Well engineered for its size. A portfolio piece worth showing off.
MCP server for external memory layer for AI agents + more . Download from pypi , and get started
Outstanding. A score of 96/100 puts this repo in a very small tier of truly well-engineered projects.
Documentation
90
README is present.
README documents how to install the project.
Licensed under Apache-2.0.
Contributing guide is detailed and thorough.
Engineering
98
Lockfile present (apps/mcp/claude-desktop-extension/package-lock.json). Installs are reproducible.
Test files detected (apps/mcp/graph-ui/tests).
CI is configured (.github/workflows/check-label-refs.yml).
Linter or formatter configured ([tool.ruff] / [tool.black] in pyproject.toml).
Issue or PR templates present.
Project health
100
Dependency manifest found (pyproject.toml).
Repository has a description.
Actively maintained (pushed within the last month).
.gitignore present.
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- —Commits (30d / 90d)
- 103Forks
- 5Releaseslatest 1mo ago
Community
- —Community health
- —authors own >50% of commits
- 22Watchers
Responsiveness
- 5hMedian issue response
- 19hMedian PR merge time
- 180Open issues
Repository files36 root entries
- .agents
- .codex-plugin
- .githubGood: CI is configured (.github/workflows/check-label-refs.yml).Good: Issue or PR templates present.
- appsGood: Test files detected (apps/mcp/graph-ui/tests).Good: Lockfile present (apps/mcp/claude-desktop-extension/package-lock.json). Installs are reproducible.
- assets
- deploy
- docs
- examples
- plugins
- scripts
- src
- templates
- tests
- third_party
- .dockerignore
- .gitignoreGood: .gitignore present.
- .mcp.json
- .pre-commit-config.yaml
- AGENTS.md
- CHANGELOG.md
- CODE_OF_CONDUCT.mdGood: Code of conduct present.
- CONTRIBUTING.mdGood: Contributing guide is detailed and thorough.Good: Contributing guide includes setup/install instructions.Good: Contributing guide describes code style expectations.Good: Contributing guide explains how to run tests.Good: Contributing guide describes the PR/review workflow.Good: Contributing guide includes code examples.
- docker-compose.prod.yml
- docker-compose.yml
- DockerfileGood: Environment pinned via Dockerfile.
- glama.json
- LICENSEGood: Licensed under Apache-2.0.
- llms-install.txt
- MANIFEST.in
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README.mdGood: README is present.Good: README is well structured with multiple sections.Issue: No screenshots or images in the README (−20 pts).Fix: Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.Good: README has code examples.Good: README links to a live demo or deployed app.Good: README includes status badges.Good: README documents how to install the project.Good: README documents how to run the project.
- render.yaml
- SECURITY.mdGood: Security policy present.
- server.json
- smithery.yaml
- SUPPORT.md