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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. #2089 · Ensocell
    10Agent
  2. #2090 · Gracia AI
    10Agent
  3. #2091 · Bloks
    10Agent
  4. #2092 · HammerAI

    Free, private AI character chat that runs locally or in the cloud

    10Agent
  5. #2093 · Mentium
    10Agent
  6. #2094 · NexDash
    10Agent
  7. #2095 · Skymizer
    10Agent
  8. #2096 · Solena Materials
    10Agent
  9. #2097 · Success.co

    Next-gen software to run the EOS business operating system

    10Agent
    OAuth2
  10. #2098 · Adept AI

    AI that takes actions in any software

    10Agent
    API
  11. #2099 · CLOVA

    NAVER's proprietary large language model, HyperCLOVA X, offers powerful capabilities to solve complex business challenges.

    10Agent
  12. #2100 · Etched

    Etched is building custom hardware to accelerate large language models and achieve superintelligence.

    10Agent
  13. #2101 · Jua

    A foundation model for reality, learning physics from data to power AI systems in the physical world.

    10Agent
  14. #2102 · ROGO Agriculture

    Autonomous robots that collect agronomic soil and plant data.

    10Agent
  15. #2103 · Aide

    Aide is a developer tools lab exploring how inference-time scaling and agentic systems can reshape software development.

    10Agent
  16. #2104 · Cleanlab

    Detect and remediate incorrect responses from any AI Agent, ensuring every output meets your standards for safety, compliance, and trust.

    10Agent
  17. #2105 · Lyrebird Health

    Australia's most deeply integrated AI Scribe for General Practitioners and Specialists.

    10Agent
  18. #2106 · Mozn

    Launch your website, mobile app, and administrative system for charities in just 3 steps, without coding.

    10Agent
  19. #2107 · Bright Machines

    Building AI infrastructure hardware at the edge by transforming manufacturing with Physical AI.

    10Agent
  20. #2108 · Userology

    AI UX Research agent for busy product teams to get deep user insights in hours, not weeks.

    10Agent
  21. #2109 · Castmagic

    Supercharge your media with AI, transforming audio and video into 100+ content assets in minutes.

    10Agent
  22. #2110 · Woebot Health

    Making mental health support radically accessible through chat-based AI wellness tools.

    10Agent
  23. #2111 · APOB AI

    AI photo generator with face swap & character creator

    10Agent
  24. #2112 · Optiml

    Real estate decision intelligence for portfolio-level strategy

    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.