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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. #2041 · PodUp

    All-in-one AI podcasting platform to create, grow, and monetize

    10Agent
  2. #2042 · No Barrier

    Real-time, HIPAA-compliant AI medical interpretation in 40+ languages

    10Agent
  3. #2043 · CraveU AI

    Unfiltered AI character chat, roleplay and image generation

    10Agent
  4. #2044 · Living Models

    AI foundation models for biology, starting with plant genomics

    10Agent
  5. #2045 · Govstream.ai

    AI-native permitting tools to help cities move faster on housing

    10Agent
  6. #2046 · suena energy

    AI trading autopilot for battery and renewable energy storage

    10Agent
  7. #2047 · Edumentors

    Online tutoring with top UK university tutors and an AI tutor

    10Agent
  8. #2048 · HeraHaven

    Customizable AI girlfriend platform with long-term memory and image generation

    10Agent
  9. #2049 · AlertD

    Agentic AI for SRE and DevOps that surfaces AWS insights in plain language

    10Agent
  10. #2050 · finbar

    The AI investment analyst for hedge funds

    10Agent
  11. #2051 · Spacely AI

    Generative AI rendering and staging for architects and interior designers

    10Agent
  12. #2052 · VidAU

    AI video ad generator for e-commerce and UGC

    10Agent
  13. #2053 · Series

    The first AI social network that lives entirely inside iMessage

    10Agent
  14. #2054 · First Voyage

    Momo: a digital pet that helps you build habits and self-care

    10Agent
  15. #2055 · Mura

    AI that automates order-to-cash for commercial field service

    10Agent
  16. #2056 · Secret Desires AI

    Premium AI companion with voice calls, memory, and contextual images

    10Agent
  17. #2057 · Barreleye
    10Agent
  18. #2058 · Visalaw.ai
    10Agent
  19. #2059 · Rebel Audio
    10Agent
  20. #2060 · Hooky
    10Agent
  21. #2061 · Bitpart AI
    10Agent
  22. #2062 · Trata
    10Agent
  23. #2063 · Userled
    10Agent
  24. #2064 · Rubii AI

    Immersive AI character roleplay with multi-model support

    10Agent

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.