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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. #265 · Botpress

    The complete AI agent platform for building, deploying, and monitoring AI agents powered by the latest LLMs.

    55Agent
  2. #266 · Refiant AI

    Compressing AI models to cut cost, energy, and run at the edge

    55Agent
    API
  3. #267 · Nava

    Escrow and verification layer that keeps AI financial agents in check

    55Agent
    API
  4. #268 · Era

    Software platform powering a new generation of AI gadgets and devices

    55Agent
    API
  5. #269 · CUDIS

    Web3 and AI-powered smart ring with a personal health coach

    55Agent
    API
  6. #270 · Pinecone

    The vector database for AI

    55Agent
    API PythonJavaScript +2
  7. #271 · Vobiz AI

    AI-native telephony infrastructure for voice AI agents

    55Agent
    API
  8. #272 · Autoblocks AI

    Collaborative evaluation and testing platform to build safe AI apps

    55Agent
    API
  9. #273 · Marqo

    AI-native search and product discovery platform that optimises ecommerce conversion and revenue.

    55Agent
    Python
  10. #274 · Gong

    AI revenue intelligence platform

    55Agent
    API
  11. #275 · Greptile

    AI code review agent with complete codebase context

    54Agent
    API Webhooks OAuth2 rest
  12. #276 · Nomic AI

    Open-source embeddings and Atlas data maps for AI teams

    54Agent
    API Webhooks OAuth2 pythontypescript
  13. #277 · SambaNova

    The fastest AI inference platform, purpose-built for agentic AI with custom dataflow technology and three-tier memory architecture.

    52Agent
    API
  14. #278 · Quantinuum

    World's largest integrated quantum computing company

    50Agent
    API
  15. #279 · deepset

    Haystack framework and deepset Cloud for enterprise LLM apps

    50Agent
    API Webhooks OAuth2 pythonrest
  16. #280 · Kling AI

    Next-generation AI video creation

    50Agent
    API Webhooks
  17. #281 · Confident AI

    DeepEval-powered LLM evaluation and observability

    50Agent
    API Webhooks OAuth2 pythonrest
  18. #282 · Zyphra

    Open-science AI lab building efficient multimodal models and the Maia superagent

    50Agent
    API Python
  19. #283 · Jungle Scout

    All-in-one Amazon product research and seller intelligence platform

    50Agent
    API OAuth2
  20. #284 · RocketReach

    B2B contact and company data for sales and recruiting

    50Agent
    API OAuth2
  21. #285 · Blink

    The mobile-first employee experience app for frontline workforces

    50Agent
    API OAuth2
  22. #286 · Runpod

    The fastest way to deploy and scale AI workloads with on-demand GPUs and serverless infrastructure.

    50Agent
    Python
  23. #287 · Semrush

    AI-powered online visibility and marketing platform for SEO, content, and ads

    50Agent
    API OAuth2
  24. #288 · FuriosaAI

    Powerfully efficient AI inference for enterprise and cloud with high-performance LLM and multimodal deployment capabilities.

    50Agent
    Python

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.