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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
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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Showing 24 of 2662 tools.

Ranked tools

  1. #1129 · LLM Stats

    Independent AI evaluations lab

    12Agent
  2. #1130 · Closera

    AI Shopping Agent for Your Ecommerce Store

    12Agent
  3. #1131 · Meteor

    An AI-Native Browser

    12Agent
  4. #1132 · Samora AI

    Multilingual voice agents that outperform humans

    12Agent
  5. #1133 · Balance

    Full-Stack AI Accounting

    12Agent
  6. #1134 · Oximy

    See and control all AI activity across your enterprise

    12Agent
  7. #1135 · Caretta

    Realtime AI for Sales Calls

    12Agent
  8. #1136 · Prana

    An AI primary care doctor in your pocket

    12Agent
  9. #1137 · ARC Prize Foundation

    AI benchmarks that measure general intelligence and inspire new ideas

    12Agent
  10. #1138 · Fed10

    AI Agents for Government Affairs

    12Agent
  11. #1139 · Robby

    AI agents that grow revenue for home services businesses

    12Agent
  12. #1140 · Hex Security

    Agentic Offensive Security at Scale

    12Agent
  13. #1141 · Perfectly

    The AI-native Recruiting OS

    12Agent
  14. #1142 · CodeWisp

    Anyone can create real games with AI

    12Agent
  15. #1143 · Zatanna

    Turning all software into agent-first APIs

    12Agent
  16. #1144 · Pollen

    AI agents that automate customer success

    12Agent
  17. #1145 · The Token Company

    Compression middleware that improves LLM outputs

    12Agent
  18. #1146 · Axis

    An AI Copilot for Trading Desks

    12Agent
  19. #1147 · Payna

    AI Licensing Agent for Regulated Industries

    12Agent
  20. #1148 · Eos AI

    Autonomous OS for healthcare

    12Agent
  21. #1149 · Reframe

    AI-native, hardware procurement marketplace

    12Agent
  22. #1150 · Sazabi

    The AI-native observability platform for fast-moving engineering teams

    12Agent
  23. #1151 · Cohesion

    Your public equities agentic teammate

    12Agent
  24. #1152 · Probe

    Agent-Native Incident Management

    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.