mcp-name: io.github.CSOAI-ORG/mcp-scorecard-mcp
mcp-scorecard-mcp
Score any MCP server against a 100-point production-readiness rubric — static (AST + filesystem), PyPI health, and directory-presence signals. The engine is stdlib-only (no deps to score).
Rubric (10 categories, 100 pts)
readme · tool design (names + descriptions) · examples · tests/CI · transports (stdio/http) ·
metadata (server.json, license) · reliability (importable, versioned) · security · docs surface ·
provenance (PAYG/Stripe/attestation, directory listings).
Use
# score one package dir
python -c "from mcp_scorecard import collect_static, score, score_to_row; \
import json; print(json.dumps(score_to_row(score(collect_static('.'))), indent=2))"
# batch-score a whole marketplace tree → leaderboard JSON + CSV
python -m mcp_scorecard.runner --root ./mcp-marketplace --out ./scoreboard --no-network
# (drop --no-network to fold in live PyPI download stats)
Why
A buyer's-eye quality signal for the MCP explosion: is a server actually production-ready, or a stub? Powers the MEOK lead-magnet scorecard and our own flagship-tier triage.
Live example (MEOK marketplace, 2026-06-07, static-only)
338 packages scored · mean 62.9/100 · 110 flagship-grade.
Top: iso-27001-ai-mcp (84), proofof-ai-mcp (79), eu-ai-act-compliance-mcp (78).
Optional: run as an MCP server
pip install "mcp-scorecard-mcp[server]" then run the score_mcp tool (see server.py).
Part of the MEOK constellation
This MCP is one node in a connected ecosystem built by MEOK AI LABS around a single sovereign AI core — governed agents with a hash-chained audit trail, mapped to the CSOAI compliance charter.
- 🌐 The whole map: https://meok.ai/constellation
- 🛡️ AI governance & certification: https://councilof.ai · https://csoai.org
- ✅ Verify any signed report: https://meok.ai/verify
1 maintainer
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distributions
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file mcp_scorecard_mcp-0.1.1-py3-none-any.whl.
File metadata
- Download URL: mcp_scorecard_mcp-0.1.1-py3-none-any.whl
- Upload date:
- Size: 13.8 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via:
uv/0.10.3 {"installer":{"name":"uv","version":"0.10.3","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"macOS","version":null,"id":null,"libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
f03b62cdf669e04a42c13f72eb9cb3b8514337b0bfcb852720590bf4fe79ee30
|
|
| MD5 |
f26568379bd5524863f97e2b4ba4ba8e
|
|
| BLAKE2b-256 |
736ab4ff111a9f5d4704d968542c84a01b05e482f2a901186098c09727ae3547
|
