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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. #1177 · Warp
    10Agent
  2. #1178 · Notta

    AI transcription, meeting notes, and voice intelligence

    10Agent
    API Webhooks OAuth2 rest
  3. #1179 · tl;dv

    AI meeting notetaker for Zoom, Google Meet, and Teams

    10Agent
    API Webhooks OAuth2 rest
  4. #1180 · Kili Technology

    Enterprise data labeling and annotation for AI teams

    10Agent
    API Webhooks OAuth2 pythonrest
  5. #1181 · aiOla

    Enterprise voice AI for noisy, jargon-heavy field operations

    10Agent
    API Webhooks OAuth2 rest
  6. #1182 · Peregrine Technologies

    Decision-support and data integration platform for public safety agencies

    10Agent
  7. #1183 · Graphite
    10Agent
  8. #1184 · Vannevar Labs

    AI-powered intelligence and electronic warfare software for national security

    10Agent
  9. #1185 · Commure
    10Agent
  10. #1186 · Galileo
    10Agent
  11. #1187 · FieldAI

    Physics-first foundation models that are universal brains for robots

    10Agent
  12. #1188 · Neros Technologies

    American-made FPV attack drones built for mass production

    10Agent
  13. #1189 · Doppel
    10Agent
  14. #1190 · Periodic Labs

    Creating AI scientists and autonomous laboratories to accelerate scientific discovery, starting with physical sciences.

    10Agent
  15. #1191 · Borderless AI

    AI-native Employer of Record for global hiring

    10Agent
    API Webhooks rest
  16. #1192 · Rep AI

    Conversational AI sales concierge for Shopify brands

    10Agent
    API Webhooks OAuth2 rest
  17. #1193 · Castelion

    Mass-producing affordable hypersonic weapons for defense

    10Agent
  18. #1194 · Generalist AI

    General-purpose embodied foundation models for physical-world robots

    10Agent
  19. #1195 · Qure.ai
    10Agent
  20. #1196 · Antithesis
    10Agent
  21. #1197 · Innovaccer
    10Agent
  22. #1198 · DevRev
    10Agent
  23. #1199 · d-Matrix
    10Agent
  24. #1200 · Composer

    AI-native automated investing and algorithmic trading

    10Agent
    OAuth2

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.