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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. #1225 · ShopMy
    10Agent
  2. #1226 · Mechanical Orchard
    10Agent
  3. #1227 · Gorgias
    10Agent
  4. #1228 · Moonvalley
    10Agent
  5. #1229 · Ayar Labs
    10Agent
  6. #1230 · Loop
    10Agent
  7. #1231 · Neural Concept
    10Agent
  8. #1232 · Ricursive Intelligence
    10Agent
  9. #1233 · PhysicsX

    AI-native engineering simulation that optimizes physical products in minutes.

    10Agent
  10. #1234 · Overland AI

    Off-road ground autonomy for military vehicles in GPS-denied terrain

    10Agent
  11. #1235 · Multiverse

    AI workforce training and apprenticeships to reskill employees

    10Agent
  12. #1236 · Model ML

    AI workspace that automates investment banking and finance workflows

    10Agent
  13. #1237 · Ecorobotix

    AI Plant-by-Plant precision sprayers that cut herbicide use by up to 95%

    10Agent
  14. #1238 · Basecamp Research

    Building a GPT for biology from the planet's largest proprietary genomic dataset

    10Agent
  15. #1239 · Dyna Robotics

    Robotic foundation models for commercial-grade general-purpose robots

    10Agent
  16. #1240 · Eko Health
    10Agent
  17. #1241 · Raspberry AI
    10Agent
  18. #1242 · MotherDuck
    10Agent
  19. #1243 · Qevlar AI
    10Agent
  20. #1244 · TinyFish
    10Agent
  21. #1245 · AgiBot
    10Agent
  22. #1246 · beehiiv
    10Agent
  23. #1247 · Upstage
    10Agent
  24. #1248 · Aleph Alpha

    Specialised language models for a sovereign Europe, designed for real, business-critical environments and decisions.

    10Agent

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.