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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Showing 24 of 2443 tools.

Ranked tools

  1. #457 · Panjaya

    AI dubbing that syncs lip and body movement for seamless multilingual video

    40Agent
    API
  2. #458 · Coverbase

    AI third-party risk and procurement platform for regulated companies

    40Agent
    API
  3. #459 · Scrunch AI

    AI customer experience platform that optimizes brand visibility across AI search engines

    40Agent
    API
  4. #460 · Glif

    AI creative super agent that unifies fragmented generative tools into one interface

    40Agent
    API
  5. #461 · Maki

    Conversational AI agents that run hiring end to end

    40Agent
    API
  6. #462 · Grain

    AI notetaker for accurate meeting summaries, insights, and coaching

    40Agent
    API
  7. #463 · Grass

    Decentralized web-scraping network turning unused bandwidth into AI datasets

    40Agent
    API
  8. #464 · Lingopal

    Real-time AI dubbing and translation for live broadcasts

    40Agent
    API
  9. #465 · Salient

    AI voice agents handling borrower customer service for consumer lending

    40Agent
    API
  10. #466 · Native

    Security-by-design control plane for multi-cloud and AI infrastructure

    40Agent
    API
  11. #467 · Dexter Energy

    AI forecasts and trading signals for short-term power markets

    40Agent
    API
  12. #468 · Span

    Developer intelligence that tracks engineering time and the ROI of AI code

    40Agent
    API
  13. #469 · Twin

    No-code AI agents that automate complex operational workflows end-to-end

    40Agent
    API
  14. #470 · Prime Security

    Agentic product security that reviews designs and code before production

    40Agent
    API
  15. #471 · Lemon Slice

    Real-time AI avatars that turn any image into a live, conversational video call

    40Agent
    API
  16. #472 · Fluency

    The digital advertising operating system with agentic AI for scaling paid media

    40Agent
    API
  17. #473 · Hello Patient

    Conversational AI for healthcare's front door across voice, text and chat

    40Agent
    API
  18. #474 · Prescient AI

    AI media measurement and budget optimization for omnichannel brands

    40Agent
    API
  19. #475 · Quandri

    AI renewal intelligence for insurance brokerages

    40Agent
    API
  20. #476 · Qualified Health

    Enterprise generative AI infrastructure and governance for health systems

    40Agent
    API
  21. #477 · HappyRobot

    AI voice agents that automate logistics and freight communications

    40Agent
    API
  22. #478 · Windsurf

    Agentic AI IDE for next-generation coding.

    40Agent
    PythonJavaScript +1
  23. #479 · OpenEvidence

    AI medical assistant for clinicians

    40Agent
    API TypeScriptPython
  24. #480 · Tarjama

    MENA's Arabic-first enterprise language AI ecosystem, powering Arabic.AI

    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.