memgraph/release
skills/release/SKILL.md
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.
$ install --global
skillsauthnpx skillsauth add memgraph/ai-toolkit releaseInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 24, 2026, 8:36 PM0.4s1 file scanned
SKILL.md
- 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 distto work around a uv artifact path issue. - The mcp-memgraph Docker image is built from the repo root (the Dockerfile copies both
memgraph-toolbox/andintegrations/mcp-memgraph/). - The mcp-memgraph workflow tags the Docker image with both the version and
latest.
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