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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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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #1153 · OpenProse

    A natural language agent framework: write the future into existence

    12Agent
  2. #1154 · Hessian

    We forward deploy with AI agents to automate business operations

    12Agent
  3. #1155 · Pairio

    AI-native industrial maintenance software

    12Agent
  4. #1156 · Bloom

    The brand layer for agents

    12Agent
  5. #1157 · Harbor

    AI-native CRO for clinical trial operations

    12Agent
  6. #1158 · Alchemize

    AI-Native Customs Brokerage

    12Agent
  7. #1159 · Mount

    The AI Insurance Carrier

    12Agent
  8. #1160 · Hedge

    AI-Native specialty insurance company

    12Agent
  9. #1161 · Pentagon

    A coordination layer for humans and agents

    12Agent
  10. #1162 · The Company Company

    The last agent your company will ever need

    12Agent
  11. #1163 · Scope

    The infra layer for AI agent experience

    12Agent
  12. #1164 · TakeCareOS

    Building infrastructure for AI-native care providers

    12Agent
  13. #1165 · CentralComs

    Property Management AI Agents that automate leasing and maintenance

    12Agent
  14. #1166 · Context.dev

    We give AI agents realtime web context

    12Agent
  15. #1167 · Narrative

    AI-Powered Sports Highlights

    12Agent
  16. #1168 · Kaigo Health

    AI outpatient care workforce

    12Agent
  17. #1169 · Mantle

    Build internal agents to automate back office work with one prompt

    12Agent
  18. #1170 · Lunavo

    Lunavo is the AI assistant for carriers

    12Agent
  19. #1171 · Spotlight Realty

    AI-powered brokerage reducing residential rental commissions in NYC

    12Agent
  20. #1172 · Avent

    AI agents for industrial commerce

    12Agent
  21. #1173 · PARES AI

    AI-native real estate services firm

    12Agent
  22. #1174 · Imprezia

    The World's First AI Ad Network

    12Agent
  23. #1175 · Parachute

    Infrastructure for hospitals to monitor and deploy clinical AI

    12Agent
  24. #1176 · ContextFort

    Visibility and Controls for Browser Agents

    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.