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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. #553 · Mate

    AI-native SOC that learns your environment and runs investigations

    40Agent
    API
  2. #554 · CustomCat

    Print-on-demand fulfillment for ecommerce entrepreneurs

    40Agent
    API
  3. #555 · QuantPilot

    Agentic AI platform that turns plain-language ideas into autonomous crypto trading strategies.

    40Agent
  4. #556 · Mirelo

    AI that generates and syncs sound effects for video automatically

    40Agent
    API
  5. #557 · TurboHire

    Agentic AI platform automating enterprise recruitment

    40Agent
    API
  6. #558 · Newo.ai

    AI receptionist handling voice, SMS, and WhatsApp for SMB front desks

    40Agent
    API
  7. #559 · Beatoven.ai

    Generate royalty-free, ethically trained AI music and sound effects from text

    40Agent
    API
  8. #560 · Nanovate

    End-to-end Arabic AI voice and chat agents for MENA businesses

    40Agent
    API
  9. #561 · Hunty

    AI recruiting assistant that interviews and screens candidates 24/7

    40Agent
    API
  10. #562 · Sleep.ai

    Sonar-based AI sleep coaching app with science-backed insights

    40Agent
    API
  11. #563 · Sortium

    Generate textured, optimized, game-ready 3D assets from text

    40Agent
    API
  12. #564 · Pin

    End-to-end AI recruiting platform for sourcing, outreach and scheduling

    40Agent
    API
  13. #565 · HyperWrite

    Personal AI writing assistant and agents for everyday tasks

    40Agent
    API
  14. #566 · Phot.AI

    AI creative automation that scales ecommerce product visuals and ads

    40Agent
    API
  15. #567 · CodeIntegrity

    Runtime security guardrails for agentic AI

    40Agent
    API
  16. #568 · Seedance

    ByteDance's AI video generation model with native audio and multi-shot output

    40Agent
    API
  17. #569 · Thordata

    Global proxy network and web scraping APIs for data collection

    40Agent
    API
  18. #570 · Falcon LLM (Technology Innovation Institute)

    Making advanced AI accessible and available to everyone, everywhere through a family of powerful, efficient, and ethical large language models.

    40Agent
    Python
  19. #571 · Wrtn Technologies

    Wrtn Technologies is a leading South Korean AI company providing a suite of AI-powered services for both consumers and businesses.

    40Agent
  20. #572 · TraqCheck

    AI agents for recruitment, from sourcing to background verification

    40Agent
    API
  21. #573 · Unosecur

    AI-driven identity security for human and non-human identities

    40Agent
    API
  22. #574 · Magic Hour

    A browser-based suite of generative AI tools for video and image creation

    40Agent
    API
  23. #575 · Telmai

    Open-architecture, AI-driven data observability

    40Agent
    API
  24. #576 · Gleen AI

    Hallucination-resistant generative AI customer support agent

    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.