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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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Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #1201 · Plena Health

    Plena is the AI operating system for specialty medical practices

    12Agent
  2. #1202 · Wealor

    AI-native platform for wealth managers

    12Agent
  3. #1203 · MOVEdot

    AI Agents for Hardware Engineering

    12Agent
  4. #1204 · Zavo

    AI Operating System for Restaurants

    12Agent
  5. #1205 · item

    The AI-Native CRM that works for you

    12Agent
  6. #1206 · Trelium

    The Agent to Build Your Agents

    12Agent
  7. #1207 · Mod AI

    Touchless AP Automation

    12Agent
  8. #1208 · Rovi Health

    AI healthcare concierge for employees

    12Agent
  9. #1209 · Sourcebot

    Helping humans and AI agents understand massive codebases

    12Agent
  10. #1210 · Mayflower

    AI plug-in that automates HR immigration screening and compliance

    12Agent
  11. #1211 · MarkIt

    AI Agents for Trade Compliance - Saving Companies from Tariffs

    12Agent
  12. #1212 · Inspector

    AI IDE for front-end development

    12Agent
  13. #1213 · Semble AI

    AI workflow automation for construction back-office

    12Agent
  14. #1214 · Lunavo

    Lunavo is the AI assistant for carriers

    12Agent
  15. #1215 · RealRoots

    AI social app for women

    12Agent
  16. #1216 · Acrely

    Enterprise Voice Agents

    12Agent
  17. #1217 · Locata

    AI Referral Automation for Primary Care Clinics

    12Agent
  18. #1218 · Convexia

    The world's first AI-maximalist pharma company

    12Agent
  19. #1219 · Lanesurf

    Voice AI for booking freight

    12Agent
  20. #1220 · Pingo AI

    AI companion that helps you learn languages

    12Agent
  21. #1221 · Maximal

    Maximal is a planning agent for commercial truck fleets

    12Agent
  22. #1222 · Minimal AI

    AI Agents for E-commerce Customer Support

    12Agent
  23. #1223 · ProcIndex

    AI Agents for Accounting Operations

    12Agent
  24. #1224 · GoRiff

    Personalized AI Stories with Music

    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.