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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
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. #1177 · Motives

    Consumer focus groups run by AI

    12Agent
  2. #1178 · Overshoot

    AI Infra for real-time vision applications

    12Agent
  3. #1179 · Vector Legal

    The premier AI-native law firm & legal operating system for Startups

    12Agent
  4. #1180 · Compresr

    LLM context compression for better accuracy

    12Agent
  5. #1181 · Pax Historia

    The first AI-powered grand strategy platform

    12Agent
  6. #1182 · Lexius

    AI for Corporate Security Cameras

    12Agent
  7. #1183 · Panta

    AI Native Commercial Insurance Brokerage

    12Agent
  8. #1184 · FullSeam

    AI agents for corporate accounting teams

    12Agent
  9. #1185 · Martini

    AI Video Production for Professionals

    12Agent
  10. #1186 · Pollinate

    AI Agents for the supply chain

    12Agent
  11. #1187 · Maven

    Payments Infrastructure for Voice Agents

    12Agent
  12. #1188 · Squid

    AI agents for power grid planning 🦑

    12Agent
  13. #1189 · Chasi

    AI Revenue Engine for the Equipment Industry

    12Agent
  14. #1190 · o11

    The AI Agent Inside Every Enterprise App

    12Agent
  15. #1191 · Datoric

    Responsibly sourced data for multimodal AI

    12Agent
  16. #1192 · Sitefire

    Marketing suite for the agentic web

    12Agent
  17. #1193 · Emdash

    Open-source Agentic Development Environment

    12Agent
  18. #1194 · Congruent

    AI native radars for self-driving cars

    12Agent
  19. #1195 · End Close

    AI powered reconciliation for high-volume payments companies

    12Agent
  20. #1196 · Ashr

    Automated Multi-Modal Testing for Agents

    12Agent
  21. #1197 · AutoSitu

    AI-native workspace for development plan reviews

    12Agent
  22. #1198 · Verdex

    AI Verification for Insurance

    12Agent
  23. #1199 · BaseFrame

    Detect what AI can automate for your team

    12Agent
  24. #1200 · Cofia

    AI automations that implement themselves

    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.