feat: add Pinecone and Milvus vector store adapters

.changeset/add-pinecone-milvus.md

@@ -0,0 +1,6 @@
+---
+"@anvia/pinecone": minor
+"@anvia/milvus": minor
+---
+
+Add Pinecone and Milvus vector store adapters following the existing pattern (Chroma, PgVector, Qdrant). Both implement the `VectorSearchIndex` interface with full filter translation, multi-embedding support, and `asTool()` integration.

apps/docs/content/docs/changelog/chroma.mdx

@@ -9,6 +9,13 @@ ChromaDB vector store adapter for Anvia.
 
 Source: [`packages/vector-stores/chroma/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/vector-stores/chroma/CHANGELOG.md)
 
+## 0.2.5
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.4
 
 ### Patch Changes

apps/docs/content/docs/changelog/core.mdx

@@ -9,6 +9,12 @@ Core runtime primitives for context-aware Anvia agents.
 
 Source: [`packages/core/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/core/CHANGELOG.md)
 
+## 0.6.1
+
+### Patch Changes
+
+- 2d039f6: Add ergonomic tool result message helpers and export `ToolContent` from the root entrypoint.
+
 ## 0.6.0
 
 ### Minor Changes

apps/docs/content/docs/changelog/fastembed.mdx

@@ -9,6 +9,13 @@ FastEmbed embedding model adapter for Anvia.
 
 Source: [`packages/embeddings/fastembed/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/embeddings/fastembed/CHANGELOG.md)
 
+## 0.2.5
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.4
 
 ### Patch Changes

apps/docs/content/docs/changelog/index.mdx

@@ -13,51 +13,53 @@ Developers should keep writing release notes with `pnpm changeset`. The docs pag
 
 | Package | Current version | Release notes |
 | --- | --- | --- |
-| `@anvia/core` | `0.6.0` | [View changelog](/docs/changelog/core) |
+| `@anvia/core` | `0.6.1` | [View changelog](/docs/changelog/core) |
 
 ## Providers
 
 | Package | Current version | Release notes |
 | --- | --- | --- |
 | `@anvia/anthropic` | `0.3.5` | [View changelog](/docs/changelog/anthropic) |
 | `@anvia/gemini` | `0.2.4` | [View changelog](/docs/changelog/gemini) |
-| `@anvia/mistral` | `0.2.5` | [View changelog](/docs/changelog/mistral) |
-| `@anvia/openai` | `0.3.6` | [View changelog](/docs/changelog/openai) |
+| `@anvia/mistral` | `0.2.6` | [View changelog](/docs/changelog/mistral) |
+| `@anvia/openai` | `0.3.7` | [View changelog](/docs/changelog/openai) |
 
 ## Embeddings
 
 | Package | Current version | Release notes |
 | --- | --- | --- |
-| `@anvia/fastembed` | `0.2.4` | [View changelog](/docs/changelog/fastembed) |
-| `@anvia/transformers` | `0.2.4` | [View changelog](/docs/changelog/transformers) |
+| `@anvia/fastembed` | `0.2.5` | [View changelog](/docs/changelog/fastembed) |
+| `@anvia/transformers` | `0.2.5` | [View changelog](/docs/changelog/transformers) |
 
 ## Vector Stores
 
 | Package | Current version | Release notes |
 | --- | --- | --- |
-| `@anvia/chroma` | `0.2.4` | [View changelog](/docs/changelog/chroma) |
-| `@anvia/pgvector` | `0.2.4` | [View changelog](/docs/changelog/pgvector) |
-| `@anvia/qdrant` | `0.2.4` | [View changelog](/docs/changelog/qdrant) |
+| `@anvia/chroma` | `0.2.5` | [View changelog](/docs/changelog/chroma) |
+| `@anvia/milvus` | `0.2.5` | [View changelog](/docs/changelog/milvus) |
+| `@anvia/pgvector` | `0.2.5` | [View changelog](/docs/changelog/pgvector) |
+| `@anvia/pinecone` | `0.2.5` | [View changelog](/docs/changelog/pinecone) |
+| `@anvia/qdrant` | `0.2.5` | [View changelog](/docs/changelog/qdrant) |
 
 ## Logger
 
 | Package | Current version | Release notes |
 | --- | --- | --- |
-| `@anvia/logger` | `0.3.5` | [View changelog](/docs/changelog/logger) |
+| `@anvia/logger` | `0.3.6` | [View changelog](/docs/changelog/logger) |
 
 ## Observability
 
 | Package | Current version | Release notes |
 | --- | --- | --- |
 | `@anvia/langfuse` | `0.2.3` | [View changelog](/docs/changelog/langfuse) |
-| `@anvia/otel` | `0.2.4` | [View changelog](/docs/changelog/otel) |
+| `@anvia/otel` | `0.2.5` | [View changelog](/docs/changelog/otel) |
 
 ## Tools
 
 | Package | Current version | Release notes |
 | --- | --- | --- |
-| `@anvia/sandbox` | `0.2.1` | [View changelog](/docs/changelog/sandbox) |
-| `@anvia/studio` | `0.5.10` | [View changelog](/docs/changelog/studio) |
+| `@anvia/sandbox` | `0.2.2` | [View changelog](/docs/changelog/sandbox) |
+| `@anvia/studio` | `0.5.11` | [View changelog](/docs/changelog/studio) |
 
 ## React
 

apps/docs/content/docs/changelog/logger.mdx

@@ -9,6 +9,13 @@ Structured logger adapters for Anvia.
 
 Source: [`packages/logger/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/logger/CHANGELOG.md)
 
+## 0.3.6
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.3.5
 
 ### Patch Changes

apps/docs/content/docs/changelog/meta.json

@@ -19,7 +19,9 @@
     "transformers",
     "---Vector Stores---",
     "chroma",
+    "milvus",
     "pgvector",
+    "pinecone",
     "qdrant",
     "---Logger---",
     "logger",

apps/docs/content/docs/changelog/milvus.mdx

@@ -0,0 +1,17 @@
+---
+title: "@anvia/milvus"
+description: "Release notes for @anvia/milvus."
+---
+
+# `@anvia/milvus`
+
+Milvus vector store adapter for Anvia.
+
+Source: [`packages/vector-stores/milvus/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/vector-stores/milvus/CHANGELOG.md)
+
+## No release notes yet
+
+`@anvia/milvus` is public, but `packages/vector-stores/milvus/CHANGELOG.md` does not exist yet.
+
+Release notes will appear here after the next Changesets version bump creates the package changelog.
+

apps/docs/content/docs/changelog/mistral.mdx

@@ -9,6 +9,13 @@ Mistral provider adapter for Anvia.
 
 Source: [`packages/providers/mistral/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/providers/mistral/CHANGELOG.md)
 
+## 0.2.6
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.5
 
 ### Patch Changes

apps/docs/content/docs/changelog/openai.mdx

@@ -9,6 +9,13 @@ OpenAI provider adapter for Anvia.
 
 Source: [`packages/providers/openai/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/providers/openai/CHANGELOG.md)
 
+## 0.3.7
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.3.6
 
 ### Patch Changes

apps/docs/content/docs/changelog/otel.mdx

@@ -9,6 +9,13 @@ OpenTelemetry tracing adapter for Anvia.
 
 Source: [`packages/observability/otel/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/observability/otel/CHANGELOG.md)
 
+## 0.2.5
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.4
 
 ### Patch Changes

apps/docs/content/docs/changelog/pgvector.mdx

@@ -9,6 +9,13 @@ Postgres pgvector store adapter for Anvia.
 
 Source: [`packages/vector-stores/pgvector/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/vector-stores/pgvector/CHANGELOG.md)
 
+## 0.2.5
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.4
 
 ### Patch Changes

apps/docs/content/docs/changelog/pinecone.mdx

@@ -0,0 +1,17 @@
+---
+title: "@anvia/pinecone"
+description: "Release notes for @anvia/pinecone."
+---
+
+# `@anvia/pinecone`
+
+Pinecone vector store adapter for Anvia.
+
+Source: [`packages/vector-stores/pinecone/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/vector-stores/pinecone/CHANGELOG.md)
+
+## No release notes yet
+
+`@anvia/pinecone` is public, but `packages/vector-stores/pinecone/CHANGELOG.md` does not exist yet.
+
+Release notes will appear here after the next Changesets version bump creates the package changelog.
+

apps/docs/content/docs/changelog/qdrant.mdx

@@ -9,6 +9,13 @@ Qdrant vector store adapter for Anvia.
 
 Source: [`packages/vector-stores/qdrant/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/vector-stores/qdrant/CHANGELOG.md)
 
+## 0.2.5
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.4
 
 ### Patch Changes

apps/docs/content/docs/changelog/sandbox.mdx

@@ -9,6 +9,13 @@ Sandboxed workspace tools for Anvia agents.
 
 Source: [`packages/tools/sandbox/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/tools/sandbox/CHANGELOG.md)
 
+## 0.2.2
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.1
 
 ### Patch Changes

apps/docs/content/docs/changelog/studio.mdx

@@ -9,6 +9,13 @@ Studio UI and HTTP runtime for Anvia agents.
 
 Source: [`packages/tools/studio/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/tools/studio/CHANGELOG.md)
 
+## 0.5.11
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.5.10
 
 ### Patch Changes

apps/docs/content/docs/changelog/transformers.mdx

@@ -9,6 +9,13 @@ Transformers.js embedding model adapter for Anvia.
 
 Source: [`packages/embeddings/transformers/CHANGELOG.md`](https://github.com/anvia-hq/anvia/blob/main/packages/embeddings/transformers/CHANGELOG.md)
 
+## 0.2.5
+
+### Patch Changes
+
+- Updated dependencies [2d039f6]
+  - @anvia/core@0.6.1
+
 ## 0.2.4
 
 ### Patch Changes

apps/docs/content/docs/reference/integrations/chroma.mdx

@@ -71,3 +71,14 @@ Purpose: convert Anvia vector filters to Chroma `where` filters.
 Return behavior: returns `undefined` when no filter is supplied.
 
 Notable errors: none directly.
+
+## ChromaCollectionLike
+
+```ts
+type ChromaCollectionLike = {
+  upsert(options: Record<string, unknown>): Promise<unknown>;
+  query(options: Record<string, unknown>): Promise<unknown>;
+};
+```
+
+Purpose: duck-typed interface for a Chroma collection.

apps/docs/content/docs/reference/integrations/milvus.mdx

@@ -0,0 +1,81 @@
+---
+title: Milvus
+description: Public exports from @anvia/milvus.
+---
+
+Import from `@anvia/milvus`.
+
+## MilvusVectorStoreConnectOptions
+
+```ts
+type MilvusVectorStoreConnectOptions = {
+  client?: MilvusClientLike;
+  collectionName: string;
+  vectorSize: number;
+  createIfMissing?: boolean;
+  metric?: "COSINE" | "L2" | "IP";
+};
+```
+
+Purpose: connection options for a Milvus collection.
+
+Return behavior: consumed by `MilvusVectorStore.connect(...)`.
+
+Notable errors: collection lookup fails when `createIfMissing` is `false` and the collection does not exist.
+
+Design note: `connect(...)` optionally creates a collection with HNSW index, then loads it into memory. This keeps constructors synchronous and side-effect free while ensuring the collection exists before ingestion or search.
+
+## MilvusVectorStore
+
+```ts
+class MilvusVectorStore<T, Metadata extends VectorMetadata = VectorMetadata> {
+  static connect<T, Metadata extends VectorMetadata = VectorMetadata>(
+    options: MilvusVectorStoreConnectOptions,
+  ): Promise<MilvusVectorStore<T, Metadata>>;
+  upsertDocuments(documents: Array<EmbeddedDocument<T, Metadata>>): Promise<void>;
+  index(model: EmbeddingModel): MilvusVectorIndex<T, Metadata>;
+}
+```
+
+Purpose: Milvus-backed document storage.
+
+Return behavior: `connect(...)` resolves a store; `index(...)` binds it to an embedding model.
+
+Notable errors: connection and insert calls reject on Milvus errors; `upsertDocuments(...)` throws when a document has no embeddings.
+
+## MilvusVectorIndex
+
+```ts
+class MilvusVectorIndex<T, Metadata extends VectorMetadata = VectorMetadata>
+  implements VectorSearchIndex<T, Metadata> {
+  search(request: VectorSearchRequest): Promise<Array<VectorSearchResult<T, Metadata>>>;
+  searchIds(request: VectorSearchRequest): Promise<Array<{ score: number; id: string }>>;
+  asTool(options: VectorSearchToolOptions): Tool<{ query: string; topK?: number }, unknown>;
+}
+```
+
+Purpose: query-time Milvus search adapter.
+
+Return behavior: embeds the query, searches Milvus with boolean expression filters, deduplicates multi-embedding document IDs, and returns normalized results.
+
+Notable errors: embedding or Milvus search failures reject.
+
+## filterToMilvusExpr
+
+```ts
+function filterToMilvusExpr(filter: VectorFilter | undefined): string | undefined;
+```
+
+Purpose: convert Anvia vector filters to Milvus boolean expression strings.
+
+Return behavior: returns `undefined` when no filter is supplied.
+
+Notable errors: none directly.
+
+## MilvusMetric
+
+```ts
+type MilvusMetric = "COSINE" | "L2" | "IP";
+```
+
+Purpose: distance metric for a Milvus collection.