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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2668 tools.

Ranked tools

  1. #577 · Bloop

    Understand any codebase instantly — semantic code search powered by AI

    40Agent
  2. #578 · WitnessAI

    AI safety and governance platform for the enterprise

    40Agent
    API Webhooks OAuth2 rest
  3. #579 · WideBot

    Arabic-first AI-as-a-Service platform with conversational AI and the AQL LLM

    40Agent
    API
  4. #580 · Nuvo

    AI-powered B2B trade credit and customer onboarding network

    40Agent
    API
  5. #581 · Kotoba Technologies

    Real-time AI simultaneous speech translation and interpretation

    40Agent
    API
  6. #582 · Nanovate

    End-to-end Arabic AI voice and chat agents for MENA businesses

    40Agent
    API
  7. #583 · Deftpower

    AI-powered smart EV charging platform for Europe's energy transition

    40Agent
    API
  8. #584 · Sortium

    Generate textured, optimized, game-ready 3D assets from text

    40Agent
    API
  9. #585 · Newton Research

    Agentic AI analytics for marketing and advertising teams

    40Agent
    API
  10. #586 · Fathom

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

    40Agent
    API
  11. #587 · Bhindi AI

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

    40Agent
    API
  12. #588 · Coram AI

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

    40Agent
    API
  13. #589 · Duve

    AI-driven guest experience platform for hotels

    40Agent
    API
  14. #590 · chatlyn

    The AI brain for global hotel operations

    40Agent
    API
  15. #591 · Grass

    Decentralized web-scraping network turning unused bandwidth into AI datasets

    40Agent
    API
  16. #592 · Lingopal

    Real-time AI dubbing and translation for live broadcasts

    40Agent
    API
  17. #593 · Yuma AI

    AI support agent for e-commerce and Shopify merchants

    40Agent
    API
  18. #594 · Polimorphic

    AI platform for local government service delivery and 311 citizen services

    40Agent
    API
  19. #595 · Abundant

    RL environments and human-in-the-loop for agents

    40Agent
    API
  20. #596 · Silence Laboratories

    Private computing infrastructure using MPC to protect secrets, data and keys

    40Agent
    API
  21. #597 · Pruna AI

    Open-source optimization framework that makes AI models smaller, faster and cheaper

    40Agent
    API
  22. #598 · Quibim

    AI-powered imaging biomarkers for precision medicine

    40Agent
    API
  23. #599 · Vermillio

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

    40Agent
    API
  24. #600 · Kaedim

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

    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.