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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. #73 · AI21 Labs

    Advanced language AI for enterprise applications

    75Agent
    API PythonTypeScript
  2. #74 · Mem

    Self-organising workspace powered by AI

    75Agent
  3. #75 · Crusoe

    Sustainable AI cloud infrastructure

    72Agent
    MCP API CLIPython
  4. #76 · Replit

    Build software collaboratively from any device.

    71Agent
    MCP API Webhooks OAuth2 JavaScript
  5. #77 · Outreach

    AI sales execution platform for outbound at enterprise scale.

    70Agent
    JavaScriptPython
  6. #78 · Hugging Face

    The AI community building the future of machine learning.

    70Agent
    PythonJavaScript
  7. #79 · Yellow.ai

    Transform CX & EX with Yellow.ai’s Agentic AI platform to autonomously drive human-like conversations at scale.

    70Agent
    JavaScriptPython +1
  8. #80 · Statsig

    The modern product development platform to measure what ships and ship what matters.

    70Agent
    ReactHTML +2
  9. #81 · Speechmatics

    Speech APIs powering Voice AI with low-latency speech-to-text for multilingual, multi-speaker conversations.

    70Agent
    PythonJavaScript +1
  10. #82 · Notion AI

    Connected AI workspace

    70Agent
    API JavaScript
  11. #83 · Voiceflow

    Build, launch, and scale advanced AI agents for support, lead generation, and beyond without code.

    70Agent
    JavaScriptPython +1
  12. #84 · ZoomInfo

    B2B contact and intent data with AI-powered prospecting.

    70Agent
    PythonJavaScript +1
  13. #85 · Anaplan

    Connected planning with AI-driven forecasting at enterprise scale.

    70Agent
    JavaPython +1
  14. #86 · Eightfold AI

    Transforming the future of work with an AI-powered Talent Intelligence Platform for HR.

    70Agent
    PythonJavaScript +1
  15. #87 · Inngest

    Orchestrate AI and backend workflows at any scale, making any code durable by default.

    70Agent
    TypeScript
  16. #88 · LiveKit

    An open-source framework and developer platform for building, testing, deploying, scaling, and observing voice, video, and physical AI agents.

    70Agent
    PythonNode.js +3
  17. #89 · Vast.ai

    Agent-ready GPU infrastructure for AI, offering API-native provisioning, real-time pricing, and per-second billing.

    70Agent
    Python
  18. #90 · Skydio

    Autonomous drones for inspection, public safety, and defense.

    70Agent
    PythonJavaScript
  19. #91 · Kore.ai

    Conversational AI for enterprise customer experience

    70Agent
    API JavaScript
  20. #92 · Cognition

    Applied AI lab building Devin, the AI software engineer.

    68Agent
    MCP API OAuth2
  21. #93 · VAST Data

    Unifying software layer for AI infrastructure

    66Agent
    MCP API
  22. #94 · Scale AI

    Data labeling and AI infrastructure platform powering frontier models for enterprises and governments.

    66Agent
    API Webhooks OAuth2 Python
  23. #95 · Runway

    Applied AI research for video, image, and 3D.

    66Agent
    API Webhooks JavaScriptPython
  24. #96 · Bria

    Licensed-data visual generative AI for enterprises

    66Agent
    API Webhooks OAuth2 pythontypescript

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.