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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. #577 · Bhindi AI

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

    40Agent
    API
  2. #578 · Tolemi

    Data integration and analytics platform for state and local government housing

    40Agent
    API
  3. #579 · SecurePII

    Capture and anonymize sensitive voice data in real time for compliance

    40Agent
    API
  4. #580 · Citibot

    AI resident engagement for cities via chat, text, voice and WhatsApp

    40Agent
    API
  5. #581 · DeepMode

    Train your own AI clone and generate uncensored images and video

    40Agent
    API
  6. #582 · Just

    AI-powered real-time personalization for user-facing content

    40Agent
    API
  7. #583 · Dubverse

    AI video dubbing, subtitling, and voiceovers in 60+ languages

    40Agent
    API
  8. #584 · Higgsfield AI

    Cinematic AI video + image — one chat, 30+ models, zero tool-hopping.

    40Agent
  9. #585 · Numeric

    AI accounting platform for finance teams

    40Agent
    API Webhooks OAuth2 rest
  10. #586 · NSFWLover

    Unfiltered AI girlfriend and boyfriend chat with voice and image generation

    40Agent
    API
  11. #587 · Bloop

    Understand any codebase instantly — semantic code search powered by AI

    40Agent
  12. #588 · Zed

    The multiplayer code editor — fast, native, and AI-first from the ground up

    38Agent
    MCP
  13. #589 · Findem

    Expert-labeled talent dataset for AI-powered hiring

    35Agent
    API Webhooks OAuth2 rest
  14. #590 · Vespa.ai

    Big-data serving engine for vector and lexical search

    35Agent
    API Webhooks OAuth2 pythonjava +1
  15. #591 · Runware

    One API for fast generative AI inference

    35Agent
    MCP API Webhooks OAuth2 pythonjavascript +1
  16. #592 · Imagen

    Personal AI photo editing assistant for photographers

    35Agent
    API OAuth2 rest
  17. #593 · Momentic

    AI-native automated software testing platform

    35Agent
    API Webhooks OAuth2 resttypescript
  18. #594 · Endgame

    AI answer engine for enterprise sales teams

    35Agent
    API Webhooks OAuth2 rest
  19. #595 · ElevenLabs

    The most realistic AI voices for creators, developers, and enterprise.

    35Agent
    PythonTypeScript +3
  20. #596 · Lightricks

    The AI technology company empowering creativity through an open ecosystem of AI tools and models.

    35Agent
  21. #597 · Abridge

    Enterprise-grade AI for clinical conversations, trusted by the largest healthcare systems to improve outcomes at scale.

    35Agent
  22. #598 · Insilico Medicine

    Accelerating drug discovery and development through generative AI and advanced bioinformatics platforms.

    35Agent
  23. #599 · Fractal Analytics

    Power enterprise decisions with AI that works, transforming organizations with AI engineered for scale and designed for impact.

    35Agent
  24. #600 · Vectra AI

    Cybersecurity AI that stops attacks others can’t by revealing who's doing what on your network right now.

    35Agent

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.