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NeuronFeed

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. #1273 · Nucleo

    The first Agentic platform for Oncology

    12Agent
  2. #1274 · Cranston AI

    Full Stack AI Accounting Firm

    12Agent
  3. #1275 · Bron

    ChatGPT for Sports Betting

    12Agent
  4. #1276 · dari.dev

    The Production Layer for AI Agents

    12Agent
  5. #1277 · The Context Company

    Monitor AI agents and understand user behavior

    12Agent
  6. #1278 · Brickwise

    AI property manager for landlords and estate agents

    12Agent
  7. #1279 · Fernstone

    AI-native insurance brokerage

    12Agent
  8. #1280 · Magnetic

    AI Tax Preparer for CPA firms

    12Agent
  9. #1281 · Hera

    AI Motion Designer

    12Agent
  10. #1282 · Iron Grid

    AI Insurance for hardware

    12Agent
  11. #1283 · Mimos

    Helping companies rank in AI search

    12Agent
  12. #1284 · Epicenter

    ChatGPT's memory feature in an open, portable format

    12Agent
  13. #1285 · Riverbank

    AI-native Red Teaming and Offensive Security

    12Agent
  14. #1286 · Preseen

    The AI forecasting company for global macro events

    12Agent
  15. #1287 · Bizzy AI

    Bizzy works 24/7 so you never miss a lead

    12Agent
  16. #1288 · Pleom

    Agentic Business Intelligence

    12Agent
  17. #1289 · Proliferate

    Manage a team of agents from your desktop

    12Agent
  18. #1290 · Verge Genomics

    We use human data and AI to develop better drugs faster

    12Agent
  19. #1291 · Docket

    AI agents for web testing

    12Agent
  20. #1292 · Sureform

    Real-world data for multimodal and embodied AI

    12Agent
  21. #1293 · Cignara

    AI agents for sales & customer support at large Fortune 500 companies

    12Agent
  22. #1294 · Talking Computers

    AI for AI Infrastructure

    12Agent
  23. #1295 · Inviscid AI

    Real-time Physics Simulations for Industrial Facilities & Data Centers

    12Agent
  24. #1296 · Drafted

    Design your home instantly with AI

    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.