diff --git a/.github/workflows/check-release.yml b/.github/workflows/check-release.yml
new file mode 100644
index 0000000..00e1063
--- /dev/null
+++ b/.github/workflows/check-release.yml
@@ -0,0 +1,26 @@
+name: Check release metadata
+
+on:
+  pull_request:
+    paths:
+      - 'pyproject.toml'
+      - 'CHANGELOG.md'
+
+permissions:
+  contents: read
+
+jobs:
+  check:
+    name: Verify changelog matches version bump
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+        with:
+          fetch-depth: 0
+
+      - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
+        with:
+          python-version: '3.12'
+
+      - name: Check release metadata
+        run: python scripts/check-release.py
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..9629449
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,33 @@
+name: CI
+
+on:
+  push:
+    branches: ["main", "master"]
+  pull_request:
+
+concurrency:
+  group: ci-${{ github.ref }}
+  cancel-in-progress: true
+
+permissions:
+  contents: read
+
+jobs:
+  test:
+    name: Test (Python 3.12)
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+
+      - uses: astral-sh/setup-uv@d4b2f3b6ecc6e67c4457f6d3e41ec42d3d0fcb86 # v6
+        with:
+          enable-cache: true
+
+      - name: Set up Python
+        run: uv python install 3.12
+
+      - name: Install dependencies
+        run: uv sync --locked
+
+      - name: Test
+        run: uv run pytest -v
diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..05d5ac0
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,69 @@
+name: Publish to PyPI
+
+on:
+  push:
+    tags:
+      - 'v[0-9]*'
+
+concurrency:
+  group: pypi-publish-${{ github.ref_name }}
+  cancel-in-progress: false
+
+permissions:
+  contents: read
+
+jobs:
+  build:
+    name: Build distribution
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+
+      - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
+        with:
+          python-version: '3.12'
+
+      - name: Install build tooling
+        run: python -m pip install --upgrade build twine
+
+      - name: Verify tag matches pyproject version
+        run: |
+          if [[ ! "$GITHUB_REF_NAME" =~ ^v[0-9] ]]; then
+            echo "Release tag '$GITHUB_REF_NAME' must start with 'v' followed by a digit (e.g. v1.0.0)" >&2
+            exit 1
+          fi
+          tag="${GITHUB_REF_NAME#v}"
+          pkg_version=$(python -c "import tomllib,pathlib; print(tomllib.loads(pathlib.Path('pyproject.toml').read_text())['project']['version'])")
+          if [ "$tag" != "$pkg_version" ]; then
+            echo "Release tag ($tag) does not match pyproject.toml version ($pkg_version)" >&2
+            exit 1
+          fi
+
+      - name: Build sdist and wheel
+        run: python -m build
+
+      - name: Check distribution metadata
+        run: python -m twine check --strict dist/*
+
+      - uses: actions/upload-artifact@330a01c490aca151604b8cf639adc76d48f6c5d4 # v5
+        with:
+          name: dist
+          path: dist/
+
+  publish:
+    name: Publish to PyPI
+    needs: build
+    runs-on: ubuntu-latest
+    environment:
+      name: pypi
+      url: https://pypi.org/p/hotdata-llamaindex
+    permissions:
+      id-token: write
+    steps:
+      - uses: actions/download-artifact@634f93cb2916e3fdff6788551b99b062d0335ce0 # v5
+        with:
+          name: dist
+          path: dist/
+
+      - name: Publish via Trusted Publishing
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 0000000..66c6c1e
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,54 @@
+name: GitHub Release
+
+on:
+  push:
+    tags:
+      - 'v[0-9]*'
+
+permissions:
+  contents: write
+
+jobs:
+  release:
+    name: Create GitHub Release
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+
+      - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
+        with:
+          python-version: '3.12'
+
+      - name: Read package metadata
+        id: meta
+        run: |
+          pkg_name=$(python -c "import tomllib,pathlib; print(tomllib.loads(pathlib.Path('pyproject.toml').read_text())['project']['name'])")
+          pkg_version="${GITHUB_REF_NAME#v}"
+          echo "name=${pkg_name}" >> "$GITHUB_OUTPUT"
+          echo "version=${pkg_version}" >> "$GITHUB_OUTPUT"
+
+      - name: Extract changelog notes
+        id: notes
+        run: |
+          set -euo pipefail
+          version="${GITHUB_REF_NAME#v}"
+          if [[ -f CHANGELOG.md ]]; then
+            body="$(python scripts/extract-changelog.py "$version")"
+          else
+            body="Release ${version}."
+          fi
+          delimiter="EOF_${RANDOM}_${RANDOM}"
+          {
+            echo "body<<${delimiter}"
+            echo "$body"
+            echo "${delimiter}"
+          } >> "$GITHUB_OUTPUT"
+
+      - name: Create GitHub Release
+        uses: softprops/action-gh-release@1e812e8210a4a8a0b23075e5795f2a4e2b2a0b7 # v2.2.2
+        with:
+          tag_name: ${{ github.ref_name }}
+          name: ${{ steps.meta.outputs.name }} ${{ steps.meta.outputs.version }}
+          body: ${{ steps.notes.outputs.body }}
+          generate_release_notes: false
+          make_latest: true
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..4d94c1e
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,23 @@
+# Python
+__pycache__/
+*.py[cod]
+*$py.class
+*.so
+
+# Virtual environments
+.env
+.venv
+env/
+venv/
+
+# Testing
+.pytest_cache/
+.coverage
+htmlcov/
+
+# Packaging
+*.egg-info/
+dist/
+build/
+
+.DS_Store
diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 0000000..42cf173
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,14 @@
+# Changelog
+
+All notable changes to this project will be documented in this file.
+
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
+and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
+
+## [Unreleased]
+
+## [0.1.0] - 2026-05-19
+
+### Added
+
+- Initial release with LlamaIndex tools for Hotdata managed databases.
diff --git a/README.md b/README.md
index 4aa82cc..0b7263c 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,60 @@
 # hotdata-llamaindex
-LlamaIndex tools for Hotdata runtime
+
+LlamaIndex tools for [Hotdata](https://hotdata.dev), built on **hotdata-runtime**.
+
+## Features
+
+- **SQL tool** — run workspace SQL and return JSON rows for agents
+- **Managed database tools** — list, create, and load parquet into Hotdata-owned catalogs (replaces legacy dataset uploads)
+
+## Install
+
+```bash
+pip install hotdata-llamaindex
+```
+
+Requires `HOTDATA_API_KEY`. Optionally set `HOTDATA_WORKSPACE`, `HOTDATA_API_URL`, or `HOTDATA_SANDBOX`.
+
+## Usage
+
+```python
+import hotdata_llamaindex as hli
+
+client = hli.from_env()
+tools = hli.make_hotdata_tools(client)
+
+for tool in tools:
+    print(tool.metadata.name, tool.metadata.description)
+```
+
+Managed database example:
+
+```python
+tools = {tool.metadata.name: tool for tool in hli.make_hotdata_tools(client)}
+
+tools["hotdata_create_managed_database"].call(
+    name="sales",
+    schema_name="public",
+    tables="orders",
+)
+
+tools["hotdata_load_managed_table"].call(
+    database="sales",
+    table="orders",
+    file="/path/to/orders.parquet",
+)
+```
+
+## Examples
+
+```bash
+uv run python examples/llamaindex_basic.py
+uv run python examples/llamaindex_managed_db.py
+```
+
+## Development
+
+```bash
+uv sync --locked
+uv run pytest
+```
diff --git a/RELEASING.md b/RELEASING.md
new file mode 100644
index 0000000..0b50ff4
--- /dev/null
+++ b/RELEASING.md
@@ -0,0 +1,43 @@
+# Releasing
+
+Every release uses `./scripts/release.sh`. Do not bump versions, tag, or create GitHub Releases manually.
+
+## One-time setup
+
+- Install [GitHub CLI](https://cli.github.com/) (`gh`) and authenticate.
+- Ensure PyPI [trusted publishing](https://docs.pypi.org/trusted-publishers/) is configured for this repo (`publish.yml` uses the `pypi` GitHub environment).
+
+## Release steps
+
+1. Add user-facing notes under `## [Unreleased]` in `CHANGELOG.md`.
+2. Prepare the release PR:
+
+   ```bash
+   ./scripts/release.sh prepare patch   # or minor | major | 1.2.3
+   ```
+
+3. Merge the PR after CI passes (including the changelog check).
+4. Publish from a clean default branch checkout:
+
+   ```bash
+   git checkout main   # or master for hotdata-marimo
+   git pull
+   ./scripts/release.sh publish
+   ```
+
+## What happens automatically
+
+Pushing a `vX.Y.Z` tag triggers two workflows:
+
+| Workflow | Purpose |
+|----------|---------|
+| `publish.yml` | Build wheel/sdist and publish to PyPI |
+| `release.yml` | Create the GitHub Release with notes from `CHANGELOG.md` |
+
+## Enforcement
+
+- **PR check** (`check-release.yml`): if `pyproject.toml` version changes, `CHANGELOG.md` must contain a matching `## [X.Y.Z]` section.
+- **Tag check** (`publish.yml`): the tag (without `v`) must match `[project].version` in `pyproject.toml`.
+- **Publish guard** (`release.sh publish`): refuses to tag if the changelog section is missing.
+
+Together, these make it hard to ship a version without changelog notes or a GitHub Release.
diff --git a/examples/llamaindex_basic.py b/examples/llamaindex_basic.py
new file mode 100644
index 0000000..009f8b4
--- /dev/null
+++ b/examples/llamaindex_basic.py
@@ -0,0 +1,21 @@
+"""Minimal LlamaIndex tool usage with hotdata-llamaindex."""
+
+import hotdata_llamaindex as hli
+
+
+def main() -> None:
+    client = hli.from_env()
+    tools = hli.make_hotdata_tools(client)
+    by_name = {tool.metadata.name: tool for tool in tools}
+
+    sql_tool = by_name["hotdata_execute_sql"]
+    print(sql_tool.call(sql="SELECT 1 AS ok"))
+
+    list_tool = by_name["hotdata_list_managed_databases"]
+    print(list_tool.call())
+
+    client.close()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/examples/llamaindex_managed_db.py b/examples/llamaindex_managed_db.py
new file mode 100644
index 0000000..7cf49f2
--- /dev/null
+++ b/examples/llamaindex_managed_db.py
@@ -0,0 +1,34 @@
+"""Managed database tools for LlamaIndex agents."""
+
+import hotdata_llamaindex as hli
+
+
+def main() -> None:
+    client = hli.from_env()
+    tools = hli.make_hotdata_tools(client)
+    by_name = {tool.metadata.name: tool for tool in tools}
+
+    create = by_name["hotdata_create_managed_database"]
+    print(
+        create.call(
+            name="demo_sales",
+            schema_name="public",
+            tables="orders\ncustomers",
+        )
+    )
+
+    load = by_name["hotdata_load_managed_table"]
+    print(
+        load.call(
+            database="demo_sales",
+            table="orders",
+            file="/path/to/orders.parquet",
+            schema_name="public",
+        )
+    )
+
+    client.close()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/hotdata_llamaindex/__init__.py b/hotdata_llamaindex/__init__.py
new file mode 100644
index 0000000..df54c7a
--- /dev/null
+++ b/hotdata_llamaindex/__init__.py
@@ -0,0 +1,37 @@
+"""LlamaIndex tools for Hotdata runtime."""
+
+from importlib.metadata import PackageNotFoundError, version
+
+try:
+    __version__ = version("hotdata-llamaindex")
+except PackageNotFoundError:
+    __version__ = "0.0.0+unknown"
+
+from hotdata_runtime import HotdataClient, QueryResult, from_env
+from hotdata_llamaindex.databases import (
+    create_managed_database,
+    list_managed_databases_json,
+    load_managed_table,
+    load_result_summary,
+    managed_database_summary,
+)
+from hotdata_llamaindex.tools import (
+    execute_sql_json,
+    make_hotdata_tools,
+    result_rows_for_llm,
+)
+
+__all__ = [
+    "__version__",
+    "HotdataClient",
+    "QueryResult",
+    "create_managed_database",
+    "execute_sql_json",
+    "from_env",
+    "list_managed_databases_json",
+    "load_managed_table",
+    "load_result_summary",
+    "make_hotdata_tools",
+    "managed_database_summary",
+    "result_rows_for_llm",
+]
diff --git a/hotdata_llamaindex/databases.py b/hotdata_llamaindex/databases.py
new file mode 100644
index 0000000..742a209
--- /dev/null
+++ b/hotdata_llamaindex/databases.py
@@ -0,0 +1,60 @@
+"""Managed database helpers for LlamaIndex agents."""
+
+from __future__ import annotations
+
+import json
+from typing import Any
+
+from hotdata_runtime import (
+    DEFAULT_SCHEMA,
+    HotdataClient,
+    LoadManagedTableResult,
+    ManagedDatabase,
+)
+
+
+def list_managed_databases_json(client: HotdataClient) -> str:
+    rows = [
+        {
+            "name": db.name,
+            "id": db.id,
+            "sql_prefix": f"{db.name}.{{schema}}.{{table}}",
+        }
+        for db in client.list_managed_databases()
+    ]
+    return json.dumps(rows, indent=2)
+
+
+def create_managed_database(
+    client: HotdataClient,
+    *,
+    name: str,
+    schema: str = DEFAULT_SCHEMA,
+    tables: list[str] | None = None,
+) -> ManagedDatabase:
+    return client.create_managed_database(name, schema=schema, tables=tables)
+
+
+def load_managed_table(
+    client: HotdataClient,
+    *,
+    database: str,
+    table: str,
+    file: str,
+    schema: str = DEFAULT_SCHEMA,
+) -> LoadManagedTableResult:
+    return client.load_managed_table(database, table, schema=schema, file=file)
+
+
+def managed_database_summary(db: ManagedDatabase) -> dict[str, str]:
+    return {"id": db.id, "name": db.name, "source_type": db.source_type}
+
+
+def load_result_summary(result: LoadManagedTableResult) -> dict[str, Any]:
+    return {
+        "connection_id": result.connection_id,
+        "schema_name": result.schema_name,
+        "table_name": result.table_name,
+        "row_count": result.row_count,
+        "full_name": result.full_name,
+    }
diff --git a/hotdata_llamaindex/tools.py b/hotdata_llamaindex/tools.py
new file mode 100644
index 0000000..55b4a7f
--- /dev/null
+++ b/hotdata_llamaindex/tools.py
@@ -0,0 +1,97 @@
+"""LlamaIndex tools built on hotdata-runtime."""
+
+from __future__ import annotations
+
+import json
+from typing import Any
+
+from llama_index.core.tools import FunctionTool
+
+from hotdata_runtime import DEFAULT_SCHEMA, HotdataClient, QueryResult
+
+from hotdata_llamaindex.databases import (
+    create_managed_database,
+    list_managed_databases_json,
+    load_managed_table,
+    load_result_summary,
+    managed_database_summary,
+)
+
+
+def result_rows_for_llm(result: QueryResult, *, max_rows: int = 20) -> list[dict[str, Any]]:
+    return result.to_records(max_rows=max_rows)
+
+
+def execute_sql_json(client: HotdataClient, sql: str, *, max_rows: int = 100) -> str:
+    result = client.execute_sql(sql)
+    payload = {
+        "metadata": result.metadata_dict(),
+        "rows": result.to_records(max_rows=max_rows),
+    }
+    return json.dumps(payload, indent=2)
+
+
+def make_hotdata_tools(
+    client: HotdataClient,
+    *,
+    max_rows: int = 100,
+) -> list[FunctionTool]:
+    """Return LlamaIndex tools for SQL and managed database workflows."""
+
+    def hotdata_execute_sql(sql: str) -> str:
+        """Run SQL against the Hotdata workspace and return JSON rows."""
+        return execute_sql_json(client, sql, max_rows=max_rows)
+
+    def hotdata_list_managed_databases() -> str:
+        """List Hotdata-managed databases in the workspace."""
+        return list_managed_databases_json(client)
+
+    def hotdata_create_managed_database(
+        name: str,
+        schema_name: str = DEFAULT_SCHEMA,
+        tables: str = "",
+    ) -> str:
+        """Create a Hotdata-managed database and optionally declare tables (one per line)."""
+        table_names = [line.strip() for line in tables.splitlines() if line.strip()]
+        db = create_managed_database(
+            client,
+            name=name,
+            schema=schema_name or DEFAULT_SCHEMA,
+            tables=table_names or None,
+        )
+        return json.dumps(managed_database_summary(db), indent=2)
+
+    def hotdata_load_managed_table(
+        database: str,
+        table: str,
+        file: str,
+        schema_name: str = DEFAULT_SCHEMA,
+    ) -> str:
+        """Load a local parquet file into a declared managed table."""
+        loaded = load_managed_table(
+            client,
+            database=database,
+            table=table,
+            file=file,
+            schema=schema_name or DEFAULT_SCHEMA,
+        )
+        return json.dumps(load_result_summary(loaded), indent=2)
+
+    return [
+        FunctionTool.from_defaults(
+            fn=hotdata_execute_sql,
+            name="hotdata_execute_sql",
+        ),
+        FunctionTool.from_defaults(
+            fn=hotdata_list_managed_databases,
+            name="hotdata_list_managed_databases",
+        ),
+        FunctionTool.from_defaults(
+            fn=hotdata_create_managed_database,
+            name="hotdata_create_managed_database",
+        ),
+        FunctionTool.from_defaults(
+            fn=hotdata_load_managed_table,
+            name="hotdata_load_managed_table",
+        ),
+    ]
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..ea0b6d9
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,30 @@
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[project]
+name = "hotdata-llamaindex"
+version = "0.1.0"
+description = "LlamaIndex tools for Hotdata runtime"
+readme = "README.md"
+requires-python = ">=3.10"
+license = { text = "MIT" }
+dependencies = [
+  "hotdata-runtime>=0.1.1",
+  "hotdata>=0.2.0",
+  "llama-index-core>=0.12.0",
+]
+
+[dependency-groups]
+dev = [
+  "pytest>=8.0",
+]
+
+[tool.uv]
+default-groups = ["dev"]
+
+[tool.hatch.build.targets.wheel]
+packages = ["hotdata_llamaindex"]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
diff --git a/scripts/check-release.py b/scripts/check-release.py
new file mode 100755
index 0000000..7d437f5
--- /dev/null
+++ b/scripts/check-release.py
@@ -0,0 +1,62 @@
+#!/usr/bin/env python3
+"""Fail CI when pyproject.toml version changes without a matching CHANGELOG entry."""
+
+from __future__ import annotations
+
+import re
+import subprocess
+import sys
+from pathlib import Path
+
+
+def git_show(path: str, ref: str) -> str:
+    try:
+        return subprocess.check_output(["git", "show", f"{ref}:{path}"], text=True)
+    except subprocess.CalledProcessError:
+        return ""
+
+
+def read_version(text: str) -> str:
+    match = re.search(r'(?m)^version = "([^"]+)"', text)
+    if not match:
+        raise SystemExit("could not read version from pyproject.toml")
+    return match.group(1)
+
+
+def has_changelog_section(version: str) -> bool:
+    changelog = Path("CHANGELOG.md")
+    if not changelog.exists():
+        return False
+    return bool(re.search(rf"^## \[{re.escape(version)}\]", changelog.read_text(), re.M))
+
+
+def main() -> None:
+    base = "origin/main"
+    for candidate in ("origin/main", "origin/master"):
+        if subprocess.call(["git", "rev-parse", "--verify", candidate], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL) == 0:
+            base = candidate
+            break
+
+    current = Path("pyproject.toml").read_text()
+    previous = git_show("pyproject.toml", base)
+    if not previous:
+        print("skip: no base pyproject.toml to compare")
+        return
+
+    old_version = read_version(previous)
+    new_version = read_version(current)
+    if old_version == new_version:
+        print(f"version unchanged ({new_version})")
+        return
+
+    if not has_changelog_section(new_version):
+        raise SystemExit(
+            f"pyproject.toml version bumped to {new_version} but CHANGELOG.md "
+            f"has no '## [{new_version}]' section"
+        )
+
+    print(f"release metadata ok for {new_version}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/extract-changelog.py b/scripts/extract-changelog.py
new file mode 100755
index 0000000..c2caef1
--- /dev/null
+++ b/scripts/extract-changelog.py
@@ -0,0 +1,36 @@
+#!/usr/bin/env python3
+"""Print the Keep a Changelog section for a release version."""
+
+from __future__ import annotations
+
+import re
+import sys
+from pathlib import Path
+
+
+def extract(changelog: str, version: str) -> str:
+    pattern = rf"^## \[{re.escape(version)}\].*$"
+    match = re.search(pattern, changelog, re.M)
+    if not match:
+        raise SystemExit(f"no changelog section for {version}")
+
+    start = match.start()
+    rest = changelog[match.end() :]
+    next_heading = re.search(r"^## \[", rest, re.M)
+    end = match.end() + (next_heading.start() if next_heading else len(rest))
+    section = changelog[start:end].strip()
+    title, _, body = section.partition("\n")
+    return body.strip() or f"Release {version}."
+
+
+def main() -> None:
+    if len(sys.argv) != 2:
+        raise SystemExit("usage: extract-changelog.py VERSION")
+
+    version = sys.argv[1]
+    changelog = Path("CHANGELOG.md").read_text()
+    print(extract(changelog, version))
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/publish-workflow.sh b/scripts/publish-workflow.sh
new file mode 100755
index 0000000..88c9db9
--- /dev/null
+++ b/scripts/publish-workflow.sh
@@ -0,0 +1,75 @@
+#!/usr/bin/env bash
+# Generate publish.yml for a package. Usage: publish-workflow.sh hotdata-runtime
+set -euo pipefail
+pkg="${1:?package name}"
+cat <<EOF
+name: Publish to PyPI
+
+on:
+  push:
+    tags:
+      - 'v[0-9]*'
+
+concurrency:
+  group: pypi-publish-\${{ github.ref_name }}
+  cancel-in-progress: false
+
+permissions:
+  contents: read
+
+jobs:
+  build:
+    name: Build distribution
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6
+
+      - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6
+        with:
+          python-version: '3.12'
+
+      - name: Install build tooling
+        run: python -m pip install --upgrade build twine
+
+      - name: Verify tag matches pyproject version
+        run: |
+          if [[ ! "\$GITHUB_REF_NAME" =~ ^v[0-9] ]]; then
+            echo "Release tag '\$GITHUB_REF_NAME' must start with 'v' followed by a digit (e.g. v1.0.0)" >&2
+            exit 1
+          fi
+          tag="\${GITHUB_REF_NAME#v}"
+          pkg_version=\$(python -c "import tomllib,pathlib; print(tomllib.loads(pathlib.Path('pyproject.toml').read_text())['project']['version'])")
+          if [ "\$tag" != "\$pkg_version" ]; then
+            echo "Release tag (\$tag) does not match pyproject.toml version (\$pkg_version)" >&2
+            exit 1
+          fi
+
+      - name: Build sdist and wheel
+        run: python -m build
+
+      - name: Check distribution metadata
+        run: python -m twine check --strict dist/*
+
+      - uses: actions/upload-artifact@330a01c490aca151604b8cf639adc76d48f6c5d4 # v5
+        with:
+          name: dist
+          path: dist/
+
+  publish:
+    name: Publish to PyPI
+    needs: build
+    runs-on: ubuntu-latest
+    environment:
+      name: pypi
+      url: https://pypi.org/p/${pkg}
+    permissions:
+      id-token: write
+    steps:
+      - uses: actions/download-artifact@634f93cb2916e3fdff6788551b99b062d0335ce0 # v5
+        with:
+          name: dist
+          path: dist/
+
+      - name: Publish via Trusted Publishing
+        uses: pypa/gh-action-pypi-publish@ed0c53931b1dc9bd32cbe73a98c7f6766f8a527e # v1.13.0
+EOF
diff --git a/scripts/release.sh b/scripts/release.sh
new file mode 100755
index 0000000..03aaeae
--- /dev/null
+++ b/scripts/release.sh
@@ -0,0 +1,187 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
+cd "$ROOT"
+
+die() { echo "error: $*" >&2; exit 1; }
+need() { command -v "$1" >/dev/null 2>&1 || die "$1 is required"; }
+
+usage() {
+  cat <<'EOF'
+Usage:
+  ./scripts/release.sh prepare [patch|minor|major|X.Y.Z]
+  ./scripts/release.sh publish
+
+Workflow:
+  1. Move notes from [Unreleased] in CHANGELOG.md (or add them there).
+  2. ./scripts/release.sh prepare patch
+  3. Merge the release PR.
+  4. ./scripts/release.sh publish
+
+Tag push triggers PyPI publish and GitHub Release creation in CI.
+EOF
+}
+
+get_version() {
+  python3 - <<'PY'
+import tomllib
+from pathlib import Path
+print(tomllib.loads(Path("pyproject.toml").read_text())["project"]["version"])
+PY
+}
+
+get_pkg_name() {
+  python3 - <<'PY'
+import tomllib
+from pathlib import Path
+print(tomllib.loads(Path("pyproject.toml").read_text())["project"]["name"])
+PY
+}
+
+set_version() {
+  local ver="$1"
+  python3 - "$ver" <<'PY'
+import re, sys
+from pathlib import Path
+ver = sys.argv[1]
+path = Path("pyproject.toml")
+text = path.read_text()
+new, n = re.subn(r'(?m)^version = "[^"]+"', f'version = "{ver}"', text, count=1)
+if n != 1:
+    raise SystemExit("could not update version in pyproject.toml")
+path.write_text(new)
+PY
+}
+
+bump_version() {
+  local kind="$1" current="$2"
+  python3 - "$kind" "$current" <<'PY'
+import re, sys
+kind, current = sys.argv[1], sys.argv[2]
+match = re.match(r"^(\d+)\.(\d+)\.(\d+)(.*)$", current)
+if not match:
+    raise SystemExit(f"unsupported version: {current}")
+major, minor, patch, suffix = int(match[1]), int(match[2]), int(match[3]), match[4]
+if suffix:
+    raise SystemExit("pre-release versions must be set explicitly as X.Y.Z")
+if kind == "patch":
+    patch += 1
+elif kind == "minor":
+    minor += 1
+    patch = 0
+elif kind == "major":
+    major += 1
+    minor = 0
+    patch = 0
+else:
+    raise SystemExit(f"unknown bump kind: {kind}")
+print(f"{major}.{minor}.{patch}")
+PY
+}
+
+default_branch() {
+  local remote="${1:-origin}"
+  git symbolic-ref --quiet "refs/remotes/${remote}/HEAD" 2>/dev/null | sed "s|refs/remotes/${remote}/||" \
+    || { git branch -r | sed -n "s|^  ${remote}/\\(main\\|master\\)$|\\1|p" | head -1; } \
+    || echo main
+}
+
+ensure_clean() {
+  [[ -z "$(git status --porcelain)" ]] || die "working tree is not clean"
+}
+
+update_changelog() {
+  local ver="$1"
+  local date
+  date="$(date +%Y-%m-%d)"
+  python3 scripts/update_changelog.py "$ver" "$date"
+}
+
+cmd_prepare() {
+  local bump="${1:-}"
+  [[ -n "$bump" ]] || { usage; die "missing bump kind or explicit version"; }
+  need gh
+  need python3
+  ensure_clean
+
+  local current new base branch pkg
+  current="$(get_version)"
+  if [[ "$bump" =~ ^[0-9]+\.[0-9]+\.[0-9]+$ ]]; then
+    new="$bump"
+  else
+    new="$(bump_version "$bump" "$current")"
+  fi
+  [[ "$new" != "$current" ]] || die "new version ($new) equals current ($current)"
+
+  base="$(default_branch)"
+  git fetch origin "$base"
+  git checkout "$base"
+  git pull --ff-only origin "$base"
+  ensure_clean
+
+  set_version "$new"
+  update_changelog "$new"
+
+  branch="release/v${new}"
+  git checkout -b "$branch"
+  git add pyproject.toml CHANGELOG.md
+  git commit -m "chore: release v${new}"
+
+  pkg="$(get_pkg_name)"
+  git push -u origin "$branch"
+  gh pr create --base "$base" --head "$branch" \
+    --title "chore: release ${pkg} v${new}" \
+    --body "## Summary
+Release **${pkg} v${new}**.
+
+## Checklist
+- [x] Version bumped in \`pyproject.toml\`
+- [x] \`CHANGELOG.md\` updated
+- [ ] CI green
+
+After merge, run \`./scripts/release.sh publish\` from a clean \`${base}\` checkout."
+
+  echo "Prepared ${pkg} v${new}. Merge the PR, then run: ./scripts/release.sh publish"
+}
+
+cmd_publish() {
+  need gh
+  need python3
+  ensure_clean
+
+  local base ver tag
+  base="$(default_branch)"
+  git fetch origin "$base"
+  git checkout "$base"
+  git pull --ff-only origin "$base"
+  ensure_clean
+
+  ver="$(get_version)"
+  tag="v${ver}"
+
+  git rev-parse "$tag" >/dev/null 2>&1 && die "tag $tag already exists"
+  [[ -f CHANGELOG.md ]] || die "CHANGELOG.md is required"
+  python3 - "$ver" <<'PY'
+import re, sys
+from pathlib import Path
+ver = sys.argv[1]
+text = Path("CHANGELOG.md").read_text()
+if not re.search(rf"^## \[{re.escape(ver)}\]", text, re.M):
+    raise SystemExit(f"CHANGELOG.md missing section for {ver}")
+PY
+
+  git tag "$tag"
+  git push origin "$tag"
+
+  pkg="$(get_pkg_name)"
+  echo "Pushed ${tag} for ${pkg}."
+  echo "CI will publish to PyPI and create the GitHub Release."
+}
+
+case "${1:-}" in
+  prepare) shift; cmd_prepare "${1:-}" ;;
+  publish) cmd_publish ;;
+  -h|--help|help|"") usage ;;
+  *) usage; die "unknown command: $1" ;;
+esac
diff --git a/scripts/update_changelog.py b/scripts/update_changelog.py
new file mode 100755
index 0000000..a81b5a6
--- /dev/null
+++ b/scripts/update_changelog.py
@@ -0,0 +1,71 @@
+#!/usr/bin/env python3
+"""Update CHANGELOG.md for a new release version."""
+
+from __future__ import annotations
+
+import re
+import sys
+from pathlib import Path
+
+
+def update_changelog_text(text: str, ver: str, date: str) -> str:
+    if re.search(rf"^## \[{re.escape(ver)}\]", text, re.M):
+        return text
+
+    unreleased = re.search(r"^## \[Unreleased\]\s*\n(.*?)(?=^## \[|\Z)", text, re.M | re.S)
+    if unreleased:
+        body = unreleased.group(1).strip()
+        if body:
+            section = f"## [{ver}] - {date}\n\n{body}\n\n"
+        else:
+            section = (
+                f"## [{ver}] - {date}\n\n"
+                "### Changed\n\n"
+                f"- Release {ver}\n\n"
+            )
+        return re.sub(
+            r"^(## \[Unreleased\]\s*\n)(.*?)(?=^## \[|\Z)",
+            lambda match: match.group(1) + "\n" + section,
+            text,
+            count=1,
+            flags=re.M | re.S,
+        )
+
+    section = (
+        f"## [Unreleased]\n\n"
+        f"## [{ver}] - {date}\n\n"
+        "### Changed\n\n"
+        f"- Release {ver}\n\n"
+    )
+    first_heading = re.search(r"^## \[", text, re.M)
+    if first_heading:
+        pos = first_heading.start()
+        return text[:pos] + section + text[pos:]
+    return text.rstrip() + "\n\n" + section
+
+
+def update_changelog_file(path: Path, ver: str, date: str) -> None:
+    if not path.exists():
+        path.write_text(
+            "# Changelog\n\n"
+            "All notable changes to this project will be documented in this file.\n\n"
+            "The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),\n"
+            "and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).\n\n"
+            f"## [Unreleased]\n\n"
+            f"## [{ver}] - {date}\n\n"
+            "### Changed\n\n"
+            f"- Release {ver}\n"
+        )
+        return
+
+    path.write_text(update_changelog_text(path.read_text(), ver, date))
+
+
+def main() -> None:
+    if len(sys.argv) != 3:
+        raise SystemExit("usage: update_changelog.py VERSION YYYY-MM-DD")
+    update_changelog_file(Path("CHANGELOG.md"), sys.argv[1], sys.argv[2])
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..7a8ccc8
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,30 @@
+from __future__ import annotations
+
+from unittest.mock import MagicMock
+
+import pytest
+
+from hotdata_runtime import QueryResult
+
+
+@pytest.fixture
+def sample_result() -> QueryResult:
+    return QueryResult(
+        columns=["n"],
+        rows=[[1], [2]],
+        row_count=2,
+        result_id="res_1",
+        query_run_id="run_1",
+        execution_time_ms=12,
+        warning=None,
+        error_message=None,
+    )
+
+
+@pytest.fixture
+def mock_client(sample_result: QueryResult):
+    client = MagicMock()
+    client.workspace_id = "ws_test"
+    client.execute_sql = MagicMock(return_value=sample_result)
+    client.list_managed_databases = MagicMock(return_value=[])
+    return client
diff --git a/tests/test_package.py b/tests/test_package.py
new file mode 100644
index 0000000..2f455e0
--- /dev/null
+++ b/tests/test_package.py
@@ -0,0 +1,42 @@
+from __future__ import annotations
+
+import re
+from pathlib import Path
+
+import pytest
+from importlib.metadata import version as dist_version
+
+import hotdata_llamaindex as hli
+
+
+REPO_ROOT = Path(__file__).resolve().parents[1]
+SOURCE_ROOT = REPO_ROOT / "hotdata_llamaindex"
+_RUNTIME_SUBMODULE = re.compile(
+    r"(?m)^\s*(?:from\s+hotdata_runtime\.(client|env|result|health)\s+import"
+    r"|import\s+hotdata_runtime\.(client|env|result|health)(?:\s|$|,|as))"
+)
+
+
+def test_version_is_pep440_core():
+    assert re.fullmatch(r"\d+\.\d+\.\d+(\+.*)?", hli.__version__)
+
+
+def test_version_matches_distribution_metadata():
+    assert dist_version("hotdata-llamaindex") == hli.__version__
+
+
+@pytest.mark.parametrize("name", hli.__all__)
+def test_public_export_is_importable(name: str):
+    assert hasattr(hli, name), f"missing export: {name}"
+    assert getattr(hli, name) is not None
+
+
+def test_source_uses_hotdata_runtime_root_imports():
+    violations: list[str] = []
+    for path in SOURCE_ROOT.rglob("*.py"):
+        if _RUNTIME_SUBMODULE.search(path.read_text(encoding="utf-8")):
+            violations.append(str(path.relative_to(REPO_ROOT)))
+    assert not violations, (
+        "Use `from hotdata_runtime import ...` in package source; "
+        f"found submodule imports in: {', '.join(violations)}"
+    )
diff --git a/tests/test_tools.py b/tests/test_tools.py
new file mode 100644
index 0000000..b4f4145
--- /dev/null
+++ b/tests/test_tools.py
@@ -0,0 +1,109 @@
+from __future__ import annotations
+
+import json
+
+from hotdata_runtime import LoadManagedTableResult, ManagedDatabase
+
+from hotdata_llamaindex.databases import (
+    create_managed_database,
+    list_managed_databases_json,
+    load_managed_table,
+)
+from hotdata_llamaindex.tools import execute_sql_json, make_hotdata_tools, result_rows_for_llm
+
+
+def test_result_rows_for_llm(sample_result):
+    rows = result_rows_for_llm(sample_result, max_rows=1)
+    assert rows == [{"n": 1}]
+
+
+def test_execute_sql_json(mock_client, sample_result):
+    payload = json.loads(execute_sql_json(mock_client, "select 1"))
+    assert payload["metadata"]["row_count"] == 2
+    assert payload["rows"] == [{"n": 1}, {"n": 2}]
+    mock_client.execute_sql.assert_called_once_with("select 1")
+
+
+def test_list_managed_databases_json(mock_client):
+    mock_client.list_managed_databases.return_value = [
+        ManagedDatabase(id="c1", name="sales", source_type="managed"),
+    ]
+    payload = json.loads(list_managed_databases_json(mock_client))
+    assert payload[0]["name"] == "sales"
+
+
+def test_create_managed_database_delegates(mock_client):
+    mock_client.create_managed_database.return_value = ManagedDatabase(
+        id="c1",
+        name="sales",
+        source_type="managed",
+    )
+    db = create_managed_database(mock_client, name="sales", tables=["orders"])
+    mock_client.create_managed_database.assert_called_once_with(
+        "sales",
+        schema="public",
+        tables=["orders"],
+    )
+    assert db.name == "sales"
+
+
+def test_load_managed_table_delegates(mock_client):
+    mock_client.load_managed_table.return_value = LoadManagedTableResult(
+        connection_id="c1",
+        schema_name="public",
+        table_name="orders",
+        row_count=3,
+        full_name="sales.public.orders",
+    )
+    loaded = load_managed_table(
+        mock_client,
+        database="sales",
+        table="orders",
+        file="/tmp/orders.parquet",
+    )
+    mock_client.load_managed_table.assert_called_once_with(
+        "sales",
+        "orders",
+        schema="public",
+        file="/tmp/orders.parquet",
+    )
+    assert loaded.row_count == 3
+
+
+def test_make_hotdata_tools(mock_client, sample_result):
+    mock_client.create_managed_database.return_value = ManagedDatabase(
+        id="c1",
+        name="sales",
+        source_type="managed",
+    )
+    mock_client.load_managed_table.return_value = LoadManagedTableResult(
+        connection_id="c1",
+        schema_name="public",
+        table_name="orders",
+        row_count=1,
+        full_name="sales.public.orders",
+    )
+    tools = make_hotdata_tools(mock_client)
+    by_name = {tool.metadata.name: tool for tool in tools}
+    assert set(by_name) == {
+        "hotdata_execute_sql",
+        "hotdata_list_managed_databases",
+        "hotdata_create_managed_database",
+        "hotdata_load_managed_table",
+    }
+
+    json.loads(by_name["hotdata_execute_sql"].call(sql="select 1").content)
+    json.loads(by_name["hotdata_list_managed_databases"].call().content)
+    json.loads(
+        by_name["hotdata_create_managed_database"].call(
+            name="sales",
+            tables="orders",
+        ).content
+    )
+    json.loads(
+        by_name["hotdata_load_managed_table"].call(
+            database="sales",
+            table="orders",
+            file="/tmp/orders.parquet",
+        ).content
+    )
diff --git a/tests/test_update_changelog.py b/tests/test_update_changelog.py
new file mode 100644
index 0000000..c34c126
--- /dev/null
+++ b/tests/test_update_changelog.py
@@ -0,0 +1,48 @@
+import importlib.util
+from pathlib import Path
+
+
+def _update_changelog_text(text: str, ver: str, date: str) -> str:
+    path = Path(__file__).resolve().parents[1] / "scripts" / "update_changelog.py"
+    spec = importlib.util.spec_from_file_location("update_changelog", path)
+    module = importlib.util.module_from_spec(spec)
+    assert spec.loader is not None
+    spec.loader.exec_module(module)
+    return module.update_changelog_text(text, ver, date)
+
+
+HEADER = """# Changelog
+
+All notable changes to this project will be documented in this file.
+
+The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
+and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
+
+## [Unreleased]
+
+## [0.1.1] - 2026-05-19
+
+### Added
+
+- Initial feature.
+"""
+
+
+def test_empty_unreleased_inserts_version_without_duplicate_heading():
+    result = _update_changelog_text(HEADER, "0.1.2", "2026-05-20")
+    assert result.count("## [Unreleased]") == 1
+    assert "## [0.1.2] - 2026-05-20" in result
+    assert "The format is based on [Keep a Changelog]" in result.split("## [0.1.2]")[0]
+    assert result.index("## [0.1.2]") < result.index("## [0.1.1]")
+
+
+def test_populated_unreleased_moves_notes_into_new_section():
+    text = HEADER.replace(
+        "## [Unreleased]\n\n",
+        "## [Unreleased]\n\n### Added\n\n- New widget.\n\n",
+    )
+    result = _update_changelog_text(text, "0.1.2", "2026-05-20")
+    assert result.count("## [Unreleased]") == 1
+    assert "- New widget." in result
+    assert result.index("- New widget.") < result.index("## [0.1.1]")
+    assert "The format is based on [Keep a Changelog]" in result.split("## [0.1.2]")[0]
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..908aa65
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,2559 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
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