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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. #2353 · Cuties AI

    Adult AI companion platform with deep customization and image generation

    10Agent
  2. #2354 · Aimy

    Anime-style AI chat companion for casual conversation and roleplay

    10Agent
  3. #2355 · LoveGPT

    AI girlfriend chat platform for personalized virtual companionship

    10Agent
  4. #2356 · Shield AI

    Autonomous AI software for defence

    8Agent
  5. #2357 · Cleerly

    FDA-cleared AI imaging platform that analyzes coronary CT scans to detect and characterize heart disease earlier.

    8Agent
  6. #2358 · Day.ai

    An AI-native CRM that builds itself from your emails, meetings, and conversations.

    8Agent
  7. #2359 · Muah AI

    Uncensored AI companion app notable for its September 2024 data breach and CSAM-prompt controversy.

    8Agent
  8. #2360 · HeraHaven AI

    Customizable AI girlfriend app operated by Cyprus-based Vilala Limited.

    8Agent
  9. #2361 · GoLove AI

    Multi-mode AI companion platform by Cyprus-based 404 Intelligence Ltd with chat, voice, image, and video.

    8Agent
  10. #2362 · Secrets.ai

    Privacy-focused 18+ AI companion platform with realistic girlfriend chat, images, and video.

    8Agent
  11. #2363 · Roofline

    Retargetable AI compiler for edge hardware deployment

    7Agent
  12. #2364 · Niantic Spatial

    Real-world foundation models and AR maps for physical AI

    6Agent
    unityswift +1
  13. #2365 · Upscale AI

    Pure-play AI networking infrastructure

    5Agent
  14. #2366 · LlamaIndex

    Data framework and cloud for LLM applications

    5Agent
  15. #2367 · Meshy

    AI 3D model generator for game dev and creators

    5Agent
    API Webhooks OAuth2 rest
  16. #2368 · Slingshot AI

    Foundation model and AI app for mental health

    5Agent
  17. #2369 · Topline Pro

    AI-powered marketing OS for home service pros

    5Agent
    OAuth2
  18. #2370 · Wispr

    Effortless voice dictation powered by AI

    5Agent
  19. #2371 · Mutiny

    AI agent for B2B website personalization and ABM

    5Agent
    API Webhooks OAuth2 restjavascript
  20. #2372 · Apptronik

    Building general-purpose humanoid robots to dramatically improve the way humans live and work.

    5Agent
  21. #2373 · Limitless

    Limitless, a pioneer in AI-enabled wearables and personal superintelligence, has been acquired by Meta to advance their shared vision.

    5Agent
  22. #2374 · Mathpresso (QANDA)

    Democratizing personalized education globally through AI technology.

    5Agent
  23. #2375 · Cleo AI

    Sassy AI chatbot that nags, roasts, and coaches you into better money habits.

    5Agent
  24. #2376 · Origin Financial

    All-in-one financial platform combining planning, investing, and money management.

    5Agent

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.