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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. #25 · Natural

    Payment infrastructure for AI agents

    90Agent
    MCP API
  2. #26 · Murf AI

    Studio-quality AI voiceovers in 20+ languages.

    90Agent
    PythonJavaScript
  3. #27 · Kensho

    AI for financial intelligence and analytics

    90Agent
    API Python
  4. #28 · Twelve Labs

    Video understanding AI for developers

    90Agent
    API PythonJavaScript
  5. #29 · Domo

    Business intelligence powered by AI

    90Agent
    API JavaScript
  6. #30 · Skyflow

    Skyflow provides runtime AI data control, securing sensitive data across datastores, models, and AI agents.

    85Agent
    PythonJavaScript +1
  7. #31 · E2B

    The Enterprise AI Agent Cloud provides open-source, secure environments with real-world tools for enterprise-grade AI agents.

    85Agent
    PythonJavaScript +1
  8. #32 · Dosu

    Knowledge infrastructure for agents and humans, providing automatic knowledge capture without changing your workflow.

    85Agent
    Node.js
  9. #33 · Coveo

    Coveo provides an AI Relevance™ Platform, offering AI-powered search and conversational discovery solutions built for enterprise ROI.

    85Agent
    JavaScriptPython +2
  10. #34 · Exa

    Search for AI applications

    85Agent
    API PythonJavaScript +1
  11. #35 · Qdrant

    High-performance vector search engine built in Rust for production-grade AI retrieval.

    85Agent
    PythonTypeScript +4
  12. #36 · GitHub Copilot

    The world's most adopted AI code assistant — 1M+ developers inside GitHub

    85Agent
    MCP
  13. #37 · Augment Code

    AI agents that understand your entire codebase, from IDE to CLI to code review.

    82Agent
    TypeScript
  14. #38 · LanceDB

    AI-native multimodal lakehouse for vector search, training data, and retrieval.

    80Agent
    PythonTypeScript +3
  15. #39 · Perplexity

    AI-powered answer engine delivering real-time, cited responses to complex queries.

    79Agent
    MCP API OAuth2 PythonNode.js
  16. #40 · Mistral AI

    Open and efficient foundation models

    78Agent
    MCP API OAuth2 PythonJavaScript +1
  17. #41 · Groq

    Fastest AI inference on the planet

    77Agent
    MCP API PythonJavaScript
  18. #42 · Cohere

    Enterprise AI for language understanding

    76Agent
    MCP API PythonTypeScript +2
  19. #43 · MiniMax

    Chinese AI lab behind Hailuo video and Talkie companions.

    76Agent
    MCP API
  20. #44 · Gemini CLI

    Google's free open-source terminal AI coding agent — 1M tokens, no cost

    76Agent
    MCP API OAuth2 typescript
  21. #45 · xAI

    AI designed to understand the universe

    75Agent
    MCP API
  22. #46 · Airwallex

    Global payments and financial infrastructure for modern businesses

    75Agent
    API Webhooks OAuth2 JavaScriptPython +3
  23. #47 · Aircall

    Cloud-based phone system and AI conversation intelligence for sales and support teams

    75Agent
    API Webhooks OAuth2 JavaScript
  24. #48 · Sendcloud

    All-in-one shipping platform for e-commerce

    75Agent
    API Webhooks OAuth2 PHPPython +1

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.