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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. #1273 · Memoir

    AI CMO for Software Companies

    12Agent
  2. #1274 · Allowance

    Scoped payment credentials for AI agents

    12Agent
  3. #1275 · Sidekick

    AI-powered SMS assistant for deskless workers

    12Agent
  4. #1276 · Standard Signal

    Hedge fund where AI researches and executes every trade

    12Agent
  5. #1277 · BioStack Platforms

    Real world training envs for healthcare AI models

    12Agent
  6. #1278 · Casey

    Casey is an AI-native commercial insurance brokerage

    12Agent
  7. #1279 · Metorial

    Agentic infrastructure to power AI-native companies

    12Agent
  8. #1280 · Denki

    The full-stack AI financial audit firm

    12Agent
  9. #1281 · Soren

    Private AI for Regulated Industries

    12Agent
  10. #1282 · Fifth Door

    Create and play games with AI

    12Agent
  11. #1283 · Nucleo

    The first Agentic platform for Oncology

    12Agent
  12. #1284 · Cranston AI

    Full Stack AI Accounting Firm

    12Agent
  13. #1285 · Bron

    ChatGPT for Sports Betting

    12Agent
  14. #1286 · dari.dev

    The Production Layer for AI Agents

    12Agent
  15. #1287 · The Context Company

    Monitor AI agents and understand user behavior

    12Agent
  16. #1288 · Brickwise

    AI property manager for landlords and estate agents

    12Agent
  17. #1289 · Fernstone

    AI-native insurance brokerage

    12Agent
  18. #1290 · Magnetic

    AI Tax Preparer for CPA firms

    12Agent
  19. #1291 · Hera

    AI Motion Designer

    12Agent
  20. #1292 · Iron Grid

    AI Insurance for hardware

    12Agent
  21. #1293 · Mimos

    Helping companies rank in AI search

    12Agent
  22. #1294 · Epicenter

    ChatGPT's memory feature in an open, portable format

    12Agent
  23. #1295 · Riverbank

    AI-native Red Teaming and Offensive Security

    12Agent
  24. #1296 · Preseen

    The AI forecasting company for global macro events

    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.