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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. #2137 · Cargo
    10Agent
  2. #2138 · Rapidata
    10Agent
  3. #2139 · Telli
    10Agent
  4. #2140 · RevisionDojo
    10Agent
  5. #2141 · LocusX
    10Agent
  6. #2142 · Voicepanel
    10Agent
  7. #2143 · Provision
    10Agent
  8. #2144 · ValkaAI
    10Agent
  9. #2145 · Backyard AI

    Unfiltered text and voice chats with AI characters and lorebooks

    10Agent
  10. #2146 · eNOugh
    10Agent
  11. #2147 · Copy.ai

    AI platform for go-to-market teams.

    10Agent
  12. #2148 · Chub AI

    Character hub and uncensored AI roleplay platform

    10Agent
  13. #2149 · AVIAN

    Always-on AI thermal monitoring to prevent industrial fires and equipment failures

    10Agent
  14. #2150 · Presentations.AI

    AI-driven presentation platform that builds polished decks from prompts

    10Agent
  15. #2151 · Mixus

    AI agent command center built right inside your inbox and Slack

    10Agent
  16. #2152 · Parambil

    AI-powered medical record review for mass tort and complex litigation.

    10Agent
  17. #2153 · SOUS

    The AI-powered sous chef for restaurant growth

    10Agent
  18. #2154 · Seduced

    AI image and video generator built for adult content

    10Agent
  19. #2155 · Trially

    Agentic AI that enrolls clinical trials faster by converting patient matches

    10Agent
  20. #2156 · Madison AI

    AI built from your local government's institutional knowledge

    10Agent
  21. #2157 · RIIICO

    AI digital twins to redesign and optimize existing factories

    10Agent
  22. #2158 · Tibo Energy

    AI energy management to tackle grid congestion for businesses

    10Agent
  23. #2159 · Dondi

    Emotionally intelligent AI companions with text, image, and video chat

    10Agent
  24. #2160 · aiAllure

    Customizable AI girlfriend platform with unlimited image and video generation

    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.