How do I install the Release skill?

Run npx skillmds@latest add memgraph/release in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Release safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Release?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Release free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Release?

memgraph (@memgraph) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Release by memgraph — Agent Skill

Name: Release
Author: memgraph

File contents

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.

---name: releasedescription: 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 WorkflowsAll 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`.

Frequently asked questions

Release