Release

Skill memgraph/ai-toolkit/skills/release

Used to release all toolbox, integrations, agents. Use when releasing a subproject to PyPI, Docker Hub, or when the user asks to release or publish.From its SKILL.md

Install

npx -y skills add memgraph/ai-toolkit --skill release

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

SKILL.md

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Release Workflows

All release workflows are triggered via workflow_dispatch (manual) from the GitHub Actions tab. Bump the version in the subproject's pyproject.toml before dispatching.

Workflow files

Workflow file	Package	What it does	Secrets used
`release-mcp-memgraph.yaml`	mcp-memgraph	Build & publish to PyPI + Docker Hub	`PYPI_TOKEN`, `DOCKERHUB_USERNAME`, `DOCKERHUB_TOKEN`
`release-toolbox.yaml`	memgraph-toolbox	Build & publish to PyPI	`PYPI_TOKEN`
`release-langchain-memgraph.yaml`	langchain-memgraph	Build & publish to PyPI	`PYPI_TOKEN`
`release-lightrag-memgraph.yaml`	lightrag-memgraph	Build & publish to PyPI	`PYPI_TOKEN`
`release-unstructured2graph.yaml`	unstructured2graph	Build & publish to PyPI	`PYPI_TOKEN`

Subproject paths

Package	Path	pyproject.toml version field
memgraph-toolbox	`memgraph-toolbox`	`[project] version`
mcp-memgraph	`integrations/mcp-memgraph`	`[project] version`
langchain-memgraph	`integrations/langchain-memgraph`	`[project] version`
lightrag-memgraph	`integrations/lightrag-memgraph`	`[project] version`
unstructured2graph	`unstructured2graph`	`[project] version`

Required GitHub secrets

Secret	Used by	Description
`PYPI_TOKEN`	All release workflows	PyPI API token for `uv publish`
`DOCKERHUB_USERNAME`	`release-mcp-memgraph`	Docker Hub username
`DOCKERHUB_TOKEN`	`release-mcp-memgraph`	Docker Hub access token

Notes

lightrag-memgraph and unstructured2graph use uv build --out-dir dist to work around a uv artifact path issue.
The mcp-memgraph Docker image is built from the repo root (the Dockerfile copies both memgraph-toolbox/ and integrations/mcp-memgraph/).
The mcp-memgraph workflow tags the Docker image with both the version and latest.