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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. #913 · Brickanta

    Agentic AI for Society Builders

    12Agent
  2. #914 · Wafer

    AI that makes AI fast

    12Agent
  3. #915 · Tasklet

    The cloud agent operating system for knowledge work

    12Agent
  4. #916 · Multifactor

    Zero-trust authentication, authorization, and auditing for AI agents

    12Agent
  5. #917 · KERNEL

    Crazy fast, open source infra for AI agents to use the Internet

    12Agent
  6. #918 · Knowlify

    The AI Explainer Video Maker

    12Agent
  7. #919 · Luminal

    Making AI run fast on any hardware

    12Agent
  8. #920 · The Prompting Company

    We help products get mentioned in ChatGPT

    12Agent
  9. #921 · General Legal

    The AI native law firm for growth stage companies

    12Agent
  10. #922 · Veria Labs

    Continuous AI pentesting that finds and fixes vulnerabilities

    12Agent
  11. #923 · Flick

    Figma + Cursor, for AI Filmmaking

    12Agent
  12. #924 · Freya

    Voice AI for Enterprises

    12Agent
  13. #925 · Nozomio

    product lab solving context in ai

    12Agent
  14. #926 · Astor

    AI advisor for retail investors

    12Agent
  15. #927 · Manufact (formerly mcp-use)

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

    12Agent
  16. #928 · Golpo

    Create Whiteboard Explainer Videos with AI from a Prompt or Document

    12Agent
  17. #929 · Socratix AI

    AI coworkers for fraud and risk teams

    12Agent
  18. #930 · UserGems

    The AI Command Center for outbound and ABM

    12Agent
  19. #931 · LunaBill

    AI Voice callers for healthcare billing teams

    12Agent
  20. #932 · Automax.ai

    AI native real-estate appraisal firm

    12Agent
  21. #933 · F2

    The AI platform for private markets investors

    12Agent
  22. #934 · truthsystems

    Automatically blocking risky behavior with real-time governance agents

    12Agent
  23. #935 · Notte

    Reliable Web Agents for Enterprise

    12Agent
  24. #936 · Autosana

    AI agents for E2E testing across mobile & web

    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: 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.