:top-1.5',
+        'peer-data-[size=lg]/menu-button:top-2.5',
+        'group-data-[collapsible=icon]:hidden',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSkeleton({
+  className,
+  showIcon = false,
+  ...props
+}: React.ComponentProps<'div'> & {
+  showIcon?: boolean
+}) {
+  // Random width between 50 to 90%.
+  const width = React.useMemo(() => {
+    return `${Math.floor(Math.random() * 40) + 50}%`
+  }, [])
+
+  return (
+    <div
+      data-slot="sidebar-menu-skeleton"
+      data-sidebar="menu-skeleton"
+      className={cn('flex h-8 items-center gap-2 rounded-md px-2', className)}
+      {...props}
+    >
+      {showIcon && (
+        <Skeleton
+          className="size-4 rounded-md"
+          data-sidebar="menu-skeleton-icon"
+        />
+      )}
+      <Skeleton
+        className="h-4 max-w-(--skeleton-width) flex-1"
+        data-sidebar="menu-skeleton-text"
+        style={
+          {
+            '--skeleton-width': width,
+          } as React.CSSProperties
+        }
+      />
+    </div>
+  )
+}
+
+function SidebarMenuSub({ className, ...props }: React.ComponentProps<'ul'>) {
+  return (
+    <ul
+      data-slot="sidebar-menu-sub"
+      data-sidebar="menu-sub"
+      className={cn(
+        'border-sidebar-border mx-3.5 flex min-w-0 translate-x-px flex-col gap-1 border-l px-2.5 py-0.5',
+        'group-data-[collapsible=icon]:hidden',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSubItem({
+  className,
+  ...props
+}: React.ComponentProps<'li'>) {
+  return (
+    <li
+      data-slot="sidebar-menu-sub-item"
+      data-sidebar="menu-sub-item"
+      className={cn('group/menu-sub-item relative', className)}
+      {...props}
+    />
+  )
+}
+
+function SidebarMenuSubButton({
+  asChild = false,
+  size = 'md',
+  isActive = false,
+  className,
+  ...props
+}: React.ComponentProps<'a'> & {
+  asChild?: boolean
+  size?: 'sm' | 'md'
+  isActive?: boolean
+}) {
+  const Comp = asChild ? Slot : 'a'
+
+  return (
+    <Comp
+      data-slot="sidebar-menu-sub-button"
+      data-sidebar="menu-sub-button"
+      data-size={size}
+      data-active={isActive}
+      className={cn(
+        'text-sidebar-foreground ring-sidebar-ring hover:bg-sidebar-accent hover:text-sidebar-accent-foreground active:bg-sidebar-accent active:text-sidebar-accent-foreground [&>svg]:text-sidebar-accent-foreground flex h-7 min-w-0 -translate-x-px items-center gap-2 overflow-hidden rounded-md px-2 outline-hidden focus-visible:ring-2 disabled:pointer-events-none disabled:opacity-50 aria-disabled:pointer-events-none aria-disabled:opacity-50 [&>span:last-child]:truncate [&>svg]:size-4 [&>svg]:shrink-0',
+        'data-[active=true]:bg-sidebar-accent data-[active=true]:text-sidebar-accent-foreground',
+        size === 'sm' && 'text-xs',
+        size === 'md' && 'text-sm',
+        'group-data-[collapsible=icon]:hidden',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export {
+  Sidebar,
+  SidebarContent,
+  SidebarFooter,
+  SidebarGroup,
+  SidebarGroupAction,
+  SidebarGroupContent,
+  SidebarGroupLabel,
+  SidebarHeader,
+  SidebarInput,
+  SidebarInset,
+  SidebarMenu,
+  SidebarMenuAction,
+  SidebarMenuBadge,
+  SidebarMenuButton,
+  SidebarMenuItem,
+  SidebarMenuSkeleton,
+  SidebarMenuSub,
+  SidebarMenuSubButton,
+  SidebarMenuSubItem,
+  SidebarProvider,
+  SidebarRail,
+  SidebarSeparator,
+  SidebarTrigger,
+  useSidebar,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/skeleton.tsx b/kits/automation/time-series-preprocessor/components/ui/skeleton.tsx
new file mode 100644
index 00000000..e3beb902
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/skeleton.tsx
@@ -0,0 +1,13 @@
+import { cn } from '@/lib/utils'
+
+function Skeleton({ className, ...props }: React.ComponentProps<'div'>) {
+  return (
+    <div
+      data-slot="skeleton"
+      className={cn('bg-accent animate-pulse rounded-md', className)}
+      {...props}
+    />
+  )
+}
+
+export { Skeleton }
diff --git a/kits/automation/time-series-preprocessor/components/ui/slider.tsx b/kits/automation/time-series-preprocessor/components/ui/slider.tsx
new file mode 100644
index 00000000..773e0647
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/slider.tsx
@@ -0,0 +1,63 @@
+'use client'
+
+import * as React from 'react'
+import * as SliderPrimitive from '@radix-ui/react-slider'
+
+import { cn } from '@/lib/utils'
+
+function Slider({
+  className,
+  defaultValue,
+  value,
+  min = 0,
+  max = 100,
+  ...props
+}: React.ComponentProps<typeof SliderPrimitive.Root>) {
+  const _values = React.useMemo(
+    () =>
+      Array.isArray(value)
+        ? value
+        : Array.isArray(defaultValue)
+          ? defaultValue
+          : [min, max],
+    [value, defaultValue, min, max],
+  )
+
+  return (
+    <SliderPrimitive.Root
+      data-slot="slider"
+      defaultValue={defaultValue}
+      value={value}
+      min={min}
+      max={max}
+      className={cn(
+        'relative flex w-full touch-none items-center select-none data-[disabled]:opacity-50 data-[orientation=vertical]:h-full data-[orientation=vertical]:min-h-44 data-[orientation=vertical]:w-auto data-[orientation=vertical]:flex-col',
+        className,
+      )}
+      {...props}
+    >
+      <SliderPrimitive.Track
+        data-slot="slider-track"
+        className={
+          'bg-muted relative grow overflow-hidden rounded-full data-[orientation=horizontal]:h-1.5 data-[orientation=horizontal]:w-full data-[orientation=vertical]:h-full data-[orientation=vertical]:w-1.5'
+        }
+      >
+        <SliderPrimitive.Range
+          data-slot="slider-range"
+          className={
+            'bg-primary absolute data-[orientation=horizontal]:h-full data-[orientation=vertical]:w-full'
+          }
+        />
+      </SliderPrimitive.Track>
+      {Array.from({ length: _values.length }, (_, index) => (
+        <SliderPrimitive.Thumb
+          data-slot="slider-thumb"
+          key={index}
+          className="border-primary ring-ring/50 block size-4 shrink-0 rounded-full border bg-white shadow-sm transition-[color,box-shadow] hover:ring-4 focus-visible:ring-4 focus-visible:outline-hidden disabled:pointer-events-none disabled:opacity-50"
+        />
+      ))}
+    </SliderPrimitive.Root>
+  )
+}
+
+export { Slider }
diff --git a/kits/automation/time-series-preprocessor/components/ui/sonner.tsx b/kits/automation/time-series-preprocessor/components/ui/sonner.tsx
new file mode 100644
index 00000000..0626cafa
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/sonner.tsx
@@ -0,0 +1,25 @@
+'use client'
+
+import { useTheme } from 'next-themes'
+import { Toaster as Sonner, ToasterProps } from 'sonner'
+
+const Toaster = ({ ...props }: ToasterProps) => {
+  const { theme = 'system' } = useTheme()
+
+  return (
+    <Sonner
+      theme={theme as ToasterProps['theme']}
+      className="toaster group"
+      style={
+        {
+          '--normal-bg': 'var(--popover)',
+          '--normal-text': 'var(--popover-foreground)',
+          '--normal-border': 'var(--border)',
+        } as React.CSSProperties
+      }
+      {...props}
+    />
+  )
+}
+
+export { Toaster }
diff --git a/kits/automation/time-series-preprocessor/components/ui/spinner.tsx b/kits/automation/time-series-preprocessor/components/ui/spinner.tsx
new file mode 100644
index 00000000..e51fc6df
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/spinner.tsx
@@ -0,0 +1,16 @@
+import { Loader2Icon } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+function Spinner({ className, ...props }: React.ComponentProps<'svg'>) {
+  return (
+    <Loader2Icon
+      role="status"
+      aria-label="Loading"
+      className={cn('size-4 animate-spin', className)}
+      {...props}
+    />
+  )
+}
+
+export { Spinner }
diff --git a/kits/automation/time-series-preprocessor/components/ui/switch.tsx b/kits/automation/time-series-preprocessor/components/ui/switch.tsx
new file mode 100644
index 00000000..3c4cfa32
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/switch.tsx
@@ -0,0 +1,31 @@
+'use client'
+
+import * as React from 'react'
+import * as SwitchPrimitive from '@radix-ui/react-switch'
+
+import { cn } from '@/lib/utils'
+
+function Switch({
+  className,
+  ...props
+}: React.ComponentProps<typeof SwitchPrimitive.Root>) {
+  return (
+    <SwitchPrimitive.Root
+      data-slot="switch"
+      className={cn(
+        'peer data-[state=checked]:bg-primary data-[state=unchecked]:bg-input focus-visible:border-ring focus-visible:ring-ring/50 dark:data-[state=unchecked]:bg-input/80 inline-flex h-[1.15rem] w-8 shrink-0 items-center rounded-full border border-transparent shadow-xs transition-all outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50',
+        className,
+      )}
+      {...props}
+    >
+      <SwitchPrimitive.Thumb
+        data-slot="switch-thumb"
+        className={
+          'bg-background dark:data-[state=unchecked]:bg-foreground dark:data-[state=checked]:bg-primary-foreground pointer-events-none block size-4 rounded-full ring-0 transition-transform data-[state=checked]:translate-x-[calc(100%-2px)] data-[state=unchecked]:translate-x-0'
+        }
+      />
+    </SwitchPrimitive.Root>
+  )
+}
+
+export { Switch }
diff --git a/kits/automation/time-series-preprocessor/components/ui/table.tsx b/kits/automation/time-series-preprocessor/components/ui/table.tsx
new file mode 100644
index 00000000..fcdd10cc
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/table.tsx
@@ -0,0 +1,116 @@
+'use client'
+
+import * as React from 'react'
+
+import { cn } from '@/lib/utils'
+
+function Table({ className, ...props }: React.ComponentProps<'table'>) {
+  return (
+    <div
+      data-slot="table-container"
+      className="relative w-full overflow-x-auto"
+    >
+      <table
+        data-slot="table"
+        className={cn('w-full caption-bottom text-sm', className)}
+        {...props}
+      />
+    </div>
+  )
+}
+
+function TableHeader({ className, ...props }: React.ComponentProps<'thead'>) {
+  return (
+    <thead
+      data-slot="table-header"
+      className={cn('[&_tr]:border-b', className)}
+      {...props}
+    />
+  )
+}
+
+function TableBody({ className, ...props }: React.ComponentProps<'tbody'>) {
+  return (
+    <tbody
+      data-slot="table-body"
+      className={cn('[&_tr:last-child]:border-0', className)}
+      {...props}
+    />
+  )
+}
+
+function TableFooter({ className, ...props }: React.ComponentProps<'tfoot'>) {
+  return (
+    <tfoot
+      data-slot="table-footer"
+      className={cn(
+        'bg-muted/50 border-t font-medium [&>tr]:last:border-b-0',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableRow({ className, ...props }: React.ComponentProps<'tr'>) {
+  return (
+    <tr
+      data-slot="table-row"
+      className={cn(
+        'hover:bg-muted/50 data-[state=selected]:bg-muted border-b transition-colors',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableHead({ className, ...props }: React.ComponentProps<'th'>) {
+  return (
+    <th
+      data-slot="table-head"
+      className={cn(
+        'text-foreground h-10 px-2 text-left align-middle font-medium whitespace-nowrap [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableCell({ className, ...props }: React.ComponentProps<'td'>) {
+  return (
+    <td
+      data-slot="table-cell"
+      className={cn(
+        'p-2 align-middle whitespace-nowrap [&:has([role=checkbox])]:pr-0 [&>[role=checkbox]]:translate-y-[2px]',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function TableCaption({
+  className,
+  ...props
+}: React.ComponentProps<'caption'>) {
+  return (
+    <caption
+      data-slot="table-caption"
+      className={cn('text-muted-foreground mt-4 text-sm', className)}
+      {...props}
+    />
+  )
+}
+
+export {
+  Table,
+  TableHeader,
+  TableBody,
+  TableFooter,
+  TableHead,
+  TableRow,
+  TableCell,
+  TableCaption,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/tabs.tsx b/kits/automation/time-series-preprocessor/components/ui/tabs.tsx
new file mode 100644
index 00000000..ff671040
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/tabs.tsx
@@ -0,0 +1,66 @@
+'use client'
+
+import * as React from 'react'
+import * as TabsPrimitive from '@radix-ui/react-tabs'
+
+import { cn } from '@/lib/utils'
+
+function Tabs({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Root>) {
+  return (
+    <TabsPrimitive.Root
+      data-slot="tabs"
+      className={cn('flex flex-col gap-2', className)}
+      {...props}
+    />
+  )
+}
+
+function TabsList({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.List>) {
+  return (
+    <TabsPrimitive.List
+      data-slot="tabs-list"
+      className={cn(
+        'bg-muted text-muted-foreground inline-flex h-9 w-fit items-center justify-center rounded-lg p-[3px]',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function TabsTrigger({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Trigger>) {
+  return (
+    <TabsPrimitive.Trigger
+      data-slot="tabs-trigger"
+      className={cn(
+        "data-[state=active]:bg-background dark:data-[state=active]:text-foreground focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:outline-ring dark:data-[state=active]:border-input dark:data-[state=active]:bg-input/30 text-foreground dark:text-muted-foreground inline-flex h-[calc(100%-1px)] flex-1 items-center justify-center gap-1.5 rounded-md border border-transparent px-2 py-1 text-sm font-medium whitespace-nowrap transition-[color,box-shadow] focus-visible:ring-[3px] focus-visible:outline-1 disabled:pointer-events-none disabled:opacity-50 data-[state=active]:shadow-sm [&_svg]:pointer-events-none [&_svg]:shrink-0 [&_svg:not([class*='size-'])]:size-4",
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+function TabsContent({
+  className,
+  ...props
+}: React.ComponentProps<typeof TabsPrimitive.Content>) {
+  return (
+    <TabsPrimitive.Content
+      data-slot="tabs-content"
+      className={cn('flex-1 outline-none', className)}
+      {...props}
+    />
+  )
+}
+
+export { Tabs, TabsList, TabsTrigger, TabsContent }
diff --git a/kits/automation/time-series-preprocessor/components/ui/textarea.tsx b/kits/automation/time-series-preprocessor/components/ui/textarea.tsx
new file mode 100644
index 00000000..3809775e
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/textarea.tsx
@@ -0,0 +1,18 @@
+import * as React from 'react'
+
+import { cn } from '@/lib/utils'
+
+function Textarea({ className, ...props }: React.ComponentProps<'textarea'>) {
+  return (
+    <textarea
+      data-slot="textarea"
+      className={cn(
+        'border-input placeholder:text-muted-foreground focus-visible:border-ring focus-visible:ring-ring/50 aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive dark:bg-input/30 flex field-sizing-content min-h-16 w-full rounded-md border bg-transparent px-3 py-2 text-base shadow-xs transition-[color,box-shadow] outline-none focus-visible:ring-[3px] disabled:cursor-not-allowed disabled:opacity-50 md:text-sm',
+        className,
+      )}
+      {...props}
+    />
+  )
+}
+
+export { Textarea }
diff --git a/kits/automation/time-series-preprocessor/components/ui/toast.tsx b/kits/automation/time-series-preprocessor/components/ui/toast.tsx
new file mode 100644
index 00000000..40eedf56
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/toast.tsx
@@ -0,0 +1,129 @@
+'use client'
+
+import * as React from 'react'
+import * as ToastPrimitives from '@radix-ui/react-toast'
+import { cva, type VariantProps } from 'class-variance-authority'
+import { X } from 'lucide-react'
+
+import { cn } from '@/lib/utils'
+
+const ToastProvider = ToastPrimitives.Provider
+
+const ToastViewport = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Viewport>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Viewport>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Viewport
+    ref={ref}
+    className={cn(
+      'fixed top-0 z-[100] flex max-h-screen w-full flex-col-reverse p-4 sm:bottom-0 sm:right-0 sm:top-auto sm:flex-col md:max-w-[420px]',
+      className,
+    )}
+    {...props}
+  />
+))
+ToastViewport.displayName = ToastPrimitives.Viewport.displayName
+
+const toastVariants = cva(
+  'group pointer-events-auto relative flex w-full items-center justify-between space-x-4 overflow-hidden rounded-md border p-6 pr-8 shadow-lg transition-all data-[swipe=cancel]:translate-x-0 data-[swipe=end]:translate-x-[var(--radix-toast-swipe-end-x)] data-[swipe=move]:translate-x-[var(--radix-toast-swipe-move-x)] data-[swipe=move]:transition-none data-[state=open]:animate-in data-[state=closed]:animate-out data-[swipe=end]:animate-out data-[state=closed]:fade-out-80 data-[state=closed]:slide-out-to-right-full data-[state=open]:slide-in-from-top-full data-[state=open]:sm:slide-in-from-bottom-full',
+  {
+    variants: {
+      variant: {
+        default: 'border bg-background text-foreground',
+        destructive:
+          'destructive group border-destructive bg-destructive text-destructive-foreground',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+    },
+  },
+)
+
+const Toast = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Root>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Root> &
+    VariantProps<typeof toastVariants>
+>(({ className, variant, ...props }, ref) => {
+  return (
+    <ToastPrimitives.Root
+      ref={ref}
+      className={cn(toastVariants({ variant }), className)}
+      {...props}
+    />
+  )
+})
+Toast.displayName = ToastPrimitives.Root.displayName
+
+const ToastAction = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Action>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Action>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Action
+    ref={ref}
+    className={cn(
+      'inline-flex h-8 shrink-0 items-center justify-center rounded-md border bg-transparent px-3 text-sm font-medium ring-offset-background transition-colors hover:bg-secondary focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2 disabled:pointer-events-none disabled:opacity-50 group-[.destructive]:border-muted/40 group-[.destructive]:hover:border-destructive/30 group-[.destructive]:hover:bg-destructive group-[.destructive]:hover:text-destructive-foreground group-[.destructive]:focus:ring-destructive',
+      className,
+    )}
+    {...props}
+  />
+))
+ToastAction.displayName = ToastPrimitives.Action.displayName
+
+const ToastClose = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Close>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Close>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Close
+    ref={ref}
+    className={cn(
+      'absolute right-2 top-2 rounded-md p-1 text-foreground/50 opacity-0 transition-opacity hover:text-foreground focus:opacity-100 focus:outline-none focus:ring-2 group-hover:opacity-100 group-[.destructive]:text-red-300 group-[.destructive]:hover:text-red-50 group-[.destructive]:focus:ring-red-400 group-[.destructive]:focus:ring-offset-red-600',
+      className,
+    )}
+    toast-close=""
+    {...props}
+  >
+    <X className="h-4 w-4" />
+  </ToastPrimitives.Close>
+))
+ToastClose.displayName = ToastPrimitives.Close.displayName
+
+const ToastTitle = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Title>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Title>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Title
+    ref={ref}
+    className={cn('text-sm font-semibold', className)}
+    {...props}
+  />
+))
+ToastTitle.displayName = ToastPrimitives.Title.displayName
+
+const ToastDescription = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Description>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Description>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Description
+    ref={ref}
+    className={cn('text-sm opacity-90', className)}
+    {...props}
+  />
+))
+ToastDescription.displayName = ToastPrimitives.Description.displayName
+
+type ToastProps = React.ComponentPropsWithoutRef<typeof Toast>
+
+type ToastActionElement = React.ReactElement<typeof ToastAction>
+
+export {
+  type ToastProps,
+  type ToastActionElement,
+  ToastProvider,
+  ToastViewport,
+  Toast,
+  ToastTitle,
+  ToastDescription,
+  ToastClose,
+  ToastAction,
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/toaster.tsx b/kits/automation/time-series-preprocessor/components/ui/toaster.tsx
new file mode 100644
index 00000000..3b91885a
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/toaster.tsx
@@ -0,0 +1,35 @@
+'use client'
+
+import { useToast } from '@/hooks/use-toast'
+import {
+  Toast,
+  ToastClose,
+  ToastDescription,
+  ToastProvider,
+  ToastTitle,
+  ToastViewport,
+} from '@/components/ui/toast'
+
+export function Toaster() {
+  const { toasts } = useToast()
+
+  return (
+    <ToastProvider>
+      {toasts.map(function ({ id, title, description, action, ...props }) {
+        return (
+          <Toast key={id} {...props}>
+            <div className="grid gap-1">
+              {title && <ToastTitle>{title}</ToastTitle>}
+              {description && (
+                <ToastDescription>{description}</ToastDescription>
+              )}
+            </div>
+            {action}
+            <ToastClose />
+          </Toast>
+        )
+      })}
+      <ToastViewport />
+    </ToastProvider>
+  )
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/toggle-group.tsx b/kits/automation/time-series-preprocessor/components/ui/toggle-group.tsx
new file mode 100644
index 00000000..0ab99714
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/toggle-group.tsx
@@ -0,0 +1,73 @@
+'use client'
+
+import * as React from 'react'
+import * as ToggleGroupPrimitive from '@radix-ui/react-toggle-group'
+import { type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+import { toggleVariants } from '@/components/ui/toggle'
+
+const ToggleGroupContext = React.createContext<
+  VariantProps<typeof toggleVariants>
+>({
+  size: 'default',
+  variant: 'default',
+})
+
+function ToggleGroup({
+  className,
+  variant,
+  size,
+  children,
+  ...props
+}: React.ComponentProps<typeof ToggleGroupPrimitive.Root> &
+  VariantProps<typeof toggleVariants>) {
+  return (
+    <ToggleGroupPrimitive.Root
+      data-slot="toggle-group"
+      data-variant={variant}
+      data-size={size}
+      className={cn(
+        'group/toggle-group flex w-fit items-center rounded-md data-[variant=outline]:shadow-xs',
+        className,
+      )}
+      {...props}
+    >
+      <ToggleGroupContext.Provider value={{ variant, size }}>
+        {children}
+      </ToggleGroupContext.Provider>
+    </ToggleGroupPrimitive.Root>
+  )
+}
+
+function ToggleGroupItem({
+  className,
+  children,
+  variant,
+  size,
+  ...props
+}: React.ComponentProps<typeof ToggleGroupPrimitive.Item> &
+  VariantProps<typeof toggleVariants>) {
+  const context = React.useContext(ToggleGroupContext)
+
+  return (
+    <ToggleGroupPrimitive.Item
+      data-slot="toggle-group-item"
+      data-variant={context.variant || variant}
+      data-size={context.size || size}
+      className={cn(
+        toggleVariants({
+          variant: context.variant || variant,
+          size: context.size || size,
+        }),
+        'min-w-0 flex-1 shrink-0 rounded-none shadow-none first:rounded-l-md last:rounded-r-md focus:z-10 focus-visible:z-10 data-[variant=outline]:border-l-0 data-[variant=outline]:first:border-l',
+        className,
+      )}
+      {...props}
+    >
+      {children}
+    </ToggleGroupPrimitive.Item>
+  )
+}
+
+export { ToggleGroup, ToggleGroupItem }
diff --git a/kits/automation/time-series-preprocessor/components/ui/toggle.tsx b/kits/automation/time-series-preprocessor/components/ui/toggle.tsx
new file mode 100644
index 00000000..ad6b2868
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/toggle.tsx
@@ -0,0 +1,47 @@
+'use client'
+
+import * as React from 'react'
+import * as TogglePrimitive from '@radix-ui/react-toggle'
+import { cva, type VariantProps } from 'class-variance-authority'
+
+import { cn } from '@/lib/utils'
+
+const toggleVariants = cva(
+  "inline-flex items-center justify-center gap-2 rounded-md text-sm font-medium hover:bg-muted hover:text-muted-foreground disabled:pointer-events-none disabled:opacity-50 data-[state=on]:bg-accent data-[state=on]:text-accent-foreground [&_svg]:pointer-events-none [&_svg:not([class*='size-'])]:size-4 [&_svg]:shrink-0 focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] outline-none transition-[color,box-shadow] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive whitespace-nowrap",
+  {
+    variants: {
+      variant: {
+        default: 'bg-transparent',
+        outline:
+          'border border-input bg-transparent shadow-xs hover:bg-accent hover:text-accent-foreground',
+      },
+      size: {
+        default: 'h-9 px-2 min-w-9',
+        sm: 'h-8 px-1.5 min-w-8',
+        lg: 'h-10 px-2.5 min-w-10',
+      },
+    },
+    defaultVariants: {
+      variant: 'default',
+      size: 'default',
+    },
+  },
+)
+
+function Toggle({
+  className,
+  variant,
+  size,
+  ...props
+}: React.ComponentProps<typeof TogglePrimitive.Root> &
+  VariantProps<typeof toggleVariants>) {
+  return (
+    <TogglePrimitive.Root
+      data-slot="toggle"
+      className={cn(toggleVariants({ variant, size, className }))}
+      {...props}
+    />
+  )
+}
+
+export { Toggle, toggleVariants }
diff --git a/kits/automation/time-series-preprocessor/components/ui/tooltip.tsx b/kits/automation/time-series-preprocessor/components/ui/tooltip.tsx
new file mode 100644
index 00000000..877239c1
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/tooltip.tsx
@@ -0,0 +1,61 @@
+'use client'
+
+import * as React from 'react'
+import * as TooltipPrimitive from '@radix-ui/react-tooltip'
+
+import { cn } from '@/lib/utils'
+
+function TooltipProvider({
+  delayDuration = 0,
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Provider>) {
+  return (
+    <TooltipPrimitive.Provider
+      data-slot="tooltip-provider"
+      delayDuration={delayDuration}
+      {...props}
+    />
+  )
+}
+
+function Tooltip({
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Root>) {
+  return (
+    <TooltipProvider>
+      <TooltipPrimitive.Root data-slot="tooltip" {...props} />
+    </TooltipProvider>
+  )
+}
+
+function TooltipTrigger({
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Trigger>) {
+  return <TooltipPrimitive.Trigger data-slot="tooltip-trigger" {...props} />
+}
+
+function TooltipContent({
+  className,
+  sideOffset = 0,
+  children,
+  ...props
+}: React.ComponentProps<typeof TooltipPrimitive.Content>) {
+  return (
+    <TooltipPrimitive.Portal>
+      <TooltipPrimitive.Content
+        data-slot="tooltip-content"
+        sideOffset={sideOffset}
+        className={cn(
+          'bg-foreground text-background animate-in fade-in-0 zoom-in-95 data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=closed]:zoom-out-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2 z-50 w-fit origin-(--radix-tooltip-content-transform-origin) rounded-md px-3 py-1.5 text-xs text-balance',
+          className,
+        )}
+        {...props}
+      >
+        {children}
+        <TooltipPrimitive.Arrow className="bg-foreground fill-foreground z-50 size-2.5 translate-y-[calc(-50%_-_2px)] rotate-45 rounded-[2px]" />
+      </TooltipPrimitive.Content>
+    </TooltipPrimitive.Portal>
+  )
+}
+
+export { Tooltip, TooltipTrigger, TooltipContent, TooltipProvider }
diff --git a/kits/automation/time-series-preprocessor/components/ui/use-mobile.tsx b/kits/automation/time-series-preprocessor/components/ui/use-mobile.tsx
new file mode 100644
index 00000000..4331d5c5
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/use-mobile.tsx
@@ -0,0 +1,19 @@
+import * as React from 'react'
+
+const MOBILE_BREAKPOINT = 768
+
+export function useIsMobile() {
+  const [isMobile, setIsMobile] = React.useState<boolean | undefined>(undefined)
+
+  React.useEffect(() => {
+    const mql = window.matchMedia(`(max-width: ${MOBILE_BREAKPOINT - 1}px)`)
+    const onChange = () => {
+      setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    }
+    mql.addEventListener('change', onChange)
+    setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    return () => mql.removeEventListener('change', onChange)
+  }, [])
+
+  return !!isMobile
+}
diff --git a/kits/automation/time-series-preprocessor/components/ui/use-toast.ts b/kits/automation/time-series-preprocessor/components/ui/use-toast.ts
new file mode 100644
index 00000000..8932bc51
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/components/ui/use-toast.ts
@@ -0,0 +1,191 @@
+'use client'
+
+// Inspired by react-hot-toast library
+import * as React from 'react'
+
+import type { ToastActionElement, ToastProps } from '@/components/ui/toast'
+
+const TOAST_LIMIT = 1
+const TOAST_REMOVE_DELAY = 1000000
+
+type ToasterToast = ToastProps & {
+  id: string
+  title?: React.ReactNode
+  description?: React.ReactNode
+  action?: ToastActionElement
+}
+
+const actionTypes = {
+  ADD_TOAST: 'ADD_TOAST',
+  UPDATE_TOAST: 'UPDATE_TOAST',
+  DISMISS_TOAST: 'DISMISS_TOAST',
+  REMOVE_TOAST: 'REMOVE_TOAST',
+} as const
+
+let count = 0
+
+function genId() {
+  count = (count + 1) % Number.MAX_SAFE_INTEGER
+  return count.toString()
+}
+
+type ActionType = typeof actionTypes
+
+type Action =
+  | {
+      type: ActionType['ADD_TOAST']
+      toast: ToasterToast
+    }
+  | {
+      type: ActionType['UPDATE_TOAST']
+      toast: Partial<ToasterToast>
+    }
+  | {
+      type: ActionType['DISMISS_TOAST']
+      toastId?: ToasterToast['id']
+    }
+  | {
+      type: ActionType['REMOVE_TOAST']
+      toastId?: ToasterToast['id']
+    }
+
+interface State {
+  toasts: ToasterToast[]
+}
+
+const toastTimeouts = new Map<string, ReturnType<typeof setTimeout>>()
+
+const addToRemoveQueue = (toastId: string) => {
+  if (toastTimeouts.has(toastId)) {
+    return
+  }
+
+  const timeout = setTimeout(() => {
+    toastTimeouts.delete(toastId)
+    dispatch({
+      type: 'REMOVE_TOAST',
+      toastId: toastId,
+    })
+  }, TOAST_REMOVE_DELAY)
+
+  toastTimeouts.set(toastId, timeout)
+}
+
+export const reducer = (state: State, action: Action): State => {
+  switch (action.type) {
+    case 'ADD_TOAST':
+      return {
+        ...state,
+        toasts: [action.toast, ...state.toasts].slice(0, TOAST_LIMIT),
+      }
+
+    case 'UPDATE_TOAST':
+      return {
+        ...state,
+        toasts: state.toasts.map((t) =>
+          t.id === action.toast.id ? { ...t, ...action.toast } : t,
+        ),
+      }
+
+    case 'DISMISS_TOAST': {
+      const { toastId } = action
+
+      // ! Side effects ! - This could be extracted into a dismissToast() action,
+      // but I'll keep it here for simplicity
+      if (toastId) {
+        addToRemoveQueue(toastId)
+      } else {
+        state.toasts.forEach((toast) => {
+          addToRemoveQueue(toast.id)
+        })
+      }
+
+      return {
+        ...state,
+        toasts: state.toasts.map((t) =>
+          t.id === toastId || toastId === undefined
+            ? {
+                ...t,
+                open: false,
+              }
+            : t,
+        ),
+      }
+    }
+    case 'REMOVE_TOAST':
+      if (action.toastId === undefined) {
+        return {
+          ...state,
+          toasts: [],
+        }
+      }
+      return {
+        ...state,
+        toasts: state.toasts.filter((t) => t.id !== action.toastId),
+      }
+  }
+}
+
+const listeners: Array<(state: State) => void> = []
+
+let memoryState: State = { toasts: [] }
+
+function dispatch(action: Action) {
+  memoryState = reducer(memoryState, action)
+  listeners.forEach((listener) => {
+    listener(memoryState)
+  })
+}
+
+type Toast = Omit<ToasterToast, 'id'>
+
+function toast({ ...props }: Toast) {
+  const id = genId()
+
+  const update = (props: ToasterToast) =>
+    dispatch({
+      type: 'UPDATE_TOAST',
+      toast: { ...props, id },
+    })
+  const dismiss = () => dispatch({ type: 'DISMISS_TOAST', toastId: id })
+
+  dispatch({
+    type: 'ADD_TOAST',
+    toast: {
+      ...props,
+      id,
+      open: true,
+      onOpenChange: (open) => {
+        if (!open) dismiss()
+      },
+    },
+  })
+
+  return {
+    id: id,
+    dismiss,
+    update,
+  }
+}
+
+function useToast() {
+  const [state, setState] = React.useState<State>(memoryState)
+
+  React.useEffect(() => {
+    listeners.push(setState)
+    return () => {
+      const index = listeners.indexOf(setState)
+      if (index > -1) {
+        listeners.splice(index, 1)
+      }
+    }
+  }, [state])
+
+  return {
+    ...state,
+    toast,
+    dismiss: (toastId?: string) => dispatch({ type: 'DISMISS_TOAST', toastId }),
+  }
+}
+
+export { useToast, toast }
diff --git a/kits/automation/time-series-preprocessor/config.json b/kits/automation/time-series-preprocessor/config.json
new file mode 100644
index 00000000..71a0b9f4
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/config.json
@@ -0,0 +1,22 @@
+{
+    "name": "Time-Series Preprocessor",
+    "description": "An AI-powered assistant that analyzes time-series dataset schemas and generates ready-to-run Python preprocessing pipelines using pandas and scikit-learn.",
+    "tags": ["preprocessing", "Data Engineering"],
+    "author": {
+        "name": "Siddhant Bagga",
+        "email": "siddhantbagga02@gmail.com"
+    },
+    "steps": [
+        {
+            "id": "time-series-preprocessor",
+            "type": "mandatory",
+            "envKey": "TIME_SERIES_PREPROCESSOR"
+        }
+    ],
+    "integrations": [],
+    "features": [],
+    "demoUrl": "",
+    "githubUrl": "https://github.com/Lamatic/AgentKit/tree/main/kits/automation/time-series-preprocessor",
+    "deployUrl": "",
+    "documentationUrl": ""
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/config.json b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/config.json
new file mode 100644
index 00000000..9d4e19fe
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/config.json
@@ -0,0 +1,122 @@
+{
+  "nodes": [
+    {
+      "id": "triggerNode_1",
+      "data": {
+        "modes": {},
+        "nodeId": "graphqlNode",
+        "values": {
+          "id": "triggerNode_1",
+          "nodeName": "API Request",
+          "responeType": "realtime",
+          "advance_schema": "{\n  \"dataset_summary\": \"string\"\n}"
+        },
+        "trigger": true
+      },
+      "type": "triggerNode",
+      "measured": {
+        "width": 216,
+        "height": 93
+      },
+      "position": {
+        "x": 0,
+        "y": 0
+      },
+      "selected": true
+    },
+    {
+      "id": "LLMNode_888",
+      "data": {
+        "label": "dynamicNode node",
+        "modes": {},
+        "nodeId": "LLMNode",
+        "values": {
+          "id": "LLMNode_888",
+          "tools": [],
+          "prompts": [
+            {
+              "id": "187c2f4b-c23d-4545-abef-73dc897d6b7b",
+              "role": "system",
+              "content": "You are an expert Data Engineer specializing in time-series forecasting. \nYour task is to analyze a provided dataset summary and generate production-ready Python code using `pandas` and `scikit-learn` to preprocess the data.\nFollow these strict rules:\n1. Analyze the dataset summary to identify the time-index, continuous variables, and categorical variables.\n2. Select appropriate imputation methods for missing time-series data (e.g., forward-fill, linear interpolation).\n3. Apply appropriate scaling (e.g., MinMaxScaler) suitable for sequence models.\n4. Output a brief, 2-3 sentence strategy explaining your choices.\n5. Provide the fully executable Python script in a single markdown code block. Do not include placeholder data generation; assume the dataframe `df` is already loaded."
+            },
+            {
+              "id": "187c2f4b-c23d-4545-abef-73dc897d6b7d",
+              "role": "user",
+              "content": "Here is the dataset summary to preprocess:\n{{trigger.dataset_summary}}"
+            }
+          ],
+          "memories": "[]",
+          "messages": "[]",
+          "nodeName": "Generate Text",
+          "attachments": "",
+          "credentials": "",
+          "generativeModelName": ""
+        }
+      },
+      "type": "dynamicNode",
+      "measured": {
+        "width": 216,
+        "height": 93
+      },
+      "position": {
+        "x": 0,
+        "y": 130
+      },
+      "selected": false
+    },
+    {
+      "id": "responseNode_triggerNode_1",
+      "data": {
+        "label": "Response",
+        "nodeId": "graphqlResponseNode",
+        "values": {
+          "id": "responseNode_triggerNode_1",
+          "headers": "{\"content-type\":\"application/json\"}",
+          "retries": "0",
+          "nodeName": "API Response",
+          "webhookUrl": "",
+          "retry_delay": "0",
+          "outputMapping": "{\n  \"preprocessing_script\": \"{{LLMNode_888.output}}\"\n}"
+        },
+        "isResponseNode": true
+      },
+      "type": "responseNode",
+      "measured": {
+        "width": 216,
+        "height": 93
+      },
+      "position": {
+        "x": 0,
+        "y": 260
+      },
+      "selected": false
+    }
+  ],
+  "edges": [
+    {
+      "id": "triggerNode_1-LLMNode_888",
+      "data": {},
+      "type": "defaultEdge",
+      "source": "triggerNode_1",
+      "target": "LLMNode_888",
+      "sourceHandle": "bottom",
+      "targetHandle": "top"
+    },
+    {
+      "id": "LLMNode_888-responseNode_triggerNode_1",
+      "type": "defaultEdge",
+      "source": "LLMNode_888",
+      "target": "responseNode_triggerNode_1",
+      "sourceHandle": "bottom",
+      "targetHandle": "top"
+    },
+    {
+      "id": "response-trigger_triggerNode_1",
+      "type": "responseEdge",
+      "source": "triggerNode_1",
+      "target": "responseNode_triggerNode_1",
+      "sourceHandle": "to-response",
+      "targetHandle": "from-trigger"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/inputs.json b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/inputs.json
new file mode 100644
index 00000000..669afbfc
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/inputs.json
@@ -0,0 +1,26 @@
+{
+  "LLMNode_888": [
+    {
+      "name": "generativeModelName",
+      "label": "Generative Model Name",
+      "type": "model",
+      "modelType": "generator/text",
+      "mode": "chat",
+      "description": "Select the model to generate text based on the prompt.",
+      "required": true,
+      "defaultValue": [
+        {
+          "configName": "configA",
+          "type": "generator/text",
+          "provider_name": "",
+          "credential_name": "",
+          "params": {}
+        }
+      ],
+      "typeOptions": {
+        "loadOptionsMethod": "listModels"
+      },
+      "isPrivate": true
+    }
+  ]
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json
new file mode 100644
index 00000000..652971b0
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json
@@ -0,0 +1,12 @@
+{
+  "name": "Time-Series Preprocessor",
+  "description": "",
+  "tags": [
+    "700b21a3-1ca4-45d4-8b41-89cd91f4f891",
+    "966d123f-da3b-4235-b5a1-1a557646177d"
+  ],
+  "testInput": "",
+  "githubUrl": "",
+  "documentationUrl": "",
+  "deployUrl": ""
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/hooks/use-mobile.ts b/kits/automation/time-series-preprocessor/hooks/use-mobile.ts
new file mode 100644
index 00000000..4331d5c5
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/hooks/use-mobile.ts
@@ -0,0 +1,19 @@
+import * as React from 'react'
+
+const MOBILE_BREAKPOINT = 768
+
+export function useIsMobile() {
+  const [isMobile, setIsMobile] = React.useState<boolean | undefined>(undefined)
+
+  React.useEffect(() => {
+    const mql = window.matchMedia(`(max-width: ${MOBILE_BREAKPOINT - 1}px)`)
+    const onChange = () => {
+      setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    }
+    mql.addEventListener('change', onChange)
+    setIsMobile(window.innerWidth < MOBILE_BREAKPOINT)
+    return () => mql.removeEventListener('change', onChange)
+  }, [])
+
+  return !!isMobile
+}
diff --git a/kits/automation/time-series-preprocessor/hooks/use-toast.ts b/kits/automation/time-series-preprocessor/hooks/use-toast.ts
new file mode 100644
index 00000000..8932bc51
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/hooks/use-toast.ts
@@ -0,0 +1,191 @@
+'use client'
+
+// Inspired by react-hot-toast library
+import * as React from 'react'
+
+import type { ToastActionElement, ToastProps } from '@/components/ui/toast'
+
+const TOAST_LIMIT = 1
+const TOAST_REMOVE_DELAY = 1000000
+
+type ToasterToast = ToastProps & {
+  id: string
+  title?: React.ReactNode
+  description?: React.ReactNode
+  action?: ToastActionElement
+}
+
+const actionTypes = {
+  ADD_TOAST: 'ADD_TOAST',
+  UPDATE_TOAST: 'UPDATE_TOAST',
+  DISMISS_TOAST: 'DISMISS_TOAST',
+  REMOVE_TOAST: 'REMOVE_TOAST',
+} as const
+
+let count = 0
+
+function genId() {
+  count = (count + 1) % Number.MAX_SAFE_INTEGER
+  return count.toString()
+}
+
+type ActionType = typeof actionTypes
+
+type Action =
+  | {
+      type: ActionType['ADD_TOAST']
+      toast: ToasterToast
+    }
+  | {
+      type: ActionType['UPDATE_TOAST']
+      toast: Partial<ToasterToast>
+    }
+  | {
+      type: ActionType['DISMISS_TOAST']
+      toastId?: ToasterToast['id']
+    }
+  | {
+      type: ActionType['REMOVE_TOAST']
+      toastId?: ToasterToast['id']
+    }
+
+interface State {
+  toasts: ToasterToast[]
+}
+
+const toastTimeouts = new Map<string, ReturnType<typeof setTimeout>>()
+
+const addToRemoveQueue = (toastId: string) => {
+  if (toastTimeouts.has(toastId)) {
+    return
+  }
+
+  const timeout = setTimeout(() => {
+    toastTimeouts.delete(toastId)
+    dispatch({
+      type: 'REMOVE_TOAST',
+      toastId: toastId,
+    })
+  }, TOAST_REMOVE_DELAY)
+
+  toastTimeouts.set(toastId, timeout)
+}
+
+export const reducer = (state: State, action: Action): State => {
+  switch (action.type) {
+    case 'ADD_TOAST':
+      return {
+        ...state,
+        toasts: [action.toast, ...state.toasts].slice(0, TOAST_LIMIT),
+      }
+
+    case 'UPDATE_TOAST':
+      return {
+        ...state,
+        toasts: state.toasts.map((t) =>
+          t.id === action.toast.id ? { ...t, ...action.toast } : t,
+        ),
+      }
+
+    case 'DISMISS_TOAST': {
+      const { toastId } = action
+
+      // ! Side effects ! - This could be extracted into a dismissToast() action,
+      // but I'll keep it here for simplicity
+      if (toastId) {
+        addToRemoveQueue(toastId)
+      } else {
+        state.toasts.forEach((toast) => {
+          addToRemoveQueue(toast.id)
+        })
+      }
+
+      return {
+        ...state,
+        toasts: state.toasts.map((t) =>
+          t.id === toastId || toastId === undefined
+            ? {
+                ...t,
+                open: false,
+              }
+            : t,
+        ),
+      }
+    }
+    case 'REMOVE_TOAST':
+      if (action.toastId === undefined) {
+        return {
+          ...state,
+          toasts: [],
+        }
+      }
+      return {
+        ...state,
+        toasts: state.toasts.filter((t) => t.id !== action.toastId),
+      }
+  }
+}
+
+const listeners: Array<(state: State) => void> = []
+
+let memoryState: State = { toasts: [] }
+
+function dispatch(action: Action) {
+  memoryState = reducer(memoryState, action)
+  listeners.forEach((listener) => {
+    listener(memoryState)
+  })
+}
+
+type Toast = Omit<ToasterToast, 'id'>
+
+function toast({ ...props }: Toast) {
+  const id = genId()
+
+  const update = (props: ToasterToast) =>
+    dispatch({
+      type: 'UPDATE_TOAST',
+      toast: { ...props, id },
+    })
+  const dismiss = () => dispatch({ type: 'DISMISS_TOAST', toastId: id })
+
+  dispatch({
+    type: 'ADD_TOAST',
+    toast: {
+      ...props,
+      id,
+      open: true,
+      onOpenChange: (open) => {
+        if (!open) dismiss()
+      },
+    },
+  })
+
+  return {
+    id: id,
+    dismiss,
+    update,
+  }
+}
+
+function useToast() {
+  const [state, setState] = React.useState<State>(memoryState)
+
+  React.useEffect(() => {
+    listeners.push(setState)
+    return () => {
+      const index = listeners.indexOf(setState)
+      if (index > -1) {
+        listeners.splice(index, 1)
+      }
+    }
+  }, [state])
+
+  return {
+    ...state,
+    toast,
+    dismiss: (toastId?: string) => dispatch({ type: 'DISMISS_TOAST', toastId }),
+  }
+}
+
+export { useToast, toast }
diff --git a/kits/automation/time-series-preprocessor/lib/lamatic-client.ts b/kits/automation/time-series-preprocessor/lib/lamatic-client.ts
new file mode 100644
index 00000000..dc2ce9e3
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/lib/lamatic-client.ts
@@ -0,0 +1,67 @@
+export function createLamaticClient() {
+  const apiUrl = process.env.LAMATIC_API_URL!;
+  const apiKey = process.env.LAMATIC_API_KEY!;
+  const projectId = process.env.LAMATIC_PROJECT_ID!;
+
+  return {
+    async executeFlow({
+      flowId,
+      inputs,
+    }: {
+      flowId: string;
+      inputs: Record<string, string>;
+    }) {
+      console.log("API URL:", apiUrl);
+      console.log("Flow ID:", flowId);
+      console.log("API Key:", apiKey?.substring(0, 10) + "...");
+      console.log("Project ID:", projectId);
+
+      const query = `
+        query ExecuteWorkflow(
+          $workflowId: String!
+          $dataset_summary: String
+        ) {
+          executeWorkflow(
+            workflowId: $workflowId
+            payload: {
+              dataset_summary: $dataset_summary
+            }
+          ) {
+            status
+            result
+          }
+        }
+      `;
+
+      const response = await fetch(apiUrl, {
+        method: "POST",
+        headers: {
+          "Authorization": `Bearer ${apiKey}`,
+          "Content-Type": "application/json",
+          "x-project-id": projectId,
+        },
+        body: JSON.stringify({
+          query,
+          variables: {
+            workflowId: flowId,
+            dataset_summary: inputs.dataset_summary,
+          },
+        }),
+      });
+
+      if (!response.ok) {
+        const errorText = await response.text();
+        console.log("Error response:", errorText);
+        throw new Error(`Lamatic API error: ${response.statusText}`);
+      }
+
+      const data = await response.json();
+      console.log("Response data:", JSON.stringify(data));
+      return {
+        data: {
+          generatedText: data?.data?.executeWorkflow?.result?.preprocessing_script?.generatedResponse,
+        },
+      };
+    },
+  };
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/lib/utils.ts b/kits/automation/time-series-preprocessor/lib/utils.ts
new file mode 100644
index 00000000..fed2fe91
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/lib/utils.ts
@@ -0,0 +1,6 @@
+import { clsx, type ClassValue } from 'clsx'
+import { twMerge } from 'tailwind-merge'
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs))
+}
diff --git a/kits/automation/time-series-preprocessor/next.config.mjs b/kits/automation/time-series-preprocessor/next.config.mjs
new file mode 100644
index 00000000..4cd9948a
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/next.config.mjs
@@ -0,0 +1,11 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  typescript: {
+    ignoreBuildErrors: true,
+  },
+  images: {
+    unoptimized: true,
+  },
+}
+
+export default nextConfig
diff --git a/kits/automation/time-series-preprocessor/package-lock.json b/kits/automation/time-series-preprocessor/package-lock.json
new file mode 100644
index 00000000..f4224b29
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/package-lock.json
@@ -0,0 +1,1356 @@
+{
+  "name": "time-series-preprocessor",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "time-series-preprocessor",
+      "version": "0.1.0",
+      "dependencies": {
+        "@tailwindcss/postcss": "^4.2.2",
+        "next": "^14.2.35",
+        "react": "^18",
+        "react-dom": "^18",
+        "tw-animate-css": "^1.4.0",
+        "typescript": "^5"
+      },
+      "devDependencies": {
+        "@types/node": "^20",
+        "@types/react": "^18",
+        "@types/react-dom": "^18",
+        "autoprefixer": "^10.5.0",
+        "postcss": "^8.5.10",
+        "tailwindcss": "^4.2.2"
+      }
+    },
+    "node_modules/@alloc/quick-lru": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@jridgewell/gen-mapping": {
+      "version": "0.3.13",
+      "resolved": "https://registry.npmjs.org/@jridgewell/gen-mapping/-/gen-mapping-0.3.13.tgz",
+      "integrity": "sha512-2kkt/7niJ6MgEPxF0bYdQ6etZaA+fQvDcLKckhy1yIQOzaoKjBBjSj63/aLVjYE3qhRt5dvM+uUyfCg6UKCBbA==",
+      "license": "MIT",
+      "dependencies": {
+        "@jridgewell/sourcemap-codec": "^1.5.0",
+        "@jridgewell/trace-mapping": "^0.3.24"
+      }
+    },
+    "node_modules/@jridgewell/remapping": {
+      "version": "2.3.5",
+      "resolved": "https://registry.npmjs.org/@jridgewell/remapping/-/remapping-2.3.5.tgz",
+      "integrity": "sha512-LI9u/+laYG4Ds1TDKSJW2YPrIlcVYOwi2fUC6xB43lueCjgxV4lffOCZCtYFiH6TNOX+tQKXx97T4IKHbhyHEQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@jridgewell/gen-mapping": "^0.3.5",
+        "@jridgewell/trace-mapping": "^0.3.24"
+      }
+    },
+    "node_modules/@jridgewell/resolve-uri": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/@jridgewell/resolve-uri/-/resolve-uri-3.1.2.tgz",
+      "integrity": "sha512-bRISgCIjP20/tbWSPWMEi54QVPRZExkuD9lJL+UIxUKtwVJA8wW1Trb1jMs1RFXo1CBTNZ/5hpC9QvmKWdopKw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.0.0"
+      }
+    },
+    "node_modules/@jridgewell/sourcemap-codec": {
+      "version": "1.5.5",
+      "resolved": "https://registry.npmjs.org/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.5.5.tgz",
+      "integrity": "sha512-cYQ9310grqxueWbl+WuIUIaiUaDcj7WOq5fVhEljNVgRfOUhY9fy2zTvfoqWsnebh8Sl70VScFbICvJnLKB0Og==",
+      "license": "MIT"
+    },
+    "node_modules/@jridgewell/trace-mapping": {
+      "version": "0.3.31",
+      "resolved": "https://registry.npmjs.org/@jridgewell/trace-mapping/-/trace-mapping-0.3.31.tgz",
+      "integrity": "sha512-zzNR+SdQSDJzc8joaeP8QQoCQr8NuYx2dIIytl1QeBEZHJ9uW6hebsrYgbz8hJwUQao3TWCMtmfV8Nu1twOLAw==",
+      "license": "MIT",
+      "dependencies": {
+        "@jridgewell/resolve-uri": "^3.1.0",
+        "@jridgewell/sourcemap-codec": "^1.4.14"
+      }
+    },
+    "node_modules/@next/env": {
+      "version": "14.2.35",
+      "resolved": "https://registry.npmjs.org/@next/env/-/env-14.2.35.tgz",
+      "integrity": "sha512-DuhvCtj4t9Gwrx80dmz2F4t/zKQ4ktN8WrMwOuVzkJfBilwAwGr6v16M5eI8yCuZ63H9TTuEU09Iu2HqkzFPVQ==",
+      "license": "MIT"
+    },
+    "node_modules/@next/swc-darwin-arm64": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-14.2.33.tgz",
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+      "cpu": [
+        "arm64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-darwin-x64": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-14.2.33.tgz",
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+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-linux-arm64-gnu": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-14.2.33.tgz",
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+      "cpu": [
+        "arm64"
+      ],
+      "libc": [
+        "glibc"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-linux-arm64-musl": {
+      "version": "14.2.33",
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+        "arm64"
+      ],
+      "libc": [
+        "musl"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-linux-x64-gnu": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-14.2.33.tgz",
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+      "cpu": [
+        "x64"
+      ],
+      "libc": [
+        "glibc"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-linux-x64-musl": {
+      "version": "14.2.33",
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+        "musl"
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+        "linux"
+      ],
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+        "node": ">= 10"
+      }
+    },
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+        "arm64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "win32"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-win32-ia32-msvc": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-ia32-msvc/-/swc-win32-ia32-msvc-14.2.33.tgz",
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+      "cpu": [
+        "ia32"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "win32"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-win32-x64-msvc": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-14.2.33.tgz",
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+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "win32"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@swc/counter": {
+      "version": "0.1.3",
+      "resolved": "https://registry.npmjs.org/@swc/counter/-/counter-0.1.3.tgz",
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+    "node_modules/@swc/helpers": {
+      "version": "0.5.5",
+      "resolved": "https://registry.npmjs.org/@swc/helpers/-/helpers-0.5.5.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@swc/counter": "^0.1.3",
+        "tslib": "^2.4.0"
+      }
+    },
+    "node_modules/@tailwindcss/node": {
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/@tailwindcss/node/-/node-4.2.2.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "@jridgewell/remapping": "^2.3.5",
+        "enhanced-resolve": "^5.19.0",
+        "jiti": "^2.6.1",
+        "lightningcss": "1.32.0",
+        "magic-string": "^0.30.21",
+        "source-map-js": "^1.2.1",
+        "tailwindcss": "4.2.2"
+      }
+    },
+    "node_modules/@tailwindcss/oxide": {
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/@tailwindcss/oxide/-/oxide-4.2.2.tgz",
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+      },
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+        "@tailwindcss/oxide-darwin-arm64": "4.2.2",
+        "@tailwindcss/oxide-darwin-x64": "4.2.2",
+        "@tailwindcss/oxide-freebsd-x64": "4.2.2",
+        "@tailwindcss/oxide-linux-arm-gnueabihf": "4.2.2",
+        "@tailwindcss/oxide-linux-arm64-gnu": "4.2.2",
+        "@tailwindcss/oxide-linux-arm64-musl": "4.2.2",
+        "@tailwindcss/oxide-linux-x64-gnu": "4.2.2",
+        "@tailwindcss/oxide-linux-x64-musl": "4.2.2",
+        "@tailwindcss/oxide-wasm32-wasi": "4.2.2",
+        "@tailwindcss/oxide-win32-arm64-msvc": "4.2.2",
+        "@tailwindcss/oxide-win32-x64-msvc": "4.2.2"
+      }
+    },
+    "node_modules/@tailwindcss/oxide-android-arm64": {
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+      "resolved": "https://registry.npmjs.org/@tailwindcss/oxide-android-arm64/-/oxide-android-arm64-4.2.2.tgz",
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+      ],
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+      "optional": true,
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+      ],
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+      }
+    },
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+      "license": "MIT",
+      "optional": true,
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+        "node": ">= 20"
+      }
+    },
+    "node_modules/@tailwindcss/oxide-freebsd-x64": {
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/@tailwindcss/oxide-freebsd-x64/-/oxide-freebsd-x64-4.2.2.tgz",
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+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "freebsd"
+      ],
+      "engines": {
+        "node": ">= 20"
+      }
+    },
+    "node_modules/@tailwindcss/oxide-linux-arm-gnueabihf": {
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/@tailwindcss/oxide-linux-arm-gnueabihf/-/oxide-linux-arm-gnueabihf-4.2.2.tgz",
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+      "cpu": [
+        "arm"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "linux"
+      ],
+      "engines": {
+        "node": ">= 20"
+      }
+    },
+    "node_modules/@tailwindcss/oxide-linux-arm64-gnu": {
+      "version": "4.2.2",
+      "resolved": "https://registry.npmjs.org/@tailwindcss/oxide-linux-arm64-gnu/-/oxide-linux-arm64-gnu-4.2.2.tgz",
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+      "license": "MIT",
+      "optional": true,
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diff --git a/kits/automation/time-series-preprocessor/package.json b/kits/automation/time-series-preprocessor/package.json
new file mode 100644
index 00000000..51414466
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/package.json
@@ -0,0 +1,27 @@
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+    "autoprefixer": "^10.5.0",
+    "postcss": "^8.5.10",
+    "tailwindcss": "^4.2.2"
+  }
+}
diff --git a/kits/automation/time-series-preprocessor/postcss.config.js b/kits/automation/time-series-preprocessor/postcss.config.js
new file mode 100644
index 00000000..dc655aa4
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/postcss.config.js
@@ -0,0 +1,6 @@
+module.exports = {
+  plugins: {
+    '@tailwindcss/postcss': {},
+    autoprefixer: {},
+  },
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/tailwind.config.js b/kits/automation/time-series-preprocessor/tailwind.config.js
new file mode 100644
index 00000000..252ea161
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/tailwind.config.js
@@ -0,0 +1,11 @@
+/** @type {import('tailwindcss').Config} */
+module.exports = {
+  content: [
+    "./app/**/*.{js,ts,jsx,tsx,mdx}",
+    "./components/**/*.{js,ts,jsx,tsx,mdx}",
+  ],
+  theme: {
+    extend: {},
+  },
+  plugins: [],
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/tsconfig.json b/kits/automation/time-series-preprocessor/tsconfig.json
new file mode 100644
index 00000000..96cd4a33
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/tsconfig.json
@@ -0,0 +1,23 @@
+{
+  "compilerOptions": {
+    "target": "es5",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "plugins": [{"name": "next"}],
+    "paths": {
+      "@/*": ["./*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
\ No newline at end of file
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 00000000..fd857d6b
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,6 @@
+{
+  "name": "AgentKit",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {}
+}

From 3a9a44029c3380fc6b4b8390b1c14d09463c54de Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Sun, 19 Apr 2026 04:34:59 +0530
Subject: [PATCH 02/26] docs: add flow README

---
 .../time-series-preprocessor/.gitignore       |  4 +-
 .../flows/time-series-preprocessor/README.me  | 75 +++++++++++++++++++
 2 files changed, 78 insertions(+), 1 deletion(-)
 create mode 100644 kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me

diff --git a/kits/automation/time-series-preprocessor/.gitignore b/kits/automation/time-series-preprocessor/.gitignore
index b28ea810..0d1e747b 100644
--- a/kits/automation/time-series-preprocessor/.gitignore
+++ b/kits/automation/time-series-preprocessor/.gitignore
@@ -24,4 +24,6 @@ yarn-error.log*
 
 # typescript
 *.tsbuildinfo
-next-env.d.ts
\ No newline at end of file
+next-env.d.ts
+
+.env.local
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me
new file mode 100644
index 00000000..b78bd83f
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me
@@ -0,0 +1,75 @@
+# Time-Series Preprocessor Flow
+
+## About This Flow
+This flow automates time-series data preprocessing by analyzing a dataset schema and generating production-ready Python code. It consists of 3 nodes working together to receive, process, and return a complete preprocessing pipeline.
+
+## Flow Components
+This workflow includes the following node types:
+- **API Request** — Receives the dataset summary as a JSON string input
+- **Generate Text** — Analyzes the schema using Gemini and generates a Python script
+- **API Response** — Returns the generated preprocessing script to the caller
+
+## Configuration Requirements
+This flow requires configuration for 1 node with private inputs:
+- **Generate Text node** — Requires a Google Gemini API key configured in Lamatic Studio credentials
+
+All required configurations are documented in the `inputs.json` file.
+
+## Files Included
+- `config.json` — Complete flow structure with nodes and connections
+- `inputs.json` — Private inputs requiring configuration
+- `meta.json` — Flow metadata and information
+
+## Input
+| Variable | Type | Description |
+|---|---|---|
+| `dataset_summary` | string | JSON summary of the dataset including column names, types, and missing value percentages |
+
+## Output
+| Variable | Type | Description |
+|---|---|---|
+| `result` | object | Contains the generated Python preprocessing script |
+
+## Example Input
+```json
+{
+  "dataset_name": "sensor_readings",
+  "frequency": "1min",
+  "columns": [
+    {"name": "timestamp", "type": "datetime"},
+    {"name": "temperature", "type": "float", "missing_pct": 5},
+    {"name": "pressure", "type": "float", "missing_pct": 2},
+    {"name": "status", "type": "categorical", "missing_pct": 0}
+  ],
+  "rows": 50000,
+  "target_column": "temperature"
+}
+```
+
+## Example Output
+```python
+import pandas as pd
+from sklearn.preprocessing import MinMaxScaler
+
+df['timestamp'] = pd.to_datetime(df['timestamp'])
+df = df.set_index('timestamp').sort_index()
+df['temperature'].fillna(method='ffill', inplace=True)
+df['pressure'].fillna(df['pressure'].mean(), inplace=True)
+scaler = MinMaxScaler()
+df[['temperature', 'pressure']] = scaler.fit_transform(df[['temperature', 'pressure']])
+```
+
+## Use Cases
+- Automating preprocessing for IoT sensor data
+- Preparing time-series data for LSTM or Transformer models
+- Standardizing data pipelines across multiple projects
+- Replacing manual, repetitive preprocessing scripts
+
+## Next Steps — Share with the Community
+This flow is contributed to the Lamatic AgentKit ecosystem.
+Visit [github.com/Lamatic/AgentKit](https://github.com/Lamatic/AgentKit) to explore more flows.
+
+## Support
+- Review node documentation for specific integrations
+- Check Lamatic documentation at [docs.lamatic.ai](https://docs.lamatic.ai)
+- Contact support for assistance
\ No newline at end of file

From 498504726e0dfd1bf240876942b62b5468d50cff Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Sun, 19 Apr 2026 04:42:56 +0530
Subject: [PATCH 03/26] fix: add missing flow README

---
 .../flows/time-series-preprocessor/README.md  | 75 +++++++++++++++++++
 1 file changed, 75 insertions(+)
 create mode 100644 kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md

diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md
new file mode 100644
index 00000000..b78bd83f
--- /dev/null
+++ b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md
@@ -0,0 +1,75 @@
+# Time-Series Preprocessor Flow
+
+## About This Flow
+This flow automates time-series data preprocessing by analyzing a dataset schema and generating production-ready Python code. It consists of 3 nodes working together to receive, process, and return a complete preprocessing pipeline.
+
+## Flow Components
+This workflow includes the following node types:
+- **API Request** — Receives the dataset summary as a JSON string input
+- **Generate Text** — Analyzes the schema using Gemini and generates a Python script
+- **API Response** — Returns the generated preprocessing script to the caller
+
+## Configuration Requirements
+This flow requires configuration for 1 node with private inputs:
+- **Generate Text node** — Requires a Google Gemini API key configured in Lamatic Studio credentials
+
+All required configurations are documented in the `inputs.json` file.
+
+## Files Included
+- `config.json` — Complete flow structure with nodes and connections
+- `inputs.json` — Private inputs requiring configuration
+- `meta.json` — Flow metadata and information
+
+## Input
+| Variable | Type | Description |
+|---|---|---|
+| `dataset_summary` | string | JSON summary of the dataset including column names, types, and missing value percentages |
+
+## Output
+| Variable | Type | Description |
+|---|---|---|
+| `result` | object | Contains the generated Python preprocessing script |
+
+## Example Input
+```json
+{
+  "dataset_name": "sensor_readings",
+  "frequency": "1min",
+  "columns": [
+    {"name": "timestamp", "type": "datetime"},
+    {"name": "temperature", "type": "float", "missing_pct": 5},
+    {"name": "pressure", "type": "float", "missing_pct": 2},
+    {"name": "status", "type": "categorical", "missing_pct": 0}
+  ],
+  "rows": 50000,
+  "target_column": "temperature"
+}
+```
+
+## Example Output
+```python
+import pandas as pd
+from sklearn.preprocessing import MinMaxScaler
+
+df['timestamp'] = pd.to_datetime(df['timestamp'])
+df = df.set_index('timestamp').sort_index()
+df['temperature'].fillna(method='ffill', inplace=True)
+df['pressure'].fillna(df['pressure'].mean(), inplace=True)
+scaler = MinMaxScaler()
+df[['temperature', 'pressure']] = scaler.fit_transform(df[['temperature', 'pressure']])
+```
+
+## Use Cases
+- Automating preprocessing for IoT sensor data
+- Preparing time-series data for LSTM or Transformer models
+- Standardizing data pipelines across multiple projects
+- Replacing manual, repetitive preprocessing scripts
+
+## Next Steps — Share with the Community
+This flow is contributed to the Lamatic AgentKit ecosystem.
+Visit [github.com/Lamatic/AgentKit](https://github.com/Lamatic/AgentKit) to explore more flows.
+
+## Support
+- Review node documentation for specific integrations
+- Check Lamatic documentation at [docs.lamatic.ai](https://docs.lamatic.ai)
+- Contact support for assistance
\ No newline at end of file

From b726eff5ba938d707a27c280ed85c8ced7ecc4da Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Sun, 19 Apr 2026 04:43:43 +0530
Subject: [PATCH 04/26] fix: remove root package-lock.json

---
 package-lock.json | 6 ------
 1 file changed, 6 deletions(-)
 delete mode 100644 package-lock.json

diff --git a/package-lock.json b/package-lock.json
deleted file mode 100644
index fd857d6b..00000000
--- a/package-lock.json
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-  "name": "AgentKit",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {}
-}

From 03d64402da9fff90a0e67990c39bb7da85315960 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 01:59:49 +0530
Subject: [PATCH 05/26] Fix: address Coderabbitai Review comments

---
 kits/automation/hiring/app/globals.css        | 158 ++----------------
 .../time-series-preprocessor/.env.example     |   2 +-
 .../time-series-preprocessor/README.md        |   4 +-
 .../time-series-preprocessor/app/page.tsx     |   2 +-
 .../time-series-preprocessor/package.json     |   2 +
 package-lock.json                             |   6 +
 6 files changed, 23 insertions(+), 151 deletions(-)
 create mode 100644 package-lock.json

diff --git a/kits/automation/hiring/app/globals.css b/kits/automation/hiring/app/globals.css
index f4a49a29..4d501917 100644
--- a/kits/automation/hiring/app/globals.css
+++ b/kits/automation/hiring/app/globals.css
@@ -1,153 +1,17 @@
 @import "tailwindcss";
-@import "tw-animate-css";
 
-@custom-variant dark (&:is(.dark *));
-
-:root {
-  --background: oklch(1 0 0);
-  --foreground: oklch(0.145 0 0);
-  --card: oklch(1 0 0);
-  --card-foreground: oklch(0.145 0 0);
-  --popover: oklch(1 0 0);
-  --popover-foreground: oklch(0.145 0 0);
-  --primary: oklch(0.205 0 0);
-  --primary-foreground: oklch(0.985 0 0);
-  --secondary: oklch(0.97 0 0);
-  --secondary-foreground: oklch(0.205 0 0);
-  --muted: oklch(0.97 0 0);
-  --muted-foreground: oklch(0.556 0 0);
-  --accent: oklch(0.97 0 0);
-  --accent-foreground: oklch(0.205 0 0);
-  --destructive: oklch(0.577 0.245 27.325);
-  --destructive-foreground: oklch(0.577 0.245 27.325);
-  --border: oklch(0.922 0 0);
-  --input: oklch(0.922 0 0);
-  --ring: oklch(0.708 0 0);
-  --chart-1: oklch(0.646 0.222 41.116);
-  --chart-2: oklch(0.6 0.118 184.704);
-  --chart-3: oklch(0.398 0.07 227.392);
-  --chart-4: oklch(0.828 0.189 84.429);
-  --chart-5: oklch(0.769 0.188 70.08);
-  --radius: 0.625rem;
-  --sidebar: oklch(0.985 0 0);
-  --sidebar-foreground: oklch(0.145 0 0);
-  --sidebar-primary: oklch(0.205 0 0);
-  --sidebar-primary-foreground: oklch(0.985 0 0);
-  --sidebar-accent: oklch(0.97 0 0);
-  --sidebar-accent-foreground: oklch(0.205 0 0);
-  --sidebar-border: oklch(0.922 0 0);
-  --sidebar-ring: oklch(0.708 0 0);
-}
-
-.dark {
-  --background: oklch(0.145 0 0);
-  --foreground: oklch(0.985 0 0);
-  --card: oklch(0.145 0 0);
-  --card-foreground: oklch(0.985 0 0);
-  --popover: oklch(0.145 0 0);
-  --popover-foreground: oklch(0.985 0 0);
-  --primary: oklch(0.985 0 0);
-  --primary-foreground: oklch(0.205 0 0);
-  --secondary: oklch(0.269 0 0);
-  --secondary-foreground: oklch(0.985 0 0);
-  --muted: oklch(0.269 0 0);
-  --muted-foreground: oklch(0.708 0 0);
-  --accent: oklch(0.269 0 0);
-  --accent-foreground: oklch(0.985 0 0);
-  --destructive: oklch(0.396 0.141 25.723);
-  --destructive-foreground: oklch(0.637 0.237 25.331);
-  --border: oklch(0.269 0 0);
-  --input: oklch(0.269 0 0);
-  --ring: oklch(0.439 0 0);
-  --chart-1: oklch(0.488 0.243 264.376);
-  --chart-2: oklch(0.696 0.17 162.48);
-  --chart-3: oklch(0.769 0.188 70.08);
-  --chart-4: oklch(0.627 0.265 303.9);
-  --chart-5: oklch(0.645 0.246 16.439);
-  --sidebar: oklch(0.205 0 0);
-  --sidebar-foreground: oklch(0.985 0 0);
-  --sidebar-primary: oklch(0.488 0.243 264.376);
-  --sidebar-primary-foreground: oklch(0.985 0 0);
-  --sidebar-accent: oklch(0.269 0 0);
-  --sidebar-accent-foreground: oklch(0.985 0 0);
-  --sidebar-border: oklch(0.269 0 0);
-  --sidebar-ring: oklch(0.439 0 0);
+html {
+  scroll-behavior: smooth;
 }
 
-@theme inline {
-  --color-background: var(--background);
-  --color-foreground: var(--foreground);
-  --color-card: var(--card);
-  --color-card-foreground: var(--card-foreground);
-  --color-popover: var(--popover);
-  --color-popover-foreground: var(--popover-foreground);
-  --color-primary: var(--primary);
-  --color-primary-foreground: var(--primary-foreground);
-  --color-secondary: var(--secondary);
-  --color-secondary-foreground: var(--secondary-foreground);
-  --color-muted: var(--muted);
-  --color-muted-foreground: var(--muted-foreground);
-  --color-accent: var(--accent);
-  --color-accent-foreground: var(--accent-foreground);
-  --color-destructive: var(--destructive);
-  --color-destructive-foreground: var(--destructive-foreground);
-  --color-border: var(--border);
-  --color-input: var(--input);
-  --color-ring: var(--ring);
-  --color-chart-1: var(--chart-1);
-  --color-chart-2: var(--chart-2);
-  --color-chart-3: var(--chart-3);
-  --color-chart-4: var(--chart-4);
-  --color-chart-5: var(--chart-5);
-  --radius-sm: calc(var(--radius) - 4px);
-  --radius-md: calc(var(--radius) - 2px);
-  --radius-lg: var(--radius);
-  --radius-xl: calc(var(--radius) + 4px);
-  --color-sidebar: var(--sidebar);
-  --color-sidebar-foreground: var(--sidebar-foreground);
-  --color-sidebar-primary: var(--sidebar-primary);
-  --color-sidebar-primary-foreground: var(--sidebar-primary-foreground);
-  --color-sidebar-accent: var(--sidebar-accent);
-  --color-sidebar-accent-foreground: var(--sidebar-accent-foreground);
-  --color-sidebar-border: var(--sidebar-border);
-  --color-sidebar-ring: var(--sidebar-ring);
+* {
+  box-sizing: border-box;
+  margin: 0;
+  padding: 0;
 }
 
-@layer base {
-  * {
-    @apply border-border outline-ring/50;
-  }
-  body {
-    @apply bg-background text-foreground;
-  }
-
-  .prose-invert {
-    color: rgb(255, 255, 255);
-  }
-
-  .prose-invert p,
-  .prose-invert ul,
-  .prose-invert ol,
-  .prose-invert li,
-  .prose-invert strong,
-  .prose-invert em,
-  .prose-invert span,
-  .prose-invert div {
-    color: rgb(229, 231, 235) !important;
-  }
-
-  .prose-invert strong {
-    color: rgb(255, 255, 255) !important;
-    font-weight: 600;
-  }
-
-  .prose-invert ul,
-  .prose-invert ol {
-    padding-left: 1.5rem;
-    margin: 0.5rem 0;
-  }
-
-  .prose-invert li {
-    margin: 0.25rem 0;
-  }
-}
+body {
+  font-family: 'Inter', sans-serif;
+  background-color: #f5f5f5;
+  color: #111;
+}
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/.env.example b/kits/automation/time-series-preprocessor/.env.example
index c7058322..aeca4c07 100644
--- a/kits/automation/time-series-preprocessor/.env.example
+++ b/kits/automation/time-series-preprocessor/.env.example
@@ -1,4 +1,4 @@
 TIME_SERIES_PREPROCESSOR="Your Flow ID from Lamatic Studio"
 LAMATIC_API_URL="Your API Endpoint URL"
 LAMATIC_PROJECT_ID="Your Project ID"
-LAMATIC_API_KEY="Your API Key"
\ No newline at end of file
+LAMATIC_API_KEY="Your API Key"
diff --git a/kits/automation/time-series-preprocessor/README.md b/kits/automation/time-series-preprocessor/README.md
index c3d849af..46f57eb8 100644
--- a/kits/automation/time-series-preprocessor/README.md
+++ b/kits/automation/time-series-preprocessor/README.md
@@ -131,7 +131,7 @@ print(df.head())
 
 ## Project Structure
 
-```
+```text
 time-series-preprocessor/
 ├── actions/
 │   └── orchestrate.ts       # Server action calling the Lamatic flow
@@ -159,4 +159,4 @@ Contributions are welcome. Open an issue or pull request in the [AgentKit reposi
 
 ## License
 
-MIT License — see [LICENSE](../../../../LICENSE).
\ No newline at end of file
+MIT License — see [LICENSE](../../../LICENSE).
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/app/page.tsx b/kits/automation/time-series-preprocessor/app/page.tsx
index 0634c4df..6749ed88 100644
--- a/kits/automation/time-series-preprocessor/app/page.tsx
+++ b/kits/automation/time-series-preprocessor/app/page.tsx
@@ -122,7 +122,7 @@ export default function Home() {
           <div style={{ display: "flex", flexDirection: "column", gap: "0.65rem" }}>
             {FEATURES.map(item => (
               <div key={item.title} style={{ display: "flex", gap: "12px", alignItems: "flex-start", padding: "0.8rem 1rem", background: "#f9f9f9", borderRadius: "10px", border: "1px solid #f0f0f0" }}>
-                <span style={{ fontSize: "1.1rem", marginTop: "1px" }}>{item.icon}</span>
+                
                 <div>
                   <span style={{ fontWeight: 700, fontSize: "0.85rem", color: "#111" }}>{item.title}</span>
                   <span style={{ color: "#777", fontSize: "0.85rem" }}> — {item.desc}</span>
diff --git a/kits/automation/time-series-preprocessor/package.json b/kits/automation/time-series-preprocessor/package.json
index 51414466..d1b213f1 100644
--- a/kits/automation/time-series-preprocessor/package.json
+++ b/kits/automation/time-series-preprocessor/package.json
@@ -9,6 +9,8 @@
     "lint": "next lint"
   },
   "dependencies": {
+    "lucide-react": "^0.383.0",
+    "next": "^14.2.35",
     "@tailwindcss/postcss": "^4.2.2",
     "next": "^14.2.35",
     "react": "^18",
diff --git a/package-lock.json b/package-lock.json
new file mode 100644
index 00000000..fd857d6b
--- /dev/null
+++ b/package-lock.json
@@ -0,0 +1,6 @@
+{
+  "name": "AgentKit",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {}
+}

From 2b723049f381ceb640af2a142c17e4dcaaa9f939 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 02:43:18 +0530
Subject: [PATCH 06/26] fix: remove incorrect root package-lock.json

---
 package-lock.json | 6 ------
 1 file changed, 6 deletions(-)
 delete mode 100644 package-lock.json

diff --git a/package-lock.json b/package-lock.json
deleted file mode 100644
index fd857d6b..00000000
--- a/package-lock.json
+++ /dev/null
@@ -1,6 +0,0 @@
-{
-  "name": "AgentKit",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {}
-}

From 651149fd1c91fc6b1b93f1df022f77e9214970d2 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 02:52:14 +0530
Subject: [PATCH 07/26] fix: restore hiring kit globals.css to original

---
 kits/automation/hiring/app/globals.css | Bin 209 -> 9836 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/kits/automation/hiring/app/globals.css b/kits/automation/hiring/app/globals.css
index 4d5019175777ee3e166b52932b206229c00cd84f..714d4e7aaa86efc847a54f2707bd35e202637f9b 100644
GIT binary patch
literal 9836
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I^nG8Kf72mB^8f$<


From 3fadeaaa1a6cf240fe2161d9169ea9e7b779fd58 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 02:54:11 +0530
Subject: [PATCH 08/26] fix: restore hiring kit globals.css with correct
 encoding

---
 kits/automation/hiring/app/globals.css | Bin 9836 -> 4767 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)

diff --git a/kits/automation/hiring/app/globals.css b/kits/automation/hiring/app/globals.css
index 714d4e7aaa86efc847a54f2707bd35e202637f9b..07bfb7e8e46400d982d1d1a6ec39b290f7371df3 100644
GIT binary patch
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kj&QSP=cPEtcor6G^65FfL7&dqX?i$%!x^)tDU9F$0qz%=AOHXW


From 4d9842b62eb7693f327e4dd02eeabee56ff2a79a Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 02:57:05 +0530
Subject: [PATCH 09/26] fix: restore hiring kit globals.css correctly

---
 kits/automation/hiring/app/globals.css | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/kits/automation/hiring/app/globals.css b/kits/automation/hiring/app/globals.css
index 07bfb7e8..f4a49a29 100644
--- a/kits/automation/hiring/app/globals.css
+++ b/kits/automation/hiring/app/globals.css
@@ -1,4 +1,4 @@
-@import "tailwindcss";
+@import "tailwindcss";
 @import "tw-animate-css";
 
 @custom-variant dark (&:is(.dark *));

From 268d758d1c7049026c9d56470dda98b0f4cd2900 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 03:10:41 +0530
Subject: [PATCH 10/26] fix: add missing dependencies, use Lamatic SDK, guard
 env variable

---
 .../time-series-preprocessor/README.md        |    4 +-
 .../actions/orchestrate.ts                    |    6 +-
 .../lib/lamatic-client.ts                     |   57 +-
 .../package-lock.json                         | 2658 ++++++++++++++++-
 .../time-series-preprocessor/package.json     |   45 +-
 5 files changed, 2603 insertions(+), 167 deletions(-)

diff --git a/kits/automation/time-series-preprocessor/README.md b/kits/automation/time-series-preprocessor/README.md
index 46f57eb8..3962d626 100644
--- a/kits/automation/time-series-preprocessor/README.md
+++ b/kits/automation/time-series-preprocessor/README.md
@@ -131,7 +131,7 @@ print(df.head())
 
 ## Project Structure
 
-```text
+````text
 time-series-preprocessor/
 ├── actions/
 │   └── orchestrate.ts       # Server action calling the Lamatic flow
@@ -149,7 +149,7 @@ time-series-preprocessor/
 ├── .env.example             # Environment variable template
 ├── config.json              # Kit metadata
 └── README.md
-```
+````
 
 ---
 
diff --git a/kits/automation/time-series-preprocessor/actions/orchestrate.ts b/kits/automation/time-series-preprocessor/actions/orchestrate.ts
index 264b2c47..bafc66bf 100644
--- a/kits/automation/time-series-preprocessor/actions/orchestrate.ts
+++ b/kits/automation/time-series-preprocessor/actions/orchestrate.ts
@@ -5,9 +5,13 @@ import { createLamaticClient } from "@/lib/lamatic-client";
 const client = createLamaticClient();
 
 export async function preprocessTimeSeries(datasetSummary: string) {
+  if (!process.env.TIME_SERIES_PREPROCESSOR) {
+    throw new Error("TIME_SERIES_PREPROCESSOR environment variable is not set");
+  }
+
   try {
     const response = await client.executeFlow({
-      flowId: process.env.TIME_SERIES_PREPROCESSOR!,
+      flowId: process.env.TIME_SERIES_PREPROCESSOR,
       inputs: {
         dataset_summary: datasetSummary,
       },
diff --git a/kits/automation/time-series-preprocessor/lib/lamatic-client.ts b/kits/automation/time-series-preprocessor/lib/lamatic-client.ts
index dc2ce9e3..76035a16 100644
--- a/kits/automation/time-series-preprocessor/lib/lamatic-client.ts
+++ b/kits/automation/time-series-preprocessor/lib/lamatic-client.ts
@@ -1,8 +1,16 @@
+import Lamatic from "lamatic";
+
 export function createLamaticClient() {
   const apiUrl = process.env.LAMATIC_API_URL!;
   const apiKey = process.env.LAMATIC_API_KEY!;
   const projectId = process.env.LAMATIC_PROJECT_ID!;
 
+  const client = new Lamatic({
+    endpoint: apiUrl,
+    projectId,
+    apiKey,
+  });
+
   return {
     async executeFlow({
       flowId,
@@ -11,55 +19,16 @@ export function createLamaticClient() {
       flowId: string;
       inputs: Record<string, string>;
     }) {
-      console.log("API URL:", apiUrl);
-      console.log("Flow ID:", flowId);
-      console.log("API Key:", apiKey?.substring(0, 10) + "...");
-      console.log("Project ID:", projectId);
-
-      const query = `
-        query ExecuteWorkflow(
-          $workflowId: String!
-          $dataset_summary: String
-        ) {
-          executeWorkflow(
-            workflowId: $workflowId
-            payload: {
-              dataset_summary: $dataset_summary
-            }
-          ) {
-            status
-            result
-          }
-        }
-      `;
-
-      const response = await fetch(apiUrl, {
-        method: "POST",
-        headers: {
-          "Authorization": `Bearer ${apiKey}`,
-          "Content-Type": "application/json",
-          "x-project-id": projectId,
+      const response = await client.executeFlow({
+        flowId,
+        payload: {
+          dataset_summary: inputs.dataset_summary,
         },
-        body: JSON.stringify({
-          query,
-          variables: {
-            workflowId: flowId,
-            dataset_summary: inputs.dataset_summary,
-          },
-        }),
       });
 
-      if (!response.ok) {
-        const errorText = await response.text();
-        console.log("Error response:", errorText);
-        throw new Error(`Lamatic API error: ${response.statusText}`);
-      }
-
-      const data = await response.json();
-      console.log("Response data:", JSON.stringify(data));
       return {
         data: {
-          generatedText: data?.data?.executeWorkflow?.result?.preprocessing_script?.generatedResponse,
+          generatedText: response?.result?.preprocessing_script,
         },
       };
     },
diff --git a/kits/automation/time-series-preprocessor/package-lock.json b/kits/automation/time-series-preprocessor/package-lock.json
index f4224b29..22d93d7f 100644
--- a/kits/automation/time-series-preprocessor/package-lock.json
+++ b/kits/automation/time-series-preprocessor/package-lock.json
@@ -8,12 +8,53 @@
       "name": "time-series-preprocessor",
       "version": "0.1.0",
       "dependencies": {
+        "@radix-ui/react-accordion": "^1.2.12",
+        "@radix-ui/react-alert-dialog": "^1.1.15",
+        "@radix-ui/react-avatar": "^1.1.11",
+        "@radix-ui/react-checkbox": "^1.3.3",
+        "@radix-ui/react-collapsible": "^1.1.12",
+        "@radix-ui/react-context-menu": "^2.2.16",
+        "@radix-ui/react-dialog": "^1.1.15",
+        "@radix-ui/react-dropdown-menu": "^2.1.16",
+        "@radix-ui/react-hover-card": "^1.1.15",
+        "@radix-ui/react-label": "^2.1.8",
+        "@radix-ui/react-menubar": "^1.1.16",
+        "@radix-ui/react-navigation-menu": "^1.2.14",
+        "@radix-ui/react-popover": "^1.1.15",
+        "@radix-ui/react-progress": "^1.1.8",
+        "@radix-ui/react-radio-group": "^1.3.8",
+        "@radix-ui/react-scroll-area": "^1.2.10",
+        "@radix-ui/react-select": "^2.2.6",
+        "@radix-ui/react-separator": "^1.1.8",
+        "@radix-ui/react-slider": "^1.3.6",
+        "@radix-ui/react-slot": "^1.2.4",
+        "@radix-ui/react-switch": "^1.2.6",
+        "@radix-ui/react-tabs": "^1.1.13",
+        "@radix-ui/react-toast": "^1.2.15",
+        "@radix-ui/react-toggle": "^1.1.10",
+        "@radix-ui/react-toggle-group": "^1.1.11",
+        "@radix-ui/react-tooltip": "^1.2.8",
         "@tailwindcss/postcss": "^4.2.2",
+        "class-variance-authority": "^0.7.1",
+        "clsx": "^2.1.1",
+        "cmdk": "^1.1.1",
+        "embla-carousel-react": "^8.6.0",
+        "input-otp": "^1.4.2",
+        "lamatic": "^0.3.2",
+        "lucide-react": "^0.383.0",
         "next": "^14.2.35",
+        "next-themes": "^0.4.6",
         "react": "^18",
+        "react-day-picker": "^9.14.0",
         "react-dom": "^18",
+        "react-hook-form": "^7.72.1",
+        "react-resizable-panels": "^4.10.0",
+        "recharts": "^3.8.1",
+        "sonner": "^2.0.7",
+        "tailwind-merge": "^3.5.0",
         "tw-animate-css": "^1.4.0",
-        "typescript": "^5"
+        "typescript": "^5",
+        "vaul": "^1.1.2"
       },
       "devDependencies": {
         "@types/node": "^20",
@@ -36,6 +77,50 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/@date-fns/tz": {
+      "version": "1.4.1",
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+    "node_modules/sonner": {
+      "version": "2.0.7",
+      "resolved": "https://registry.npmjs.org/sonner/-/sonner-2.0.7.tgz",
+      "integrity": "sha512-W6ZN4p58k8aDKA4XPcx2hpIQXBRAgyiWVkYhT7CvK6D3iAu7xjvVyhQHg2/iaKJZ1XVJ4r7XuwGL+WGEK37i9w==",
+      "license": "MIT",
+      "peerDependencies": {
+        "react": "^18.0.0 || ^19.0.0 || ^19.0.0-rc",
+        "react-dom": "^18.0.0 || ^19.0.0 || ^19.0.0-rc"
+      }
+    },
     "node_modules/source-map-js": {
       "version": "1.2.1",
       "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz",
@@ -1267,6 +3588,16 @@
         }
       }
     },
+    "node_modules/tailwind-merge": {
+      "version": "3.5.0",
+      "resolved": "https://registry.npmjs.org/tailwind-merge/-/tailwind-merge-3.5.0.tgz",
+      "integrity": "sha512-I8K9wewnVDkL1NTGoqWmVEIlUcB9gFriAEkXkfCjX5ib8ezGxtR3xD7iZIxrfArjEsH7F1CHD4RFUtxefdqV/A==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/dcastil"
+      }
+    },
     "node_modules/tailwindcss": {
       "version": "4.2.2",
       "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.2.2.tgz",
@@ -1286,6 +3617,12 @@
         "url": "https://opencollective.com/webpack"
       }
     },
+    "node_modules/tiny-invariant": {
+      "version": "1.3.3",
+      "resolved": "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.3.3.tgz",
+      "integrity": "sha512-+FbBPE1o9QAYvviau/qC5SE3caw21q3xkvWKBtja5vgqOWIHHJ3ioaq1VPfn/Szqctz2bU/oYeKd9/z5BL+PVg==",
+      "license": "MIT"
+    },
     "node_modules/tslib": {
       "version": "2.8.1",
       "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.8.1.tgz",
@@ -1351,6 +3688,93 @@
       "peerDependencies": {
         "browserslist": ">= 4.21.0"
       }
+    },
+    "node_modules/use-callback-ref": {
+      "version": "1.3.3",
+      "resolved": "https://registry.npmjs.org/use-callback-ref/-/use-callback-ref-1.3.3.tgz",
+      "integrity": "sha512-jQL3lRnocaFtu3V00JToYz/4QkNWswxijDaCVNZRiRTO3HQDLsdu1ZtmIUvV4yPp+rvWm5j0y0TG/S61cuijTg==",
+      "license": "MIT",
+      "dependencies": {
+        "tslib": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/use-sidecar": {
+      "version": "1.1.3",
+      "resolved": "https://registry.npmjs.org/use-sidecar/-/use-sidecar-1.1.3.tgz",
+      "integrity": "sha512-Fedw0aZvkhynoPYlA5WXrMCAMm+nSWdZt6lzJQ7Ok8S6Q+VsHmHpRWndVRJ8Be0ZbkfPc5LRYH+5XrzXcEeLRQ==",
+      "license": "MIT",
+      "dependencies": {
+        "detect-node-es": "^1.1.0",
+        "tslib": "^2.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "peerDependencies": {
+        "@types/react": "*",
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0 || ^19.0.0-rc"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/use-sync-external-store": {
+      "version": "1.6.0",
+      "resolved": "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz",
+      "integrity": "sha512-Pp6GSwGP/NrPIrxVFAIkOQeyw8lFenOHijQWkUTrDvrF4ALqylP2C/KCkeS9dpUM3KvYRQhna5vt7IL95+ZQ9w==",
+      "license": "MIT",
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/vaul": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/vaul/-/vaul-1.1.2.tgz",
+      "integrity": "sha512-ZFkClGpWyI2WUQjdLJ/BaGuV6AVQiJ3uELGk3OYtP+B6yCO7Cmn9vPFXVJkRaGkOJu3m8bQMgtyzNHixULceQA==",
+      "license": "MIT",
+      "dependencies": {
+        "@radix-ui/react-dialog": "^1.1.1"
+      },
+      "peerDependencies": {
+        "react": "^16.8 || ^17.0 || ^18.0 || ^19.0.0 || ^19.0.0-rc",
+        "react-dom": "^16.8 || ^17.0 || ^18.0 || ^19.0.0 || ^19.0.0-rc"
+      }
+    },
+    "node_modules/victory-vendor": {
+      "version": "37.3.6",
+      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-37.3.6.tgz",
+      "integrity": "sha512-SbPDPdDBYp+5MJHhBCAyI7wKM3d5ivekigc2Dk2s7pgbZ9wIgIBYGVw4zGHBml/qTFbexrofXW6Gu4noGxrOwQ==",
+      "license": "MIT AND ISC",
+      "dependencies": {
+        "@types/d3-array": "^3.0.3",
+        "@types/d3-ease": "^3.0.0",
+        "@types/d3-interpolate": "^3.0.1",
+        "@types/d3-scale": "^4.0.2",
+        "@types/d3-shape": "^3.1.0",
+        "@types/d3-time": "^3.0.0",
+        "@types/d3-timer": "^3.0.0",
+        "d3-array": "^3.1.6",
+        "d3-ease": "^3.0.1",
+        "d3-interpolate": "^3.0.1",
+        "d3-scale": "^4.0.2",
+        "d3-shape": "^3.1.0",
+        "d3-time": "^3.0.0",
+        "d3-timer": "^3.0.1"
+      }
     }
   }
 }
diff --git a/kits/automation/time-series-preprocessor/package.json b/kits/automation/time-series-preprocessor/package.json
index d1b213f1..74cfa106 100644
--- a/kits/automation/time-series-preprocessor/package.json
+++ b/kits/automation/time-series-preprocessor/package.json
@@ -9,14 +9,53 @@
     "lint": "next lint"
   },
   "dependencies": {
-    "lucide-react": "^0.383.0",
-    "next": "^14.2.35",
+    "@radix-ui/react-accordion": "^1.2.12",
+    "@radix-ui/react-alert-dialog": "^1.1.15",
+    "@radix-ui/react-avatar": "^1.1.11",
+    "@radix-ui/react-checkbox": "^1.3.3",
+    "@radix-ui/react-collapsible": "^1.1.12",
+    "@radix-ui/react-context-menu": "^2.2.16",
+    "@radix-ui/react-dialog": "^1.1.15",
+    "@radix-ui/react-dropdown-menu": "^2.1.16",
+    "@radix-ui/react-hover-card": "^1.1.15",
+    "@radix-ui/react-label": "^2.1.8",
+    "@radix-ui/react-menubar": "^1.1.16",
+    "@radix-ui/react-navigation-menu": "^1.2.14",
+    "@radix-ui/react-popover": "^1.1.15",
+    "@radix-ui/react-progress": "^1.1.8",
+    "@radix-ui/react-radio-group": "^1.3.8",
+    "@radix-ui/react-scroll-area": "^1.2.10",
+    "@radix-ui/react-select": "^2.2.6",
+    "@radix-ui/react-separator": "^1.1.8",
+    "@radix-ui/react-slider": "^1.3.6",
+    "@radix-ui/react-slot": "^1.2.4",
+    "@radix-ui/react-switch": "^1.2.6",
+    "@radix-ui/react-tabs": "^1.1.13",
+    "@radix-ui/react-toast": "^1.2.15",
+    "@radix-ui/react-toggle": "^1.1.10",
+    "@radix-ui/react-toggle-group": "^1.1.11",
+    "@radix-ui/react-tooltip": "^1.2.8",
     "@tailwindcss/postcss": "^4.2.2",
+    "class-variance-authority": "^0.7.1",
+    "clsx": "^2.1.1",
+    "cmdk": "^1.1.1",
+    "embla-carousel-react": "^8.6.0",
+    "input-otp": "^1.4.2",
+    "lamatic": "^0.3.2",
+    "lucide-react": "^0.383.0",
     "next": "^14.2.35",
+    "next-themes": "^0.4.6",
     "react": "^18",
+    "react-day-picker": "^9.14.0",
     "react-dom": "^18",
+    "react-hook-form": "^7.72.1",
+    "react-resizable-panels": "^4.10.0",
+    "recharts": "^3.8.1",
+    "sonner": "^2.0.7",
+    "tailwind-merge": "^3.5.0",
     "tw-animate-css": "^1.4.0",
-    "typescript": "^5"
+    "typescript": "^5",
+    "vaul": "^1.1.2"
   },
   "devDependencies": {
     "@types/node": "^20",

From 1a7c4a25910263dd3cfcde3326e8dab1666423e9 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 12:49:39 +0530
Subject: [PATCH 11/26] Fix: add reInit listener cleanup in carousel effect

---
 .../time-series-preprocessor/components/ui/carousel.tsx          | 1 +
 1 file changed, 1 insertion(+)

diff --git a/kits/automation/time-series-preprocessor/components/ui/carousel.tsx b/kits/automation/time-series-preprocessor/components/ui/carousel.tsx
index d4a768e7..ebbfc288 100644
--- a/kits/automation/time-series-preprocessor/components/ui/carousel.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/carousel.tsx
@@ -100,6 +100,7 @@ function Carousel({
     api.on('select', onSelect)
 
     return () => {
+      api?.off('reInit', onSelect)
       api?.off('select', onSelect)
     }
   }, [api, onSelect])

From 07cb91a6c147983f641e6c42df7b3f2cfe0d64d7 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 12:58:17 +0530
Subject: [PATCH 12/26] security: Validate css values in chart component

---
 .../automation/time-series-preprocessor/components/ui/chart.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/kits/automation/time-series-preprocessor/components/ui/chart.tsx b/kits/automation/time-series-preprocessor/components/ui/chart.tsx
index 421fe589..55bdf359 100644
--- a/kits/automation/time-series-preprocessor/components/ui/chart.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/chart.tsx
@@ -89,7 +89,7 @@ ${colorConfig
   .map(([key, itemConfig]) => {
     const color =
       itemConfig.theme?.[theme as keyof typeof itemConfig.theme] ||
-      itemConfig.color
+      (itemConfig.color && /^(#|rgb|hsl|[a-z])/.test(itemConfig.color) ? itemConfig.color : 'inherit')
     return color ? `  --color-${key}: ${color};` : null
   })
   .join('\n')}

From d9de8edd235dd462075e3ae441ba89a9ea84aa32 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 13:03:13 +0530
Subject: [PATCH 13/26] Fix:change empty Description from div to p element

---
 .../automation/time-series-preprocessor/components/ui/empty.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/kits/automation/time-series-preprocessor/components/ui/empty.tsx b/kits/automation/time-series-preprocessor/components/ui/empty.tsx
index 2c57e948..d4ad3d18 100644
--- a/kits/automation/time-series-preprocessor/components/ui/empty.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/empty.tsx
@@ -70,7 +70,7 @@ function EmptyTitle({ className, ...props }: React.ComponentProps<'div'>) {
 
 function EmptyDescription({ className, ...props }: React.ComponentProps<'p'>) {
   return (
-    <div
+    <p
       data-slot="empty-description"
       className={cn(
         'text-muted-foreground [&>a:hover]:text-primary text-sm/relaxed [&>a]:underline [&>a]:underline-offset-4',

From 7476d1dd8c9aa85ab85cc307250964c428f5a6e8 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 13:24:31 +0530
Subject: [PATCH 14/26] Fix: format flow readme

---
 .../flows/time-series-preprocessor/README.md       | 14 +++++++++++++-
 1 file changed, 13 insertions(+), 1 deletion(-)

diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md
index b78bd83f..3825d65b 100644
--- a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md
+++ b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.md
@@ -1,36 +1,43 @@
 # Time-Series Preprocessor Flow
 
 ## About This Flow
+
 This flow automates time-series data preprocessing by analyzing a dataset schema and generating production-ready Python code. It consists of 3 nodes working together to receive, process, and return a complete preprocessing pipeline.
 
 ## Flow Components
+
 This workflow includes the following node types:
 - **API Request** — Receives the dataset summary as a JSON string input
 - **Generate Text** — Analyzes the schema using Gemini and generates a Python script
 - **API Response** — Returns the generated preprocessing script to the caller
 
 ## Configuration Requirements
+
 This flow requires configuration for 1 node with private inputs:
 - **Generate Text node** — Requires a Google Gemini API key configured in Lamatic Studio credentials
 
 All required configurations are documented in the `inputs.json` file.
 
 ## Files Included
+
 - `config.json` — Complete flow structure with nodes and connections
 - `inputs.json` — Private inputs requiring configuration
 - `meta.json` — Flow metadata and information
 
 ## Input
+
 | Variable | Type | Description |
 |---|---|---|
 | `dataset_summary` | string | JSON summary of the dataset including column names, types, and missing value percentages |
 
 ## Output
+
 | Variable | Type | Description |
 |---|---|---|
 | `result` | object | Contains the generated Python preprocessing script |
 
 ## Example Input
+
 ```json
 {
   "dataset_name": "sensor_readings",
@@ -47,6 +54,7 @@ All required configurations are documented in the `inputs.json` file.
 ```
 
 ## Example Output
+
 ```python
 import pandas as pd
 from sklearn.preprocessing import MinMaxScaler
@@ -60,16 +68,20 @@ df[['temperature', 'pressure']] = scaler.fit_transform(df[['temperature', 'press
 ```
 
 ## Use Cases
+
 - Automating preprocessing for IoT sensor data
 - Preparing time-series data for LSTM or Transformer models
 - Standardizing data pipelines across multiple projects
 - Replacing manual, repetitive preprocessing scripts
 
 ## Next Steps — Share with the Community
+
 This flow is contributed to the Lamatic AgentKit ecosystem.
 Visit [github.com/Lamatic/AgentKit](https://github.com/Lamatic/AgentKit) to explore more flows.
 
 ## Support
+
 - Review node documentation for specific integrations
 - Check Lamatic documentation at [docs.lamatic.ai](https://docs.lamatic.ai)
-- Contact support for assistance
\ No newline at end of file
+- Contact support for assistance
+- 
\ No newline at end of file

From b815c93028e194374d0101eb204b2cfb462dbe7a Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 13:27:22 +0530
Subject: [PATCH 15/26] fix: remove duplicate README.me file

---
 .../flows/time-series-preprocessor/README.me  | 75 -------------------
 1 file changed, 75 deletions(-)
 delete mode 100644 kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me

diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me
deleted file mode 100644
index b78bd83f..00000000
--- a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/README.me
+++ /dev/null
@@ -1,75 +0,0 @@
-# Time-Series Preprocessor Flow
-
-## About This Flow
-This flow automates time-series data preprocessing by analyzing a dataset schema and generating production-ready Python code. It consists of 3 nodes working together to receive, process, and return a complete preprocessing pipeline.
-
-## Flow Components
-This workflow includes the following node types:
-- **API Request** — Receives the dataset summary as a JSON string input
-- **Generate Text** — Analyzes the schema using Gemini and generates a Python script
-- **API Response** — Returns the generated preprocessing script to the caller
-
-## Configuration Requirements
-This flow requires configuration for 1 node with private inputs:
-- **Generate Text node** — Requires a Google Gemini API key configured in Lamatic Studio credentials
-
-All required configurations are documented in the `inputs.json` file.
-
-## Files Included
-- `config.json` — Complete flow structure with nodes and connections
-- `inputs.json` — Private inputs requiring configuration
-- `meta.json` — Flow metadata and information
-
-## Input
-| Variable | Type | Description |
-|---|---|---|
-| `dataset_summary` | string | JSON summary of the dataset including column names, types, and missing value percentages |
-
-## Output
-| Variable | Type | Description |
-|---|---|---|
-| `result` | object | Contains the generated Python preprocessing script |
-
-## Example Input
-```json
-{
-  "dataset_name": "sensor_readings",
-  "frequency": "1min",
-  "columns": [
-    {"name": "timestamp", "type": "datetime"},
-    {"name": "temperature", "type": "float", "missing_pct": 5},
-    {"name": "pressure", "type": "float", "missing_pct": 2},
-    {"name": "status", "type": "categorical", "missing_pct": 0}
-  ],
-  "rows": 50000,
-  "target_column": "temperature"
-}
-```
-
-## Example Output
-```python
-import pandas as pd
-from sklearn.preprocessing import MinMaxScaler
-
-df['timestamp'] = pd.to_datetime(df['timestamp'])
-df = df.set_index('timestamp').sort_index()
-df['temperature'].fillna(method='ffill', inplace=True)
-df['pressure'].fillna(df['pressure'].mean(), inplace=True)
-scaler = MinMaxScaler()
-df[['temperature', 'pressure']] = scaler.fit_transform(df[['temperature', 'pressure']])
-```
-
-## Use Cases
-- Automating preprocessing for IoT sensor data
-- Preparing time-series data for LSTM or Transformer models
-- Standardizing data pipelines across multiple projects
-- Replacing manual, repetitive preprocessing scripts
-
-## Next Steps — Share with the Community
-This flow is contributed to the Lamatic AgentKit ecosystem.
-Visit [github.com/Lamatic/AgentKit](https://github.com/Lamatic/AgentKit) to explore more flows.
-
-## Support
-- Review node documentation for specific integrations
-- Check Lamatic documentation at [docs.lamatic.ai](https://docs.lamatic.ai)
-- Contact support for assistance
\ No newline at end of file

From dbe2d0c8a812d857b53440493d342ea6f012bac8 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 13:48:14 +0530
Subject: [PATCH 16/26] fix: remove state from useEffect Dependancy

---
 kits/automation/time-series-preprocessor/hooks/use-toast.ts | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/kits/automation/time-series-preprocessor/hooks/use-toast.ts b/kits/automation/time-series-preprocessor/hooks/use-toast.ts
index 8932bc51..077c22c3 100644
--- a/kits/automation/time-series-preprocessor/hooks/use-toast.ts
+++ b/kits/automation/time-series-preprocessor/hooks/use-toast.ts
@@ -179,7 +179,7 @@ function useToast() {
         listeners.splice(index, 1)
       }
     }
-  }, [state])
+  }, [])
 
   return {
     ...state,

From fb49fb5a724ec1d216eec6c713db9f2924f0adff Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 14:09:35 +0530
Subject: [PATCH 17/26] docs: Fix flow docs

---
 kits/automation/time-series-preprocessor/config.json          | 4 ++--
 .../flows/time-series-preprocessor/meta.json                  | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/kits/automation/time-series-preprocessor/config.json b/kits/automation/time-series-preprocessor/config.json
index 71a0b9f4..29761b7a 100644
--- a/kits/automation/time-series-preprocessor/config.json
+++ b/kits/automation/time-series-preprocessor/config.json
@@ -17,6 +17,6 @@
     "features": [],
     "demoUrl": "",
     "githubUrl": "https://github.com/Lamatic/AgentKit/tree/main/kits/automation/time-series-preprocessor",
-    "deployUrl": "",
-    "documentationUrl": ""
+    "deployUrl": "https://vercel.com/new/clone?repository-url=https://github.com/Lamatic/AgentKit&root-directory=kits/automation/time-series-preprocessor&env=TIME_SERIES_PREPROCESSOR,LAMATIC_API_URL,LAMATIC_PROJECT_ID,LAMATIC_API_KEY",
+    "documentationUrl": "https://github.com/Lamatic/AgentKit/tree/main/kits/automation/time-series-preprocessor#readme"
 }
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json
index 652971b0..566c0c31 100644
--- a/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json
+++ b/kits/automation/time-series-preprocessor/flows/time-series-preprocessor/meta.json
@@ -1,6 +1,6 @@
 {
   "name": "Time-Series Preprocessor",
-  "description": "",
+  "description": "Analyzes a dataset schema and generates a production-ready Python preprocessing pipeline using pandas and scikit-learn.",
   "tags": [
     "700b21a3-1ca4-45d4-8b41-89cd91f4f891",
     "966d123f-da3b-4235-b5a1-1a557646177d"

From acda7696ef206180dd32d0ae56feb0de0b59dddd Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 18:25:47 +0530
Subject: [PATCH 18/26] fix: add missing imports and support textarea

---
 .../time-series-preprocessor/components/ui/empty.tsx          | 1 +
 .../time-series-preprocessor/components/ui/input-group.tsx    | 4 ++--
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/kits/automation/time-series-preprocessor/components/ui/empty.tsx b/kits/automation/time-series-preprocessor/components/ui/empty.tsx
index d4ad3d18..cf0ab330 100644
--- a/kits/automation/time-series-preprocessor/components/ui/empty.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/empty.tsx
@@ -1,3 +1,4 @@
+import * as React from 'react'
 import { cva, type VariantProps } from 'class-variance-authority'
 
 import { cn } from '@/lib/utils'
diff --git a/kits/automation/time-series-preprocessor/components/ui/input-group.tsx b/kits/automation/time-series-preprocessor/components/ui/input-group.tsx
index 183d2978..c8b3210a 100644
--- a/kits/automation/time-series-preprocessor/components/ui/input-group.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/input-group.tsx
@@ -1,5 +1,5 @@
 'use client'
-
+import * as React from 'react'
 import { cva, type VariantProps } from 'class-variance-authority'
 
 import { cn } from '@/lib/utils'
@@ -71,7 +71,7 @@ function InputGroupAddon({
         if ((e.target as HTMLElement).closest('button')) {
           return
         }
-        e.currentTarget.parentElement?.querySelector('input')?.focus()
+        e.currentTarget.parentElement?.querySelector('[data-slot="control"]')?.focus()
       }}
       {...props}
     />

From 67a1de71ea2562e7f9dfce41e199f611a56d0007 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 18:29:30 +0530
Subject: [PATCH 19/26] fix: correct kbdgroup component type

---
 kits/automation/time-series-preprocessor/components/ui/kbd.tsx | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/kits/automation/time-series-preprocessor/components/ui/kbd.tsx b/kits/automation/time-series-preprocessor/components/ui/kbd.tsx
index 9897f35e..d8c9fe16 100644
--- a/kits/automation/time-series-preprocessor/components/ui/kbd.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/kbd.tsx
@@ -1,3 +1,4 @@
+import * as React from 'react'
 import { cn } from '@/lib/utils'
 
 function Kbd({ className, ...props }: React.ComponentProps<'kbd'>) {
@@ -15,7 +16,7 @@ function Kbd({ className, ...props }: React.ComponentProps<'kbd'>) {
   )
 }
 
-function KbdGroup({ className, ...props }: React.ComponentProps<'div'>) {
+function KbdGroup({ className, ...props }: React.ComponentProps<'kbd'>) {
   return (
     <kbd
       data-slot="kbd-group"

From 20e1d8dce7fae5788312d056448e7cd9f7e579e2 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 18:33:16 +0530
Subject: [PATCH 20/26] fix:add use client directive to navigation-menu

---
 .../time-series-preprocessor/components/ui/navigation-menu.tsx  | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx b/kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx
index 53e75430..8588b447 100644
--- a/kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/navigation-menu.tsx
@@ -1,3 +1,5 @@
+"use client";
+
 import * as React from 'react'
 import * as NavigationMenuPrimitive from '@radix-ui/react-navigation-menu'
 import { cva } from 'class-variance-authority'

From 6f236ea8923be9260775aebb8185b46b8ed399b4 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 18:38:29 +0530
Subject: [PATCH 21/26] fix: move aria-hidden to icon in PaginationEllipsis

---
 .../time-series-preprocessor/components/ui/pagination.tsx      | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/kits/automation/time-series-preprocessor/components/ui/pagination.tsx b/kits/automation/time-series-preprocessor/components/ui/pagination.tsx
index ce8f25d4..d6ea67a2 100644
--- a/kits/automation/time-series-preprocessor/components/ui/pagination.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/pagination.tsx
@@ -105,12 +105,11 @@ function PaginationEllipsis({
 }: React.ComponentProps<'span'>) {
   return (
     <span
-      aria-hidden
       data-slot="pagination-ellipsis"
       className={cn('flex size-9 items-center justify-center', className)}
       {...props}
     >
-      <MoreHorizontalIcon className="size-4" />
+      <MoreHorizontalIcon aria-hidden className="size-4" />
       <span className="sr-only">More pages</span>
     </span>
   )

From d2d53a6646a86c320e01d339fceb1750f34b0e70 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 18:43:39 +0530
Subject: [PATCH 22/26] fix: sync progress indicator transform with max prop

---
 .../time-series-preprocessor/components/ui/progress.tsx    | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/kits/automation/time-series-preprocessor/components/ui/progress.tsx b/kits/automation/time-series-preprocessor/components/ui/progress.tsx
index ab383053..8cdbb379 100644
--- a/kits/automation/time-series-preprocessor/components/ui/progress.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/progress.tsx
@@ -8,11 +8,14 @@ import { cn } from '@/lib/utils'
 function Progress({
   className,
   value,
+  max = 100,
   ...props
 }: React.ComponentProps<typeof ProgressPrimitive.Root>) {
+  const percentage = value != null ? (value / max) * 100 : 0;
   return (
     <ProgressPrimitive.Root
       data-slot="progress"
+      max={max}
       className={cn(
         'bg-primary/20 relative h-2 w-full overflow-hidden rounded-full',
         className,
@@ -22,10 +25,10 @@ function Progress({
       <ProgressPrimitive.Indicator
         data-slot="progress-indicator"
         className="bg-primary h-full w-full flex-1 transition-all"
-        style={{ transform: `translateX(-${100 - (value || 0)}%)` }}
+        style={{ transform: `translateX(-${100 - percentage}%)` }}
       />
     </ProgressPrimitive.Root>
   )
 }
 
-export { Progress }
+export { Progress }
\ No newline at end of file

From a2af7def3fdcf6fdd29124b2cdb55599dee4b01d Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 18:45:42 +0530
Subject: [PATCH 23/26] fix: export SheetPortal and SheetOverlay primitives

---
 .../automation/time-series-preprocessor/components/ui/sheet.tsx | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/kits/automation/time-series-preprocessor/components/ui/sheet.tsx b/kits/automation/time-series-preprocessor/components/ui/sheet.tsx
index 51041faf..234d1264 100644
--- a/kits/automation/time-series-preprocessor/components/ui/sheet.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/sheet.tsx
@@ -129,6 +129,8 @@ function SheetDescription({
 
 export {
   Sheet,
+  SheetPortal,
+  SheetOverlay,
   SheetTrigger,
   SheetClose,
   SheetContent,

From 961aecdd4ba7e1549518ae6ac978d842380e03e1 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 18:48:34 +0530
Subject: [PATCH 24/26] fix: add ComponentProps type import to skeleton

---
 .../time-series-preprocessor/components/ui/skeleton.tsx         | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/kits/automation/time-series-preprocessor/components/ui/skeleton.tsx b/kits/automation/time-series-preprocessor/components/ui/skeleton.tsx
index e3beb902..1baf2cd8 100644
--- a/kits/automation/time-series-preprocessor/components/ui/skeleton.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/skeleton.tsx
@@ -1,3 +1,5 @@
+import * as React from 'react'
+import type { ComponentProps } from 'react'
 import { cn } from '@/lib/utils'
 
 function Skeleton({ className, ...props }: React.ComponentProps<'div'>) {

From 574df96478c92bb3e4ba72e952a52618255e1c1a Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 20:01:26 +0530
Subject: [PATCH 25/26] fix: add missing imports in sonner and spinner

---
 .../automation/time-series-preprocessor/components/ui/sonner.tsx | 1 +
 .../time-series-preprocessor/components/ui/spinner.tsx           | 1 +
 2 files changed, 2 insertions(+)

diff --git a/kits/automation/time-series-preprocessor/components/ui/sonner.tsx b/kits/automation/time-series-preprocessor/components/ui/sonner.tsx
index 0626cafa..2f277e84 100644
--- a/kits/automation/time-series-preprocessor/components/ui/sonner.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/sonner.tsx
@@ -1,5 +1,6 @@
 'use client'
 
+import * as React from 'react'
 import { useTheme } from 'next-themes'
 import { Toaster as Sonner, ToasterProps } from 'sonner'
 
diff --git a/kits/automation/time-series-preprocessor/components/ui/spinner.tsx b/kits/automation/time-series-preprocessor/components/ui/spinner.tsx
index e51fc6df..dd696a65 100644
--- a/kits/automation/time-series-preprocessor/components/ui/spinner.tsx
+++ b/kits/automation/time-series-preprocessor/components/ui/spinner.tsx
@@ -1,3 +1,4 @@
+import * as React from 'react'
 import { Loader2Icon } from 'lucide-react'
 
 import { cn } from '@/lib/utils'

From 7f30ac5757919504114d1414f32e607350472ca5 Mon Sep 17 00:00:00 2001
From: siddhant-bagga <siddhantbagga02@gmail.com>
Date: Mon, 20 Apr 2026 22:54:27 +0530
Subject: [PATCH 26/26] fix:fix loosen update typing

---
 kits/automation/time-series-preprocessor/app/layout.tsx    | 7 ++++++-
 .../components/{header.tsx => Header.tsx}                  | 0
 .../components/{theme-provider.tsx => ThemeProvider.tsx}   | 0
 .../time-series-preprocessor/components/ui/use-toast.ts    | 5 +++--
 4 files changed, 9 insertions(+), 3 deletions(-)
 rename kits/automation/time-series-preprocessor/components/{header.tsx => Header.tsx} (100%)
 rename kits/automation/time-series-preprocessor/components/{theme-provider.tsx => ThemeProvider.tsx} (100%)

diff --git a/kits/automation/time-series-preprocessor/app/layout.tsx b/kits/automation/time-series-preprocessor/app/layout.tsx
index 50a39ad0..094e778a 100644
--- a/kits/automation/time-series-preprocessor/app/layout.tsx
+++ b/kits/automation/time-series-preprocessor/app/layout.tsx
@@ -1,4 +1,5 @@
 import type { Metadata } from "next";
+import { ThemeProvider } from "@/components/ThemeProvider"
 import "./globals.css";
 
 export const metadata: Metadata = {
@@ -18,7 +19,11 @@ export default function RootLayout({
         <link rel="preconnect" href="https://fonts.gstatic.com" crossOrigin="anonymous" />
         <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800;900&display=swap" rel="stylesheet" />
       </head>
-      <body style={{ margin: 0, padding: 0 }}>{children}</body>
+      <body style={{ margin: 0, padding: 0 }}>
+        <ThemeProvider>
+          {children}
+        </ThemeProvider>
+      </body>
     </html>
   );
 }
\ No newline at end of file
diff --git a/kits/automation/time-series-preprocessor/components/header.tsx b/kits/automation/time-series-preprocessor/components/Header.tsx
similarity index 100%
rename from kits/automation/time-series-preprocessor/components/header.tsx
rename to kits/automation/time-series-preprocessor/components/Header.tsx
diff --git a/kits/automation/time-series-preprocessor/components/theme-provider.tsx b/kits/automation/time-series-preprocessor/components/ThemeProvider.tsx
similarity index 100%
rename from kits/automation/time-series-preprocessor/components/theme-provider.tsx
rename to kits/automation/time-series-preprocessor/components/ThemeProvider.tsx
diff --git a/kits/automation/time-series-preprocessor/components/ui/use-toast.ts b/kits/automation/time-series-preprocessor/components/ui/use-toast.ts
index 8932bc51..d6c90402 100644
--- a/kits/automation/time-series-preprocessor/components/ui/use-toast.ts
+++ b/kits/automation/time-series-preprocessor/components/ui/use-toast.ts
@@ -142,11 +142,12 @@ type Toast = Omit<ToasterToast, 'id'>
 function toast({ ...props }: Toast) {
   const id = genId()
 
-  const update = (props: ToasterToast) =>
+  const update = (props: Partial<Omit<ToasterToast, 'id'>>) =>
     dispatch({
       type: 'UPDATE_TOAST',
       toast: { ...props, id },
     })
+
   const dismiss = () => dispatch({ type: 'DISMISS_TOAST', toastId: id })
 
   dispatch({
@@ -188,4 +189,4 @@ function useToast() {
   }
 }
 
-export { useToast, toast }
+export { useToast, toast }
\ No newline at end of file