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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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Showing 24 of 2443 tools.

Ranked tools

  1. #1153 · Plivo

    Voice AI Agents for customer engagement, including WhatsApp, SMS &…

    12Agent
  2. #1154 · Daily

    Conversational Voice and Multimodal AI built with Open Source

    12Agent
  3. #1155 · UserGems

    The AI Command Center for outbound and ABM

    12Agent
  4. #1156 · General Legal

    The AI native law firm for growth stage companies

    12Agent
  5. #1157 · Bolna AI

    Voice AI to enable India's next billion

    12Agent
  6. #1158 · Uplane

    Replace marketing agencies with AI

    12Agent
  7. #1159 · Brickanta

    Agentic AI for Society Builders

    12Agent
  8. #1160 · F2

    The AI platform for private markets investors

    12Agent
  9. #1161 · Freya

    Voice AI for Enterprises

    12Agent
  10. #1162 · Verge Genomics

    We use human data and AI to develop better drugs faster

    12Agent
  11. #1163 · MixerBox

    AI Super-Apps to Live Easier | The anything anytime superapps…

    12Agent
  12. #1164 · SnapMagic

    AI-assisted electronics design

    12Agent
  13. #1165 · Dyspatch

    AI Email Production - Emails on brand, guaranteed to work, fast

    12Agent
  14. #1166 · Waymo

    The world's most experienced autonomous driver

    11Agent
  15. #1167 · Nuro

    A universal autonomy platform for all roads and all rides, empowering automakers and mobility providers to scale autonomy responsibly.

    11Agent
    PythonC++
  16. #1168 · XBOW

    Autonomous offensive security AI

    10Agent
  17. #1169 · VoltaGrid

    VoltaGrid provides hybrid power solutions that reduce emissions, optimize energy loads, and lower costs for industrial applications and data centers.

    10Agent
  18. #1170 · Wordware

    Build AI agents by writing in plain English

    10Agent
    API Webhooks OAuth2 restpython +1
  19. #1171 · Aleph

    AI-native FP&A platform for modern finance teams

    10Agent
    API Webhooks OAuth2 rest
  20. #1172 · Higharc

    AI-powered connected homebuilding platform

    10Agent
    API rest
  21. #1173 · Pearl Health

    AI value-based care platform for primary care providers

    10Agent
    OAuth2
  22. #1174 · Mind Robotics

    Building intelligent robotics for industrial deployment, starting with the factory floor.

    10Agent
  23. #1175 · Epirus

    High-power microwave systems that disable drone swarms in flight

    10Agent
  24. #1176 · Sigma Computing
    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.