name: release
description: 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.
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.
By