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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. #697 · StackAdapt

    AI-powered programmatic advertising platform

    40Agent
    API
  2. #698 · Fluency

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

    40Agent
    API
  3. #699 · Grain

    AI notetaker for accurate meeting summaries, insights, and coaching

    40Agent
    API
  4. #700 · Just

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

    40Agent
    API
  5. #701 · Dubverse

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

    40Agent
    API
  6. #702 · AptEdge

    AI answer engine that speeds up technical customer support resolution

    40Agent
    API
  7. #703 · Concentric AI

    Semantic AI data security governance for cloud and GenAI

    40Agent
    API
  8. #704 · Filum AI

    AI customer experience management platform for Southeast Asia

    40Agent
    API
  9. #705 · Qantev

    AI claims management for health and life insurers

    40Agent
    API
  10. #706 · HyperWrite

    Personal AI writing assistant and agents for everyday tasks

    40Agent
    API
  11. #707 · Sleep.ai

    Sonar-based AI sleep coaching app with science-backed insights

    40Agent
    API
  12. #708 · Tolemi

    Data integration and analytics platform for state and local government housing

    40Agent
    API
  13. #709 · Citibot

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

    40Agent
    API
  14. #710 · Tsenta

    AI agent that matches you with jobs and applies automatically across the web.

    40Agent
  15. #711 · Venice AI

    Private, uncensored AI for chat, image, and code with no logging

    40Agent
    API
  16. #712 · getimg.ai

    All-in-one AI image and video generation workspace

    40Agent
    API
  17. #713 · Wrtn Technologies

    Wrtn Technologies is a leading South Korean AI company providing a suite of AI-powered services for both consumers and businesses.

    40Agent
  18. #714 · Chai AI

    Social AI platform for chatting with AI characters

    40Agent
    API
  19. #715 · DeepJudge

    Precision AI Search for legal teams, instantly accessing your firm's full institutional knowledge.

    40Agent
  20. #716 · QuantPilot

    Agentic AI platform that turns plain-language ideas into autonomous crypto trading strategies.

    40Agent
  21. #717 · Falcon LLM (Technology Innovation Institute)

    Making advanced AI accessible and available to everyone, everywhere through a family of powerful, efficient, and ethical large language models.

    40Agent
    Python
  22. #718 · Cosine AI

    Hand off complex coding tasks without sacrificing maintainability or visibility.

    40Agent
  23. #719 · Datafold

    Automate data engineering with AI-powered migrations, optimization, and development.

    40Agent
  24. #720 · DeepMode

    Train your own AI clone and generate uncensored images and video

    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.