Evaluation report

• Repository is reachable

  https://github.com/langroid/langroid @ 504c2e9 — ★ 4,056 · Python · MIT · last push 3 days ago

• Manifest detected

  kind=mcp slug=langroid · source=pyproject.toml

• Slug is URL-safe

  "langroid" matches /^[a-z0-9][a-z0-9-]{0,62}$/

• Slug is unique within kind

  No collision found for mcp/langroid

• Version is semver

  0.65.8

• Description qualitywarn

  Only 5 words · 41 chars — more detail helps discovery

  Tell consumers what this artifact does in a full sentence.

• README is present and substantial

  59,014 chars · 31 code blocks

• Tags / topics declared

  18 total — agents, ai, chatgpt, function-calling, gpt, gpt-4 (+12)

• README has usage / example sections

  no labeled section but 31 code blocks document usage

• Homepage / docs URL declared

  https://langroid.github.io/langroid/

• LICENSE file at repo root

  LICENSE

• No sensitive files in the repo

  scanned for .env, credentials.json, *.pem, .ssh/, AWS / GCP configs — none found

• MCP: launch path

  launch declared in pyproject.toml

• MCP: @modelcontextprotocol/sdk in dependencies

  non-Node server (pyproject.toml) — uses its language's MCP SDK

• MCP: ESM package

  non-Node server (pyproject.toml) — n/a

• MCP: server surface

  0 tools

• Recent activity

  last push 3 days ago

• Tests detected

  1 test directory · 113 test files

• CI configuration detected

  GitHub Actions (6 workflows)

This artifact hasn't produced behavioral results yet: the evaluation sandbox couldn't run it (it may need credentials we don't provide, or a build our environment doesn't support). That's a limitation of our environment, not a verdict on the artifact.