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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. #529 · Clarity

    3-in-1 AI customer experience platform with voice-of-customer, AI agents and support automation

    40Agent
    API
  2. #530 · Memories.ai

    Visual memory model for understanding long videos

    40Agent
    API
  3. #531 · TruthScan

    Enterprise AI detection for deepfakes, text, images, and voice

    40Agent
    API
  4. #532 · Moosend

    Affordable email marketing and automation platform

    40Agent
    API
  5. #533 · Cosine AI

    Hand off complex coding tasks without sacrificing maintainability or visibility.

    40Agent
  6. #534 · DeepJudge

    Precision AI Search for legal teams, instantly accessing your firm's full institutional knowledge.

    40Agent
  7. #535 · Datafold

    Automate data engineering with AI-powered migrations, optimization, and development.

    40Agent
  8. #536 · Filum AI

    AI customer experience management platform for Southeast Asia

    40Agent
    API
  9. #537 · WideBot

    Arabic-first AI-as-a-Service platform with conversational AI and the AQL LLM

    40Agent
    API
  10. #538 · Aiello

    AI voice assistants and agents for hotels

    40Agent
    API
  11. #539 · Celes

    AI demand forecasting and inventory optimization for retailers

    40Agent
    API
  12. #540 · VoiceLine

    Voice-first AI platform that turns field conversations into CRM data

    40Agent
    API
  13. #541 · getimg.ai

    All-in-one AI image and video generation workspace

    40Agent
    API
  14. #542 · Uthana

    Foundation models for human motion and 3D character animation

    40Agent
    API
  15. #543 · Ribbon

    AI voice interviewer for high-turnover, high-volume hiring

    40Agent
    API
  16. #544 · TextQL

    Ana, the AI data analyst that answers questions across your BI stack

    40Agent
    API
  17. #545 · Coram AI

    AI-native physical security platform for video, access and safety

    40Agent
    API
  18. #546 · Sonauto

    Turn any idea into a full song in seconds with AI

    40Agent
    API
  19. #547 · Siena AI

    Empathic autonomous AI customer service agent for commerce brands

    40Agent
    API
  20. #548 · Yuma AI

    AI support agent for e-commerce and Shopify merchants

    40Agent
    API
  21. #549 · Eloquent AI

    AI Operator automating customer operations for financial services

    40Agent
    API
  22. #550 · CodeAnt AI

    Agentic AI code review and application security across 30+ languages

    40Agent
    API
  23. #551 · Keragon

    No-code, HIPAA-compliant workflow automation built for healthcare

    40Agent
    API
  24. #552 · Knight FinTech

    Banking and lending infrastructure for financial institutions

    40Agent
    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.