Skip to main content
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
2662
With MCP
80
Public API
646
OAuth2
148
Avg score
23
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #73 · Peec AI

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

    75Agent
    MCP API
  2. #74 · Qwen

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

    75Agent
    MCP API PythonJavaScript
  3. #75 · Moveworks

    AI copilot for enterprise IT and HR

    75Agent
    API
  4. #76 · 8Flow

    Workflow intelligence that surfaces ranked AI agent opportunities

    75Agent
    MCP API
  5. #77 · Octave

    The context layer powering agentic go-to-market teams

    75Agent
    MCP API
  6. #78 · Knostic

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

    75Agent
    MCP API
  7. #79 · Scenario

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

    75Agent
    MCP API
  8. #80 · AI21 Labs

    Advanced language AI for enterprise applications

    75Agent
    API PythonTypeScript
  9. #81 · Numerai

    The hardest data science tournament on the planet

    75Agent
    API PythonR
  10. #82 · Picsart

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

    75Agent
    CLIPython +1
  11. #83 · Photoroom

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

    75Agent
  12. #84 · Constructor

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

    75Agent
    JavaScriptPython +5
  13. #85 · Krutrim Cloud

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

    75Agent
    PythonNode.js +3
  14. #86 · Mintlify

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

    75Agent
  15. #87 · Firecrawl

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

    75Agent
    PythonNode.js
  16. #88 · Browserless

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

    75Agent
    JavaScriptTypeScript
  17. #89 · Bright Data

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

    75Agent
  18. #90 · Crusoe

    Sustainable AI cloud infrastructure

    72Agent
    MCP API CLIPython
  19. #91 · Replit

    Build software collaboratively from any device.

    71Agent
    MCP API Webhooks OAuth2 JavaScript
  20. #92 · Hugging Face

    The AI community building the future of machine learning.

    70Agent
    PythonJavaScript
  21. #93 · Notion AI

    Connected AI workspace

    70Agent
    API JavaScript
  22. #94 · Outreach

    AI sales execution platform for outbound at enterprise scale.

    70Agent
    JavaScriptPython
  23. #95 · Skydio

    Autonomous drones for inspection, public safety, and defense.

    70Agent
    PythonJavaScript
  24. #96 · Deepgram

    Voice AI platform for developers building speech-to-text, text-to-speech, and speech-to-speech products

    70Agent
    MCP API pythonjavascript +3

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: public API (30pt), MCP server (25pt), webhooks (15pt), OAuth/delegated auth (10pt), machine-readable docs (10pt), and official SDKs (10pt). Score is the weighted sum, rechecked as profiles are re-enriched. Full reference: /docs/agent-readiness.

›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.