diff --git a/.aws-architecture b/.aws-architecture
new file mode 100644
index 0000000..a20334e
--- /dev/null
+++ b/.aws-architecture
@@ -0,0 +1 @@
+linux/arm64
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index e4937dd..7cedfb0 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,7 +1,11 @@
 name: CI
-on: push
+permissions: read-all
+on:
+  pull_request:
+    paths-ignore:
+      - '.github/**'
 jobs:
   test:
-    uses: mitlibraries/.github/.github/workflows/python-shared-test.yml@main
+    uses: mitlibraries/.github/.github/workflows/python-uv-shared-test.yml@main
   lint:
-    uses: mitlibraries/.github/.github/workflows/python-shared-lint.yml@main
+    uses: mitlibraries/.github/.github/workflows/python-uv-shared-lint.yml@main
diff --git a/.gitignore b/.gitignore
index 1c51a4e..54075a7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -153,6 +153,7 @@ cython_debug/
 #.idea/
 
 .DS_Store
+.arch_tag
 output/
 .vscode/
 .idea/
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index dacf896..00762ff 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,29 +1,26 @@
 default_language_version:
-  python: python3.11 # set for project python version
+  python: python3.13
+default_stages:
+  - pre-push
 repos:
   - repo: local
     hooks:
-      - id: black-apply
-        name: black-apply
-        entry: pipenv run black
+      - id: ruff-format
+        name: ruff-format
+        entry: uv run ruff format --diff
         language: system
         pass_filenames: true
         types: ["python"]
       - id: mypy
         name: mypy
-        entry: pipenv run mypy
+        entry: uv run mypy
         language: system
         pass_filenames: true
         types: ["python"]
-        exclude: "tests/"
-      - id: ruff-apply
-        name: ruff-apply
-        entry: pipenv run ruff check --fix
+        exclude: "(tests/|output/|migrations/)"
+      - id: ruff-check
+        name: ruff-check
+        entry: uv run ruff check
         language: system
         pass_filenames: true
         types: ["python"]
-      - id: pip-audit
-        name: pip-audit
-        entry: pipenv run pip-audit
-        language: system
-        pass_filenames: false
\ No newline at end of file
diff --git a/.python-version b/.python-version
index e4fba21..24ee5b1 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-3.12
+3.13
diff --git a/Dockerfile b/Dockerfile
index 35f686f..3adec99 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,12 +1,23 @@
-FROM python:3.12-slim AS build
+FROM python:3.13-slim
+
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends git ca-certificates && \
+    rm -rf /var/lib/apt/lists/*
+
+COPY --from=ghcr.io/astral-sh/uv:latest /uv /bin/uv
+
+ENV UV_SYSTEM_PYTHON=1
+
 WORKDIR /app
-COPY . .
 
-RUN pip install --no-cache-dir --upgrade pip pipenv
+# Copy project metadata
+COPY pyproject.toml uv.lock* ./
 
-RUN apt-get update && apt-get upgrade -y && apt-get install -y git
+# Copy source
+COPY tim ./tim
 
-COPY Pipfile* /
-RUN pipenv install
+# Install package into system python, includes entry point script
+RUN uv pip install --system .
 
-ENTRYPOINT ["pipenv", "run", "tim"]
+ENTRYPOINT ["tim"]
+CMD []
diff --git a/Makefile b/Makefile
index c772025..bac45f9 100644
--- a/Makefile
+++ b/Makefile
@@ -1,97 +1,156 @@
-### This is the Terraform-generated header for timdex-index-manager-dev ###
+### This is the Terraform-generated header for timdex-index-manager-dev. If ###
+###   this is a Lambda repo, uncomment the FUNCTION line below               ###
+###   and review the other commented lines in the document.                  ###
 .PHONY: test
-ECR_NAME_DEV:=timdex-index-manager-dev
-ECR_URL_DEV:=222053980223.dkr.ecr.us-east-1.amazonaws.com/timdex-index-manager-dev
-### End of Terraform-generated header ###
+ECR_NAME_DEV := timdex-index-manager-dev
+ECR_URL_DEV := 222053980223.dkr.ecr.us-east-1.amazonaws.com/timdex-index-manager-dev
+CPU_ARCH ?= $(shell cat .aws-architecture 2>/dev/null || echo "linux/amd64")
+### End of Terraform-generated header                                        ###
 
 SHELL=/bin/bash
 DATETIME:=$(shell date -u +%Y%m%dT%H%M%SZ)
 
-help: # preview Makefile commands
+help: # Preview Makefile commands
 	@awk 'BEGIN { FS = ":.*#"; print "Usage:  make <target>\n\nTargets:" } \
 /^[-_[:alpha:]]+:.?*#/ { printf "  %-15s%s\n", $$1, $$2 }' $(MAKEFILE_LIST)
 
-#######################
-# Dependency commands
-#######################
+# ensure OS binaries aren't called if naming conflict with Make recipes
+.PHONY: help install venv update test coveralls lint lint-fix security tim
 
-install: # Install Python dependencies
-	pipenv install --dev
-	pipenv run pre-commit install
+##############################################
+# Python Environment and Dependency commands
+##############################################
 
-update: install # Update Python dependencies
-	pipenv clean
-	pipenv update git+https://github.com/MITLibraries/timdex-dataset-api.git
-	pipenv update --dev
+install: .venv .git/hooks/pre-commit .git/hooks/pre-push # Install Python dependencies and create virtual environment if not exists
+	uv sync --dev
+
+.venv: # Creates virtual environment if not found
+	@echo "Creating virtual environment at .venv..."
+	uv venv .venv
+
+.git/hooks/pre-commit: # Sets up pre-commit commit hooks if not setup
+	@echo "Installing pre-commit commit hooks..."
+	uv run pre-commit install --hook-type pre-commit
+
+.git/hooks/pre-push: # Sets up pre-commit push hooks if not setup
+	@echo "Installing pre-commit push hooks..."
+	uv run pre-commit install --hook-type pre-push
+
+venv: .venv # Create the Python virtual environment
+
+update: # Update Python dependencies
+	uv lock --upgrade
+	uv sync --dev
 
 ######################
 # Unit test commands
 ######################
 
 test: # Run tests and print a coverage report
-	pipenv run coverage run --source=tim -m pytest -vv 
-	pipenv run coverage report -m
+	uv run coverage run --source=tim -m pytest -vv
+	uv run coverage report -m
 
 coveralls: test # Write coverage data to an LCOV report
-	pipenv run coverage lcov -o ./coverage/lcov.info
+	uv run coverage lcov -o ./coverage/lcov.info
 
 ####################################
-# Code quality and safety commands
+# Code linting and formatting
 ####################################
 
-lint: black mypy ruff safety # Run linters
-
-black: # Run 'black' linter and print a preview of suggested changes
-	pipenv run black --check --diff .
-
-mypy: # Run 'mypy' linter
-	pipenv run mypy .
+lint: # Run linting, alerts only, no code changes
+	uv run ruff format --diff
+	uv run mypy .
+	uv run ruff check .
 
-ruff: # Run 'ruff' linter and print a preview of errors
-	pipenv run ruff check .
+lint-fix: # Run linting, auto fix behaviors where supported
+	uv run ruff format .
+	uv run ruff check --fix .
 
-safety: # Check for security vulnerabilities and verify Pipfile.lock is up-to-date
-	pipenv run pip-audit
-	pipenv verify
+security: # Run security / vulnerability checks
+	uv run pip-audit
 
-lint-apply: black-apply ruff-apply # Apply changes with 'black' and resolve 'fixable errors' with 'ruff'
-
-black-apply: # Apply changes with 'black'
-	pipenv run black .
-
-ruff-apply: # Resolve 'fixable errors' with 'ruff'
-	pipenv run ruff check --fix .
-
-## Terraform-generated commands for container build and deployment in dev
-dist-dev: # build docker container (intended for developer-based manual build)
-	docker build --platform linux/amd64 \
-	    -t $(ECR_URL_DEV):latest \
-		-t $(ECR_URL_DEV):`git describe --always` \
-		-t $(ECR_NAME_DEV):latest .
-
-publish-dev: dist-dev # build, tag and push (intended for developer-based manual publish)
-	docker login -u AWS -p $$(aws ecr get-login-password --region us-east-1) $(ECR_URL_DEV)
-	docker push $(ECR_URL_DEV):latest
-	docker push $(ECR_URL_DEV):`git describe --always`
-
-## Terraform-generated commands for container build and deployment in stage \
-This requires that ECR_NAME_STAGE and ECR_URL_STAGE environment variables \
-are set locally by the developer and that the developer has \
-authenticated to the correct AWS Account. The values for the environment \
-variables can be found in the stage_build.yml caller workflow. \
-While Stage should generally only be used in an emergency for most repos, \
-it is necessary for any testing requiring access to the Data Warehouse \
-because Cloud Connector is not enabled on Dev1.
-dist-stage:
-	docker build --platform linux/amd64 \
-	    -t $(ECR_URL_STAGE):latest \
-		-t $(ECR_URL_STAGE):`git describe --always` \
-		-t $(ECR_NAME_STAGE):latest .
+##############################
+# CLI convenience commands
+##############################
 
-publish-stage:
-	docker login -u AWS -p $$(aws ecr get-login-password --region us-east-1) $(ECR_URL_STAGE)
-	docker push $(ECR_URL_STAGE):latest
-	docker push $(ECR_URL_STAGE):`git describe --always`
+tim: # CLI without any arguments, utilizing uv script entrypoint
+	uv run tim
+
+#############
+# Terraform
+#############
+
+### Terraform-generated Developer Deploy Commands for Dev environment ###
+check-arch:
+	@ARCH_FILE=".aws-architecture"; \
+	if [[ "$(CPU_ARCH)" != "linux/amd64" && "$(CPU_ARCH)" != "linux/arm64" ]]; then \
+        echo "Invalid CPU_ARCH: $(CPU_ARCH)"; exit 1; \
+    fi; \
+	if [[ -f $$ARCH_FILE ]]; then \
+		echo "latest-$(shell echo $(CPU_ARCH) | cut -d'/' -f2)" > .arch_tag; \
+	else \
+		echo "latest" > .arch_tag; \
+	fi
+
+dist-dev: check-arch # Build docker container (intended for developer-based manual build)
+	@ARCH_TAG=$$(cat .arch_tag); \
+	docker buildx inspect $(ECR_NAME_DEV) >/dev/null 2>&1 || docker buildx create --name $(ECR_NAME_DEV) --use; \
+	docker buildx use $(ECR_NAME_DEV); \
+	docker buildx build --platform $(CPU_ARCH) \
+		--load \
+		--tag $(ECR_URL_DEV):$$ARCH_TAG \
+		--tag $(ECR_URL_DEV):make-$$ARCH_TAG \
+		--tag $(ECR_URL_DEV):make-$(shell git describe --always) \
+		--tag $(ECR_NAME_DEV):$$ARCH_TAG \
+		.
+
+publish-dev: dist-dev # Build, tag and push (intended for developer-based manual publish)
+	@ARCH_TAG=$$(cat .arch_tag); \
+	aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin $(ECR_URL_DEV); \
+	docker push $(ECR_URL_DEV):$$ARCH_TAG; \
+	docker push $(ECR_URL_DEV):make-$$ARCH_TAG; \
+	docker push $(ECR_URL_DEV):make-$(shell git describe --always); \
+	echo "Cleaning up dangling Docker images..."; \
+	docker image prune -f --filter "dangling=true"
+
+### Terraform-generated Developer Deploy Commands for Stage environment ###
+## This requires that ECR_NAME_STAGE and ECR_URL_STAGE environment variables
+## are set locally by the developer and that the developer has
+## authenticated to the correct AWS Account. The values for the environment
+## variables can be found in the stage_build.yml caller workflow.
+## While Stage should generally only be used in an emergency for most repos,
+## it is necessary for any testing requiring access to the Data Warehouse
+## because Cloud Connector is not enabled on Dev1.
+dist-stage: check-arch
+	@ARCH_TAG=$$(cat .arch_tag); \
+	docker buildx inspect $(ECR_NAME_STAGE) >/dev/null 2>&1 || docker buildx create --name $(ECR_NAME_STAGE) --use; \
+	docker buildx use $(ECR_NAME_STAGE); \
+	docker buildx build --platform $(CPU_ARCH) \
+		--load \
+		--tag $(ECR_URL_STAGE):$$ARCH_TAG \
+		--tag $(ECR_URL_STAGE):make-$$ARCH_TAG \
+		--tag $(ECR_URL_STAGE):make-$(shell git describe --always) \
+		--tag $(ECR_NAME_STAGE):$$ARCH_TAG \
+		.
+
+publish-stage: dist-stage
+	@ARCH_TAG=$$(cat .arch_tag); \
+	aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin $(ECR_URL_STAGE); \
+	docker push $(ECR_URL_STAGE):$$ARCH_TAG; \
+	docker push $(ECR_URL_STAGE):make-$$ARCH_TAG; \
+	docker push $(ECR_URL_STAGE):make-$(shell git describe --always); \
+	echo "Cleaning up dangling Docker images..."; \
+	docker image prune -f --filter "dangling=true"
+
+docker-clean: # Clean up Docker detritus
+	@ARCH_TAG=$$(cat .arch_tag); \
+	echo "Cleaning up Docker leftovers (containers, images, builders)"; \
+	docker rmi -f $(ECR_URL_DEV):$$ARCH_TAG; \
+	docker rmi -f $(ECR_URL_DEV):make-$$ARCH_TAG; \
+	docker rmi -f $(ECR_URL_DEV):make-$(shell git describe --always) || true; \
+	docker rmi -f $(ECR_NAME_DEV):$$ARCH_TAG || true; \
+	docker buildx rm $(ECR_NAME_DEV) || true
+	@rm -rf .arch_tag
 
 ##############################
 # Local Opensearch commands
@@ -104,4 +163,4 @@ local-opensearch-stop: # Stop local instance of Opensearch
 	docker compose --env-file .env stop
 
 local-opensearch-teardown: # Teardown local instance of Opensearch (includes data volume)
-	docker compose --env-file .env down -v
\ No newline at end of file
+	docker compose --env-file .env down -v
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index 1b4a11e..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,33 +0,0 @@
-[[source]]
-url = "https://pypi.org/simple"
-verify_ssl = true
-name = "pypi"
-
-[packages]
-boto3 = "*"
-click = "*"
-ijson = "*"
-opensearch-py = "<3.0"
-rich-click = "*"
-sentry-sdk = "*"
-smart-open = {extras = ["s3"], version = "*"}
-timdex-dataset-api = {git = "https://github.com/MITLibraries/timdex-dataset-api.git"}
-
-[dev-packages]
-black = "*"
-boto3-stubs = "*"
-coveralls = "*"
-freezegun = "*"
-mypy = "*"
-pre-commit = "*"
-pytest = "*"
-ruff = "*"
-vcrpy = "*"
-pip-audit = "*"
-ipython = "*"
-
-[requires]
-python_version = "3.12"
-
-[scripts]
-tim = "python -c \"from tim.cli import main; main(prog_name='tim')\""
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index b506476..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,2100 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "9a1811fbd5e8d9df3768a9ff2bc82af650b9fd7ef2bfce30728b66e109668d7b"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.12"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "attrs": {
-            "hashes": [
-                "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11",
-                "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==25.4.0"
-        },
-        "boto3": {
-            "hashes": [
-                "sha256:4db50b8b39321fab87ff7f40ab407887d436d004c1f2b0dfdf56e42b4884709b",
-                "sha256:5074e074a718a6f3c2b519cbb9ceab258f17b331a143d23351d487984f2a412f"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.9'",
-            "version": "==1.42.45"
-        },
-        "botocore": {
-            "hashes": [
-                "sha256:40b577d07b91a0ed26879da9e4658d82d3a400382446af1014d6ad3957497545",
-                "sha256:a5ea5d1b7c46c2d5d113879e45b21eaf7d60dc865f4bcb46dfcf0703fe3429f4"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==1.42.45"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c",
-                "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2026.1.4"
-        },
-        "charset-normalizer": {
-            "hashes": [
-                "sha256:027f6de494925c0ab2a55eab46ae5129951638a49a34d87f4c3eda90f696b4ad",
-                "sha256:077fbb858e903c73f6c9db43374fd213b0b6a778106bc7032446a8e8b5b38b93",
-                "sha256:0a98e6759f854bd25a58a73fa88833fba3b7c491169f86ce1180c948ab3fd394",
-                "sha256:0d3d8f15c07f86e9ff82319b3d9ef6f4bf907608f53fe9d92b28ea9ae3d1fd89",
-                "sha256:0f04b14ffe5fdc8c4933862d8306109a2c51e0704acfa35d51598eb45a1e89fc",
-                "sha256:11d694519d7f29d6cd09f6ac70028dba10f92f6cdd059096db198c283794ac86",
-                "sha256:194f08cbb32dc406d6e1aea671a68be0823673db2832b38405deba2fb0d88f63",
-                "sha256:1bee1e43c28aa63cb16e5c14e582580546b08e535299b8b6158a7c9c768a1f3d",
-                "sha256:21d142cc6c0ec30d2efee5068ca36c128a30b0f2c53c1c07bd78cb6bc1d3be5f",
-                "sha256:2437418e20515acec67d86e12bf70056a33abdacb5cb1655042f6538d6b085a8",
-                "sha256:244bfb999c71b35de57821b8ea746b24e863398194a4014e4c76adc2bbdfeff0",
-                "sha256:2677acec1a2f8ef614c6888b5b4ae4060cc184174a938ed4e8ef690e15d3e505",
-                "sha256:277e970e750505ed74c832b4bf75dac7476262ee2a013f5574dd49075879e161",
-                "sha256:2aaba3b0819274cc41757a1da876f810a3e4d7b6eb25699253a4effef9e8e4af",
-                "sha256:2b7d8f6c26245217bd2ad053761201e9f9680f8ce52f0fcd8d0755aeae5b2152",
-                "sha256:2c9d3c380143a1fedbff95a312aa798578371eb29da42106a29019368a475318",
-                "sha256:3162d5d8ce1bb98dd51af660f2121c55d0fa541b46dff7bb9b9f86ea1d87de72",
-                "sha256:31fd66405eaf47bb62e8cd575dc621c56c668f27d46a61d975a249930dd5e2a4",
-                "sha256:362d61fd13843997c1c446760ef36f240cf81d3ebf74ac62652aebaf7838561e",
-                "sha256:376bec83a63b8021bb5c8ea75e21c4ccb86e7e45ca4eb81146091b56599b80c3",
-                "sha256:44c2a8734b333e0578090c4cd6b16f275e07aa6614ca8715e6c038e865e70576",
-                "sha256:47cc91b2f4dd2833fddaedd2893006b0106129d4b94fdb6af1f4ce5a9965577c",
-                "sha256:4902828217069c3c5c71094537a8e623f5d097858ac6ca8252f7b4d10b7560f1",
-                "sha256:4bd5d4137d500351a30687c2d3971758aac9a19208fc110ccb9d7188fbe709e8",
-                "sha256:4fe7859a4e3e8457458e2ff592f15ccb02f3da787fcd31e0183879c3ad4692a1",
-                "sha256:542d2cee80be6f80247095cc36c418f7bddd14f4a6de45af91dfad36d817bba2",
-                "sha256:554af85e960429cf30784dd47447d5125aaa3b99a6f0683589dbd27e2f45da44",
-                "sha256:5833d2c39d8896e4e19b689ffc198f08ea58116bee26dea51e362ecc7cd3ed26",
-                "sha256:5947809c8a2417be3267efc979c47d76a079758166f7d43ef5ae8e9f92751f88",
-                "sha256:5ae497466c7901d54b639cf42d5b8c1b6a4fead55215500d2f486d34db48d016",
-                "sha256:5bd2293095d766545ec1a8f612559f6b40abc0eb18bb2f5d1171872d34036ede",
-                "sha256:5bfbb1b9acf3334612667b61bd3002196fe2a1eb4dd74d247e0f2a4d50ec9bbf",
-                "sha256:5cb4d72eea50c8868f5288b7f7f33ed276118325c1dfd3957089f6b519e1382a",
-                "sha256:5dbe56a36425d26d6cfb40ce79c314a2e4dd6211d51d6d2191c00bed34f354cc",
-                "sha256:5f819d5fe9234f9f82d75bdfa9aef3a3d72c4d24a6e57aeaebba32a704553aa0",
-                "sha256:64b55f9dce520635f018f907ff1b0df1fdc31f2795a922fb49dd14fbcdf48c84",
-                "sha256:6515f3182dbe4ea06ced2d9e8666d97b46ef4c75e326b79bb624110f122551db",
-                "sha256:65e2befcd84bc6f37095f5961e68a6f077bf44946771354a28ad434c2cce0ae1",
-                "sha256:6aee717dcfead04c6eb1ce3bd29ac1e22663cdea57f943c87d1eab9a025438d7",
-                "sha256:6b39f987ae8ccdf0d2642338faf2abb1862340facc796048b604ef14919e55ed",
-                "sha256:6e1fcf0720908f200cd21aa4e6750a48ff6ce4afe7ff5a79a90d5ed8a08296f8",
-                "sha256:74018750915ee7ad843a774364e13a3db91682f26142baddf775342c3f5b1133",
-                "sha256:74664978bb272435107de04e36db5a9735e78232b85b77d45cfb38f758efd33e",
-                "sha256:74bb723680f9f7a6234dcf67aea57e708ec1fbdf5699fb91dfd6f511b0a320ef",
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-            ],
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-        },
-        "tomli-w": {
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-        "typing-extensions": {
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-            "version": "==4.15.0"
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-        "urllib3": {
-            "hashes": [
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-                "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==2.6.3"
-        },
-        "vcrpy": {
-            "hashes": [
-                "sha256:2d16f31ad56493efb6165182dd99767207031b0da3f68b18f975545ede8ac4b9",
-                "sha256:58e3053e33b423f3594031cb758c3f4d1df931307f1e67928e30cf352df7709f"
-            ],
-            "index": "pypi",
-            "markers": "python_version >= '3.10'",
-            "version": "==8.1.1"
-        },
-        "virtualenv": {
-            "hashes": [
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-                "sha256:8befb5c81842c641f8ee658481e42641c68b5eab3521d8e092d18320902466ba"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==20.36.1"
-        },
-        "wcwidth": {
-            "hashes": [
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-                "sha256:cdc4e4262d6ef9a1a57e018384cbeb1208d8abbc64176027e2c2455c81313159"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==0.6.0"
-        },
-        "wrapt": {
-            "hashes": [
-                "sha256:05c0db35ccffd7480143e62df1e829d101c7b86944ae3be7e4869a7efa621f53",
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-                "sha256:3c59e103017a2c1ea0ddf589cbefd63f91081d7ce9d491d69ff2512bb1157e23",
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-                "sha256:5797f65e4d58065a49088c3b32af5410751cd485e83ba89e5a45e2aa8905af98",
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-                "sha256:d88b46bb0dce9f74b6817bc1758ff2125e1ca9e1377d62ea35b6896142ab6825",
-                "sha256:da0af328373f97ed9bdfea24549ac1b944096a5a71b30e41c9b8b53ab3eec04a",
-                "sha256:da815b9263947ac98d088b6414ac83507809a1d385e4632d9489867228d6d81c",
-                "sha256:e1c99544b6a7d40ca22195563b6d8bc3986ee8bb82f272f31f0670fe9440c869",
-                "sha256:e75ad48c3cca739f580b5e14c052993eb644c7fa5b4c90aa51193280b30875ae",
-                "sha256:f4c7dd22cf7f36aafe772f3d88656559205c3af1b7900adfccb70edeb0d2abc4",
-                "sha256:f76bc12c583ab01e73ba0ea585465a41e48d968f6d1311b4daec4f8654e356e3",
-                "sha256:fc5c500966bf48913f795f1984704e6d452ba2414207b15e1f8c339a059d5b16",
-                "sha256:feff14b63a6d86c1eee33a57f77573649f2550935981625be7ff3cb7342efe05",
-                "sha256:ff562067485ebdeaef2fa3fe9b1876bc4e7b73762e0a01406ad81e2076edcebf"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==2.1.1"
-        }
-    }
-}
diff --git a/README.md b/README.md
index b1d145b..84b459c 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ TIMDEX! Index Manager (TIM) is a Python CLI application for managing TIMDEX indi
 - To run unit tests: `make test`
 - To lint the repo: `make lint`
 - To run local OpenSearch with Docker: `make local-opensearch`
-- To run the app: `pipenv run tim --help`
+- To run the app: `uv run tim --help`
 
 **Important note:** The sections that follow provide instructions for running OpenSearch **locally with Docker**. These instructions are useful for testing. Please make sure the environment variable `TIMDEX_OPENSEARCH_ENDPOINT` is **not** set before proceeding.
 
@@ -24,7 +24,7 @@ docker run -p 9200:9200 -p 9600:9600 -e "discovery.type=single-node" \
 opensearchproject/opensearch:2
 ```
 
-2. To confirm the instance is up, run `pipenv run tim -u localhost ping` or visit http://localhost:9200/. This should produce a log that looks like the following:
+2. To confirm the instance is up, run `uv run tim -u localhost ping` or visit http://localhost:9200/. This should produce a log that looks like the following:
  
 ```text
 2024-02-08 13:22:16,826 INFO tim.cli.main(): OpenSearch client configured for endpoint 'localhost'
@@ -59,7 +59,7 @@ docker pull opensearchproject/opensearch-dashboards:2
 docker compose up
 ```
 
-2. To confirm the instance is up, run `pipenv run tim ping` or visit http://localhost:9200/.
+2. To confirm the instance is up, run `uv run tim ping` or visit http://localhost:9200/.
 
 3. Access OpenSearch Dashboards through <http://localhost:5601>.
 
@@ -79,7 +79,7 @@ For both, first follow the instructions in either [Running Opensearch locally wi
 1. Utilize the CLI command `reindex-source`:
 
 ```shell
-pipenv run tim --verbose reindex-source \
+uv run tim --verbose reindex-source \
 --source <source-name> \
 <dataset-location>
 ```
@@ -89,19 +89,19 @@ pipenv run tim --verbose reindex-source \
 1.  Create a new index. Copy the name of the created index printed to the terminal's output.
 
 ```shell
-pipenv run tim create -s <source-name>
+uv run tim create -s <source-name>
 ```
 
 2. Copy the index name and promote the index to the alias.
 
 ```shell
-pipenv run tim promote -a <source-name> -i <index-name>
+uv run tim promote -a <source-name> -i <index-name>
 ```
 
 3. Bulk index records from a TIMDEX dataset (can be local or from S3).
 
 ```shell
-pipenv run tim bulk-index \
+uv run tim bulk-index \
 --source <source-name> \
 --run-id <run-id> \
 --run-date <YYYY-MM-DD-run-date> \
@@ -111,7 +111,7 @@ pipenv run tim bulk-index \
 4. After verifying that the bulk-index was successful, clean up your local OpenSearch instance by deleting the index.
 
 ```shell
-pipenv run tim delete -i <index-name>
+uv run tim delete -i <index-name>
 ```
 
 ### Running OpenSearch on AWS
@@ -120,7 +120,7 @@ pipenv run tim delete -i <index-name>
 
 2. Set the `TIMDEX_OPENSEARCH_ENDPOINT` variable in your .env to match the Dev1 (or desired) TIMDEX OpenSearch endpoint (note: do not include the http scheme prefix).
 
-3. Run `pipenv run tim ping` to confirm the client is connected to the expected TIMDEX OpenSearch instance.
+3. Run `uv run tim ping` to confirm the client is connected to the expected TIMDEX OpenSearch instance.
 
 
 ## Environment Variables 
@@ -146,7 +146,7 @@ SENTRY_DSN=### If set to a valid Sentry DSN, enables Sentry exception monitoring
 
 ## CLI commands
 
-All CLI commands can be run with `pipenv run`. 
+All CLI commands can be run with `uv run`. 
 
 ```
  Usage: tim [OPTIONS] COMMAND [ARGS]...                                                                                  
diff --git a/pyproject.toml b/pyproject.toml
index eaa1508..26209ac 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,31 @@
-[tool.black]
-line-length = 90
+[project]
+name = "timdex-index-manager"
+version = "2.0.0"
+requires-python = ">=3.13"
+dependencies = [
+    "boto3",
+    "click",
+    "ijson",
+    "opensearch-py<3.0",
+    "rich-click",
+    "sentry-sdk",
+    "smart-open[s3]",
+    "timdex-dataset-api @ git+https://github.com/MITLibraries/timdex-dataset-api.git",
+]
+
+[dependency-groups]
+dev = [
+    "boto3-stubs",
+    "coveralls",
+    "freezegun",
+    "ipython",
+    "mypy",
+    "pip-audit",
+    "pre-commit",
+    "pytest",
+    "ruff",
+    "vcrpy",
+]
 
 [tool.mypy]
 disallow_untyped_calls = true
@@ -14,11 +40,8 @@ ignore_missing_imports = true
 log_level = "INFO"
 
 [tool.ruff]
-target-version = "py312"
-
-# set max line length
+target-version = "py313"
 line-length = 90
-
 # enumerate all fixed violations
 show-fixes = true
 
@@ -27,21 +50,21 @@ select = ["ALL", "PT"]
 
 ignore = [
     # default
-    "COM812", 
-    "D107", 
-    "N812", 
-    "PTH", 
+    "COM812",
+    "D107",
+    "N812",
+    "PTH",
 
     # project-specific
     "C90",
     "D100",
-    "D101", 
+    "D101",
     "D102",
     "D103",
-    "D104", 
+    "D104",
     "G004",
     "PLR0912",
-    "PLR0913", 
+    "PLR0913",
     "PLR0915",
     "S321",
 ]
@@ -66,4 +89,17 @@ fixture-parentheses = false
 max-doc-length = 90
 
 [tool.ruff.lint.pydocstyle]
-convention = "google"
\ No newline at end of file
+convention = "google"
+
+[project.scripts]
+tim = "tim.cli:main"
+
+[tool.setuptools.packages.find]
+include = ["tim*"]
+
+[build-system]
+requires = ["setuptools>=61"]
+build-backend = "setuptools.build_meta"
+
+[tool.uv]
+package = true
diff --git a/tests/test_opensearch.py b/tests/test_opensearch.py
index 40b9585..6651f13 100644
--- a/tests/test_opensearch.py
+++ b/tests/test_opensearch.py
@@ -272,8 +272,7 @@ def test_delete_index_not_present_raises_error(test_opensearch_client):
 def test_get_or_create_index_from_source_index_exists(test_opensearch_client):
     aliases = tim_os.get_aliases(test_opensearch_client)
     assert (
-        "test-2022-09-01t00-00-00"
-        in aliases[PRIMARY_ALIAS]  # pylint: disable=unsubscriptable-object
+        "test-2022-09-01t00-00-00" in aliases[PRIMARY_ALIAS]  # pylint: disable=unsubscriptable-object
     )
     assert tim_os.get_or_create_index_from_source(
         test_opensearch_client, "test", new=False
@@ -298,8 +297,7 @@ def test_get_or_create_index_from_source_no_primary_source_index_present(
 def test_get_or_create_index_from_source_new_passed(test_opensearch_client):
     aliases = tim_os.get_aliases(test_opensearch_client)
     assert (
-        "test-2022-09-01t00-00-00"
-        in aliases[PRIMARY_ALIAS]  # pylint: disable=unsubscriptable-object
+        "test-2022-09-01t00-00-00" in aliases[PRIMARY_ALIAS]  # pylint: disable=unsubscriptable-object
     )
     assert tim_os.get_or_create_index_from_source(
         test_opensearch_client, "test", new=True
diff --git a/tim/helpers.py b/tim/helpers.py
index 0480db9..55e7c91 100644
--- a/tim/helpers.py
+++ b/tim/helpers.py
@@ -29,7 +29,7 @@ def format_embeddings(embeddings: Iterator[dict]) -> Iterator[dict]:
     for embedding in embeddings:
         yield {
             "timdex_record_id": embedding["timdex_record_id"],
-            f"embedding_{embedding["embedding_strategy"]}": json.loads(
+            f"embedding_{embedding['embedding_strategy']}": json.loads(
                 embedding["embedding_object"]
             ),
         }
@@ -49,7 +49,7 @@ def generate_bulk_actions(
     index: str,
     records: Iterator[dict],
     action: str,
-) -> Generator[dict, None, None]:
+) -> Generator[dict]:
     """Iterate through records, create and yield an OpenSearch bulk action for each.
 
     The provided action must be one of the four OpenSearch bulk operation types.
@@ -106,7 +106,9 @@ def validate_bulk_cli_options(
 
 
 def validate_index_name(
-    ctx: click.Context, parameter_name: str, value: str  # noqa: ARG001
+    ctx: click.Context,  # noqa: ARG001
+    parameter_name: str,  # noqa: ARG001
+    value: str,
 ) -> str:
     """Click callback to validate a provided index name against our business rules."""
     if value is None:
diff --git a/tim/opensearch.py b/tim/opensearch.py
index 090f064..e160d3d 100644
--- a/tim/opensearch.py
+++ b/tim/opensearch.py
@@ -344,8 +344,7 @@ def bulk_delete(
             result["deleted"] += 1
         else:
             logger.error(
-                "Something unexpected happened during deletion. Bulk delete response: "
-                "%s",
+                "Something unexpected happened during deletion. Bulk delete response: %s",
                 json.dumps(response),
             )
             result["errors"] += 1
@@ -456,8 +455,12 @@ def bulk_update(
                 )
                 result["errors"] += 1
             else:
+                message = "update"
                 raise BulkOperationError(
-                    "update", record, index, json.dumps(error)  # noqa: EM101
+                    message,
+                    record,
+                    index,
+                    json.dumps(error),
                 )
         elif response[1]["update"].get("result") == "updated":
             result["updated"] += 1
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..c8402ef
--- /dev/null
+++ b/uv.lock
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