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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. #49 · Scenario

    Creative AI infrastructure for generating game-ready art assets at scale

    75Agent
    MCP API
  2. #50 · Pipedrive

    Sales-focused CRM with an AI Sales Assistant for deal predictions and automation

    75Agent
    API Webhooks OAuth2 PHPNode.js
  3. #51 · Picsart

    The AI creative platform for 130M+ creators, turning any idea into scroll-stopping content.

    75Agent
    CLIPython +1
  4. #52 · CometChat

    In-app chat SDK and API for real-time messaging, voice, and video with AI moderation

    75Agent
    API Webhooks OAuth2 JavaScriptiOS +5
  5. #53 · Numerai

    The hardest data science tournament on the planet

    75Agent
    API PythonR
  6. #54 · QuickBooks

    Accounting, bookkeeping, and finance software for small businesses

    75Agent
    API Webhooks OAuth2 Java.NET +3
  7. #55 · Peec AI

    AI search analytics to monitor brand visibility across ChatGPT, Perplexity and Gemini

    75Agent
    MCP API
  8. #56 · Foxit

    PDF editing, e-signature, and document solutions for business

    75Agent
    API Webhooks OAuth2 WindowsmacOS +7
  9. #57 · 8Flow

    Workflow intelligence that surfaces ranked AI agent opportunities

    75Agent
    MCP API
  10. #58 · Knostic

    Need-to-know access controls and security for enterprise AI

    75Agent
    MCP API
  11. #59 · Krutrim Cloud

    India's AI-first cloud platform where India builds, offering industry-leading, future-ready, and developer-first infrastructure.

    75Agent
    PythonNode.js +3
  12. #60 · Mintlify

    The Intelligent Knowledge Platform helping teams create and maintain world-class documentation built for both humans and AI.

    75Agent
  13. #61 · Firecrawl

    The API to search, scrape, and interact with the web at scale, powering AI agents with clean web data.

    75Agent
    PythonNode.js
  14. #62 · Apify

    Full-stack web scraping and data extraction platform for AI applications and agents.

    75Agent
    JavaScriptPython
  15. #63 · Constructor

    AI-native platform powering commerce discovery by interpreting shopper behavior, context, and intent.

    75Agent
    JavaScriptPython +5
  16. #64 · Octave

    The context layer powering agentic go-to-market teams

    75Agent
    MCP API
  17. #65 · Photoroom

    AI-powered photo editor and listing studio for product photography, helping e-commerce businesses create stunning visuals that sell.

    75Agent
  18. #66 · Browserless

    Run headless Chrome and Playwright in production without the maintenance, handling browsers, updates, and scaling issues.

    75Agent
    JavaScriptTypeScript
  19. #67 · Bright Data

    Unlock the web's data with an all-in-one platform for proxies, web scraping, and AI-ready datasets.

    75Agent
  20. #68 · Qwen

    Alibaba Cloud's Tongyi Qianwen family of open and proprietary LLMs

    75Agent
    MCP API PythonJavaScript
  21. #69 · Hex

    The collaborative data workspace with AI.

    75Agent
  22. #70 · Granola

    AI notepad for back-to-back meetings

    75Agent
    API
  23. #71 · Clay

    AI-powered sales prospecting and data enrichment.

    75Agent
  24. #72 · Moveworks

    AI copilot for enterprise IT and HR

    75Agent
    API

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.