95
/ 100
Polished and well engineered. Punching above its star count.
Cut your Claude / OpenAI / Gemini bill 70–95% on AI coding. Local proxy that compresses context, keeps provider caches hot, and verifies LLM output ($0 hallucination guard). Drop-in for Cursor, Claude Code, Codex, Aider + 34 more and custom providers — 30s, no code changes
Outstanding. A score of 99/100 puts this repo in a very small tier of truly well-engineered projects.
Top fixes
Highest-impact changes first, ranked by point weight
- 1Install and run instructions9pt
Add a .env.example listing all required environment variables so contributors know what to set up.
- 2Dependency manifest6pt
Add a [project.urls] table (Homepage, Repository) so PyPI links back to your project.
- 3Contributing guide5pt
Add setup instructions, code style notes, and how to run tests.
Working through the fixes? Let every push regrade itself.
The free GitHub App rescans this repo on every push and posts the grade as a commit check, so the score climbs without coming back to rescan by hand.
Scorecard
Every check, grouped by category and sorted worst-first
Documentation
97
README documents how to install the project.
Contributing guide is too short for full depth credit (−6 pts). 400+ words earns the full +12 pts.
→ Add setup instructions, code style notes, and how to run tests.
README is present.
Licensed under Apache-2.0.
Engineering
100
Test files detected (benchmarks/memory_fabric_stress_test.py).
CI is configured (.github/workflows/ci.yml).
Linter or formatter configured (ruff.toml).
Lockfile present (entroly-core/Cargo.lock). Installs are reproducible.
Issue or PR templates present.
Project health
98
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)
- 66Forks
- 29Releaseslatest 2mo ago
Community
- 100% - GoodCommunity health
- 1 bus factorlowauthor own >50% of commits
- 419Watchers
Responsiveness
- -Median issue response
- 3hMedian PR merge time
- 3Open issues
Repository files56 root entries
- .claude
- .claude-plugin
- .devcontainer
- .githooks
- .githubGood: CI is configured (.github/workflows/ci.yml).Good: Dependabot covers 3 ecosystems (pip, cargo, github-actions). Dependencies stay current.Good: Issue or PR templates present.
- .kiro
- .mcpb-build
- .vscode
- algorithms
- bench
- benchmarksGood: Test files detected (benchmarks/memory_fabric_stress_test.py).
- cookbook
- docs
- entroly
- entroly-coreGood: Lockfile present (entroly-core/Cargo.lock). Installs are reproducible.
- entroly-qccr
- entroly-wasm
- examples
- packaging
- proofs
- research
- scripts
- tests
- .dockerignore
- .gitattributes
- .github-ignore
- .gitignoreGood: .gitignore present.
- .mcp.json
- AGENTS.md
- BENCHMARKS.md
- BIPT.md
- CLAUDE.md
- CODE_OF_CONDUCT.mdGood: Code of conduct present.
- CONTRIBUTING.mdIssue: Contributing guide is too short for full depth credit (−6 pts). 400+ words earns the full +12 pts.Fix: Add setup instructions, code style notes, and how to run tests.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.
- daemon.sh
- demo.tape
- docker-compose.yml
- DockerfileGood: Environment pinned via Dockerfile.
- Dockerfile.entroly
- entroly.mcpb
- install.sh
- LICENSEGood: Licensed under Apache-2.0.
- llms.txt
- mcp-publisher.exe
- mcp-publisher.tar.gz
- NOTICE
- PRIVACY.md
- pyproject.tomlGood: Dependency manifest found (pyproject.toml).
- README.mdGood: README is present.Good: README is well structured with multiple sections.Good: README includes screenshots or visuals. Great for first impressions.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.
- RESEARCH.md
- ruff.tomlGood: Linter or formatter configured (ruff.toml).
- run_real_mcp_test.py
- run_real_proxy_test.py
- SECURITY.mdGood: Security policy present.
- server.json
- smithery.yaml
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