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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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9
✓ MCP support Public API Webhooks OAuth2 Python SDK TypeScript SDK

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #73 · Unblocked

    AI context engine giving developers and coding agents your codebase's tribal knowledge

    75Agent
    MCP API OAuth2
  2. #74 · Numerai

    The hardest data science tournament on the planet

    75Agent
    API PythonR
  3. #75 · Picsart

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

    75Agent
    CLIPython +1
  4. #76 · Semgrep

    Autonomous code security and static analysis for developers

    75Agent
    API Webhooks OAuth2 Python
  5. #77 · Zilliz

    Fully managed vector database for AI, built by the creators of Milvus

    75Agent
    MCP API PythonNode.js +3
  6. #78 · V7

    Stop reading documents, start making decisions

    75Agent
    MCP API Python
  7. #79 · CometChat

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

    75Agent
    API Webhooks OAuth2 JavaScriptiOS +5
  8. #80 · Photoroom

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

    75Agent
  9. #81 · Codebuff

    Open-source multi-agent AI coder for your terminal

    75Agent
    MCP API TypeScript
  10. #82 · Krutrim Cloud

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

    75Agent
    PythonNode.js +3
  11. #83 · Qwen

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

    75Agent
    MCP API PythonJavaScript
  12. #84 · Mintlify

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

    75Agent
  13. #85 · QuickBooks

    Accounting, bookkeeping, and finance software for small businesses

    75Agent
    API Webhooks OAuth2 Java.NET +3
  14. #86 · Foxit

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

    75Agent
    API Webhooks OAuth2 WindowsmacOS +7
  15. #87 · H2O.ai

    The convergence of the world's best predictive and generative AI for private, protected data.

    75Agent
    PythonR +1
  16. #88 · Dataiku

    The platform for AI success, powered by people, orchestration, and governance, built for enterprise scale.

    75Agent
    PythonR +1
  17. #89 · Crusoe

    Sustainable AI cloud infrastructure

    72Agent
    MCP API CLIPython
  18. #90 · Replit

    Build software collaboratively from any device.

    71Agent
    MCP API Webhooks OAuth2 JavaScript
  19. #91 · Alpaca

    Commission-free brokerage API for building AI-powered trading agents and fintech apps.

    71Agent
    MCP API OAuth2 pythontypescript +2
  20. #92 · Outreach

    AI sales execution platform for outbound at enterprise scale.

    70Agent
    JavaScriptPython
  21. #93 · Skydio

    Autonomous drones for inspection, public safety, and defense.

    70Agent
    PythonJavaScript
  22. #94 · Deepgram

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

    70Agent
    MCP API pythonjavascript +3
  23. #95 · Cline

    Open-source autonomous AI coding agent for VS Code — bring your own model

    70Agent
  24. #96 · Yellow.ai

    Transform CX & EX with Yellow.ai’s Agentic AI platform to autonomously drive human-like conversations at scale.

    70Agent
    JavaScriptPython +1

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.