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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. #145 · Together AI

    The open AI cloud

    60Agent
    API PythonJavaScript +1
  2. #146 · Fireworks AI

    Production-grade generative AI serving

    60Agent
    API PythonJavaScript +1
  3. #147 · Deepgram

    Voice AI platform for developers building speech-to-text, text-to-speech, and speech-to-speech products

    60Agent
    API JavaScriptPython +4
  4. #148 · LangChain

    Build context-aware AI applications

    60Agent
    API PythonTypeScript +2
  5. #149 · CrewAI

    Framework for orchestrating role-playing autonomous AI agents

    60Agent
    API Python
  6. #150 · Weaviate

    Open-source AI-native vector database

    60Agent
    API PythonGo +3
  7. #151 · Chroma

    Open-source search infrastructure for AI with vector, full-text, regex, and metadata search.

    60Agent
    PythonTypeScript +1
  8. #152 · fal

    Fastest generative-media inference for developers

    60Agent
    API Webhooks OAuth2 pythontypescript +2
  9. #153 · Replicate

    Run AI models in the cloud

    60Agent
    API PythonJavaScript
  10. #154 · AssemblyAI

    AI models for accurate speech recognition

    60Agent
    API PythonTypeScript +5
  11. #155 · Cursor

    The AI code editor built for productive engineers.

    59Agent
    MCP API OAuth2
  12. #156 · Amazon Q Developer

    AWS-native AI coding assistant — optimized for cloud developers

    58Agent
    MCP API
  13. #157 · Anduril Drones

    Autonomous defense drones and counter-UAS systems.

    55Agent
    API C++Python
  14. #158 · Saviynt

    AI-powered identity security for humans, machines, and AI agents

    55Agent
    API
  15. #159 · GitGuardian

    Secrets detection and non-human identity security platform

    55Agent
    API
  16. #160 · Endor Labs

    AI-native application security platform for the AI-generated code era

    55Agent
    API
  17. #161 · Reality Defender

    Real-time deepfake detection for enterprises, platforms, and governments

    55Agent
    API
  18. #162 · OpenRouter

    A unified API gateway to 400+ LLMs across 60+ providers

    55Agent
    API
  19. #163 · Auterion

    Software-defined autonomy and AI for drone swarms across air, land and sea

    55Agent
    API
  20. #164 · Quantum Machines

    The control layer powering the world's quantum computers

    55Agent
    API
  21. #165 · Quo

    AI-driven business phone and front office for growing teams

    55Agent
    API Webhooks
  22. #166 · Bold

    Digital payments and financial tools for small and medium businesses in Colombia

    55Agent
    API Webhooks
  23. #167 · Wondercraft

    The Canva of audio — generative AI podcasts and ads

    55Agent
  24. #168 · Anrok

    AI-native sales tax compliance platform for software companies

    55Agent
    API

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.