Evaluation report

• Repository is reachable

  https://github.com/agno-agi/agno @ 7f510d3 — ★ 41,038 · Python · Apache-2.0 · last push today

• Manifest detected

  kind=mcp slug=agno · path=libs/agno · source=pyproject.toml

• Slug is URL-safe

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

• Slug is unique within kind

  No collision found for mcp/agno

• Version is semver

  2.7.1

• Description qualitywarn

  Only 6 words · 46 chars — more detail helps discovery

  Tell consumers what this artifact does in a full sentence.

• README has usage / example sectionswarn

  README has no Usage / Example / Quick start / Installation heading at any level

  Add a `# Usage`, `## Quick start`, or similar section so end users can copy/paste a working invocation. Code blocks alone work too if there are several.

• README is present and substantial

  4,173 chars · 8 sections

• Tags / topics declared

  5 total — agents, ai, ai-agents, developer-tools, python

• Homepage / docs URL declared

  https://docs.agno.com

• 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 today

• Tests detected

  4 test directories · 865 test files

• CI configuration detected

  GitHub Actions (7 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.