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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. #1249 · Mercor

    Mercor is an AI-powered platform connecting top-tier remote AI talent with companies shaping the future of artificial intelligence.

    10Agent
  2. #1250 · Color Health

    Reinventing cancer care with direct clinical access, speed, and expert support for better outcomes and lower costs.

    10Agent
  3. #1251 · General Intuition

    Frontier lab training spatial-temporal AI agents on video game clips

    10Agent
  4. #1252 · ZyG

    An agentic operating system that scales DTC ecommerce brands end to end

    10Agent
  5. #1253 · Augment

    AI teammate that automates freight order-to-cash workflows

    10Agent
  6. #1254 · Samaya AI

    Expert AI agents that automate research for investment professionals

    10Agent
  7. #1255 · Cambio

    Agentic AI platform for commercial real estate operations and compliance

    10Agent
  8. #1256 · Solve Intelligence

    AI copilot for patents, drafting, prosecution and litigation for IP teams worldwide.

    10Agent
  9. #1257 · David AI

    The data layer for next-generation audio and voice AI models

    10Agent
  10. #1258 · Nabla Bio

    Generative AI for de novo antibody and protein design against tough drug targets

    10Agent
  11. #1259 · Poke

    An AI personal assistant that lives inside your text messages

    10Agent
  12. #1260 · Recursive Superintelligence

    Building AI systems that continuously improve themselves

    10Agent
  13. #1261 · TytoCare
    10Agent
  14. #1262 · AirOps
    10Agent
  15. #1263 · Vatn Systems

    Affordable autonomous underwater vehicles that operate in swarms

    10Agent
  16. #1264 · Portal Space Systems

    Rapidly maneuverable spacecraft powered by solar-thermal propulsion

    10Agent
  17. #1265 · Suki
    10Agent
  18. #1266 · Fonoa
    10Agent
  19. #1267 · Assort Health
    10Agent
  20. #1268 · Vizcom
    10Agent
  21. #1269 · GetReal Security
    10Agent
  22. #1270 · AMP Robotics
    10Agent
  23. #1271 · Nunu.ai
    10Agent
  24. #1272 · Tabs
    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.