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Add agent-seo: Score AI agents on trust & discoverability metrics #3954

@manavaga

Description

@manavaga

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Description

SEO for Agents — Score any AI agent endpoint on 5 trust dimensions (Schema Quality, Functional Reliability, Developer Experience, Ecosystem Signal, Maintenance Health). Returns 0-100 score with grade (A-F), category breakdown, and prioritized fix recommendations.

Two use cases:

  1. Before integrating an agent → score it to check trustworthiness
  2. Before releasing your agent → score yourself to improve discoverability

Tools

  • `score_agent` — Score any MCP server or AI agent URL on 5 dimensions
  • `compare_agents` — Compare two agents side by side
  • `get_fix_recommendations` — Get prioritized fixes with expected point gains

Transports

  • Streamable HTTP: POST to /mcp endpoint
  • stdio: python -m agent_seo.mcp_server

License

MIT

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