memgraph/ai-toolkit/release
Trust tier 2
- community
Source check pending
Checking that the SKILL.md file is still in the repository.
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
npx vskill@latest install memgraph/ai-toolkit/releaseSKILL.md
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 | |
release-hygm.yaml | hygm | Build & publish to PyPI | PYPI_TOKEN | |
release-memgraph-context-graph.yaml | memgraph-context-graph | Build & publish to PyPI | PYPI_TOKEN | |
release-actions-graph.yaml | actions-graph | Build & publish to PyPI | PYPI_TOKEN | |
release-skills-graph.yaml | skills-graph | Build & publish to PyPI | PYPI_TOKEN | |
release-resources-graph.yaml | resources-graph | Build & publish to PyPI | PYPI_TOKEN | |
release-sessions-graph.yaml | sessions-graph | Build & publish to PyPI | PYPI_TOKEN | |
release-context-graph-spaces.yaml | context-graph-spaces | Build & publish to PyPI | PYPI_TOKEN | |
release-context-graph-viewer.yaml | context-graph-viewer | 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 | |
| hygm | hygm | [project] version | |
| memgraph-context-graph | context-graph/memgraph-context-graph | [project] version | |
| actions-graph | context-graph/actions-graph | [project] version | |
| skills-graph | context-graph/skills-graph | [project] version | |
| resources-graph | context-graph/resources-graph | [project] version | |
| sessions-graph | context-graph/sessions-graph | [project] version | |
| context-graph-spaces | context-graph/spaces | [project] version | |
| context-graph-viewer | context-graph/viewer | [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
- Publish dependencies first. PyPI resolves the published floor of every dependency, so release in dependency order:
memgraph-toolbox→hygm→unstructured2graph;memgraph-context-graph→actions-graph/skills-graph→sessions-graph→context-graph-spaces. Publishmemgraph-toolboxandmemgraph-context-graphbeforeresources-graph(its optional harness integration) andcontext-graph-viewer. - Context Graph plugins install from PyPI in
context-graph/plugins/*/scripts/bootstrap.sh. When a release is one the plugins need, raise the floors there and bump both plugin manifests (.claude-plugin/plugin.json,.codex-plugin/plugin.json) plus the root.claude-plugin/marketplace.jsonentry, and merge that only once the packages are on PyPI: the plugins install frommain. - lightrag-memgraph, unstructured2graph and hygm 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.
Security
- Security scanPassed, 100 of 100Pattern checks on the skill's files.
- Model reviewNot runA model review is scheduled for the next rescan.
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingskills/release/SKILL.md
Popularity
- Repository stars
- 103
- Repository forks
- 13
- 7-day trend score
- 23
Stars and forks are for the whole GitHub repository, not this skill alone. Refreshed 17 Mar 2026, 7 months ago.
Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
- Claude Code
- Cursor
- GitHub Copilot
- Windsurf
- Codex
- Gemini CLI
- Cline
- Amp
- Roo Code
- Goose
- Continue
- Kilo Code
- Junie
- Trae
- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
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