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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
2443
With MCP
48
Public API
504
OAuth2
86
Avg score
21.7
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

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Filters

Showing 24 of 2443 tools.

Ranked tools

  1. #1129 · Zibra Labs

    Distributed Compute for AI

    12Agent
  2. #1130 · Memoir

    AI CMO for Software Companies

    12Agent
  3. #1131 · BioStack Platforms

    Real world training envs for healthcare AI models

    12Agent
  4. #1132 · Denki

    The full-stack AI financial audit firm

    12Agent
  5. #1133 · Fifth Door

    Create and play games with AI

    12Agent
  6. #1134 · Cranston AI

    Full Stack AI Accounting Firm

    12Agent
  7. #1135 · Bron

    ChatGPT for Sports Betting

    12Agent
  8. #1136 · dari.dev

    The Production Layer for AI Agents

    12Agent
  9. #1137 · The Context Company

    Monitor AI agents and understand user behavior

    12Agent
  10. #1138 · Brickwise

    AI property manager for landlords and estate agents

    12Agent
  11. #1139 · Remedy

    AI Agents for Pharmacies

    12Agent
  12. #1140 · Fernstone

    AI-native insurance brokerage

    12Agent
  13. #1141 · Nerviom

    AI Autopilot for Infrastructure Permitting

    12Agent
  14. #1142 · Magnetic

    AI Tax Preparer for CPA firms

    12Agent
  15. #1143 · Hera

    AI Motion Designer

    12Agent
  16. #1144 · Iron Grid

    AI Insurance for hardware

    12Agent
  17. #1145 · TraceRoot.AI

    Open source self-healing layer for AI agents

    12Agent
  18. #1146 · Bizzy AI

    Bizzy works 24/7 so you never miss a lead

    12Agent
  19. #1147 · Motives

    Consumer focus groups run by AI

    12Agent
  20. #1148 · Docket

    AI agents for web testing

    12Agent
  21. #1149 · Codag

    Systems log compression for agents

    12Agent
  22. #1150 · GodHands

    Deterministic Computer Use Infra for AI Agents

    12Agent
  23. #1151 · GrubMarket

    AI-powered technology enabler and digital transformer of American…

    12Agent
  24. #1152 · Ironclad

    AI-powered contract management

    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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.

›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.