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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. #2209 · Dataglade
    10Agent
  2. #2210 · Infatuated.AI

    AI girlfriend chat with images, video, and voice

    10Agent
  3. #2211 · Traza
    10Agent
  4. #2212 · Luvr AI

    Chat, call and create images with AI companions

    10Agent
  5. #2213 · AgriPass Robotics
    10Agent
  6. #2214 · HoneyChat

    Telegram-native AI companion with memory, photos, voice and video clips

    10Agent
  7. #2215 · Muun AI
    10Agent
  8. #2216 · Vibrium
    10Agent
  9. #2217 · Kissable

    AI companion app with persistent memory, couple photos and voice messaging

    10Agent
  10. #2218 · BEKHealth
    10Agent
  11. #2219 · Senai
    10Agent
  12. #2220 · Wudpecker
    10Agent
  13. #2221 · ValueMate
    10Agent
  14. #2222 · Reka AI

    Multimodal AI models for the enterprise

    10Agent
    API Python
  15. #2223 · Sesame

    Lifelike voice companions and AI smart glasses

    10Agent
    API python
  16. #2224 · Bruna

    AI to predict raw material quality and optimize industrial blending

    10Agent
  17. #2225 · Soulfun AI

    Customizable AI companions with voice and roleplay

    10Agent
  18. #2226 · Single Origin

    AI-enhanced semantic layer that cuts redundant warehouse compute

    10Agent
  19. #2227 · RolePlai

    AI social network with millions of characters for chat and roleplay

    10Agent
  20. #2228 · Meshed

    AI voice agents and automation for insurance broking

    10Agent
  21. #2229 · Nastia AI

    Uncensored AI companion with chat, voice and image generation

    10Agent
  22. #2230 · Buzz Solutions

    AI visual inspection to find faults in power grid infrastructure

    10Agent
  23. #2231 · BasedLabs

    AI image and video creation platform with 50+ models and uncensored tools

    10Agent
  24. #2232 · Careforce

    AI workers that find, call, and schedule more patients for healthcare orgs

    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.