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NeuronFeed

AI Agent Readiness Leaderboard

Which AI tools actually work with AI-agent workflows? We score every tool on 6 dimensions: MCP endpoint, public API, webhooks, developer docs, SDKs, and auth. Total out of 100. Automated weekly rechecks keep the scores current.

Scored
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #649 · Fathom

    Free AI notetaker that records, transcribes, and summarizes your meetings

    40Agent
    API
  2. #650 · Bhindi AI

    Agentic 'everything app' with 300+ background AI agents that work 24/7

    40Agent
    API
  3. #651 · Coram AI

    AI-native physical security platform for video, access and safety

    40Agent
    API
  4. #652 · Duve

    AI-driven guest experience platform for hotels

    40Agent
    API
  5. #653 · chatlyn

    The AI brain for global hotel operations

    40Agent
    API
  6. #654 · Grass

    Decentralized web-scraping network turning unused bandwidth into AI datasets

    40Agent
    API
  7. #655 · Lingopal

    Real-time AI dubbing and translation for live broadcasts

    40Agent
    API
  8. #656 · Yuma AI

    AI support agent for e-commerce and Shopify merchants

    40Agent
    API
  9. #657 · Polimorphic

    AI platform for local government service delivery and 311 citizen services

    40Agent
    API
  10. #658 · Bloop

    Understand any codebase instantly — semantic code search powered by AI

    40Agent
  11. #659 · Quibim

    AI-powered imaging biomarkers for precision medicine

    40Agent
    API
  12. #660 · Vermillio

    AI licensing and protection platform safeguarding likeness, voice, and IP with TraceID

    40Agent
    API
  13. #661 · Kaedim

    Turn 2D images and concept art into production-ready 3D models in minutes

    40Agent
    API
  14. #662 · Beatoven.ai

    Generate royalty-free, ethically trained AI music and sound effects from text

    40Agent
    API
  15. #663 · Leaping AI

    Human-like AI voice agents for companies and call centers

    40Agent
    API
  16. #664 · Pin

    End-to-end AI recruiting platform for sourcing, outreach and scheduling

    40Agent
    API
  17. #665 · Humanly

    AI hiring platform for hourly, frontline and high-volume recruiting

    40Agent
    API
  18. #666 · Fullcast

    AI-native RevOps platform for planning, territories, and forecasting

    40Agent
    API
  19. #667 · TextQL

    Ana, the AI data analyst that answers questions across your BI stack

    40Agent
    API
  20. #668 · Cyberhaven

    AI-powered data protection built on data lineage and behavioral analysis

    40Agent
    API
  21. #669 · Gather AI

    Physical intelligence platform with autonomous drones for warehouse inventory

    40Agent
    API
  22. #670 · Digger

    Infrabase: an AI DevOps agent that lives in your pull request

    40Agent
    API
  23. #671 · Magic Hour

    A browser-based suite of generative AI tools for video and image creation

    40Agent
    API
  24. #672 · SecurePII

    Capture and anonymize sensitive voice data in real time for compliance

    40Agent
    API

FAQ

›What is MCP?

Model Context Protocol — a standard introduced by Anthropic for AI agents to call external tools. Tools that ship MCP endpoints can be used by Claude, ChatGPT Desktop, Cursor, and others without custom plumbing.

›How is the agent-readiness score calculated?

Each tool gets 0-100 across 6 dimensions: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›How often are tools rechecked?

Daily for new tools, weekly for the existing leaderboard. Drift in MCP/API surface area is flagged for editorial review before the score updates.

›What counts as agent-ready?

We consider a tool agent-ready if it has at least 3 of: MCP endpoint, public API, webhooks, OAuth2, an SDK, and good docs. Score 60+ generally means an agent can integrate without source-code-level access.

›Why are some tools missing?

We score every published startup in the directory. Stealth-mode and pre-launch tools aren’t scored until they ship a public product.