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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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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #769 · Automax.ai

    AI native real-estate appraisal firm

    12Agent
  2. #770 · Veria Labs

    Continuous AI pentesting that finds and fixes vulnerabilities

    12Agent
  3. #771 · Pixley AI

    The first platform where parents & kids can co-create AI cartoon shows

    12Agent
  4. #772 · Unsiloed AI

    API for parsing multimodal unstructured data

    12Agent
  5. #773 · Flick

    Figma + Cursor, for AI Filmmaking

    12Agent
  6. #774 · Knowlify

    The AI Explainer Video Maker

    12Agent
  7. #775 · Wafer

    AI that makes AI fast

    12Agent
  8. #776 · Luminal

    Making AI run fast on any hardware

    12Agent
  9. #777 · Notte

    Reliable Web Agents for Enterprise

    12Agent
  10. #778 · Nozomio

    product lab solving context in ai

    12Agent
  11. #779 · Astor

    AI advisor for retail investors

    12Agent
  12. #780 · Autosana

    AI agents for E2E testing across mobile & web

    12Agent
  13. #781 · Manufact (formerly mcp-use)

    Open source SDK & cloud infrastructure for MCP Servers & ChatGPT Apps

    12Agent
  14. #782 · Golpo

    Create Whiteboard Explainer Videos with AI from a Prompt or Document

    12Agent
  15. #783 · The Prompting Company

    We help products get mentioned in ChatGPT

    12Agent
  16. #784 · Certus AI

    Replacing the restaurant phone line with Voice AI

    12Agent
  17. #785 · Socratix AI

    AI coworkers for fraud and risk teams

    12Agent
  18. #786 · Stellon Labs

    Building tiny frontier AI models that run on edge devices

    12Agent
  19. #787 · Wedge

    Palantir for Healthcare AI Agents

    12Agent
  20. #788 · Veritus

    AI agents for the consumer lending industry

    12Agent
  21. #789 · Dedalus Labs

    Compute substrate for AI agents

    12Agent
  22. #790 · Vulcan Technologies

    AI for every law, regulation, and court case

    12Agent
  23. #791 · Adaptional

    AI-powered insurance claims review

    12Agent
  24. #792 · Crunched

    Excel AI analyst for Power Users

    12Agent

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.