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

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Filters

Showing 24 of 2662 tools.

Ranked tools

  1. #49 · You.com

    The productivity search engine with AI agents.

    76Agent
    MCP API python
  2. #50 · Cohere

    Enterprise AI for language understanding

    76Agent
    MCP API PythonTypeScript +2
  3. #51 · Airwallex

    Global payments and financial infrastructure for modern businesses

    75Agent
    API Webhooks OAuth2 JavaScriptPython +3
  4. #52 · Contentsquare

    The all-in-one experience intelligence platform

    75Agent
    API Webhooks OAuth2 JavaScriptiOS +1
  5. #53 · Mirakl

    AI-powered marketplace and ecommerce platform for enterprise

    75Agent
    API Webhooks OAuth2 PHP
  6. #54 · Aircall

    Cloud-based phone system and AI conversation intelligence for sales and support teams

    75Agent
    API Webhooks OAuth2 JavaScript
  7. #55 · Sendcloud

    All-in-one shipping platform for e-commerce

    75Agent
    API Webhooks OAuth2 PHPPython +1
  8. #56 · Semgrep

    Autonomous code security and static analysis for developers

    75Agent
    API Webhooks OAuth2 Python
  9. #57 · Zilliz

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

    75Agent
    MCP API PythonNode.js +3
  10. #58 · Labelbox

    RL data engine and human expertise platform for training frontier AI

    75Agent
    API Webhooks OAuth2 Python
  11. #59 · Jina AI

    Search foundation models: embeddings, rerankers, and a web reader API

    75Agent
    MCP API PythonJavaScript +1
  12. #60 · xAI

    AI designed to understand the universe

    75Agent
    MCP API
  13. #61 · Pipedrive

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

    75Agent
    API Webhooks OAuth2 PHPNode.js
  14. #62 · Tigris Data

    Globally distributed, S3-compatible object storage built for AI

    75Agent
    MCP API JavaScriptPython +1
  15. #63 · V7

    Stop reading documents, start making decisions

    75Agent
    MCP API Python
  16. #64 · Unblocked

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

    75Agent
    MCP API OAuth2
  17. #65 · CometChat

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

    75Agent
    API Webhooks OAuth2 JavaScriptiOS +5
  18. #66 · Daytona

    Secure, elastic sandbox infrastructure for running AI-generated code

    75Agent
    MCP API PythonTypeScript +1
  19. #67 · LM Studio

    The desktop app for discovering and running open LLMs locally and privately

    75Agent
    MCP API PythonJavaScript
  20. #68 · Agno

    High-performance Python framework and runtime for multi-agent systems

    75Agent
    MCP API Python
  21. #69 · QuickBooks

    Accounting, bookkeeping, and finance software for small businesses

    75Agent
    API Webhooks OAuth2 Java.NET +3
  22. #70 · Foxit

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

    75Agent
    API Webhooks OAuth2 WindowsmacOS +7
  23. #71 · Mixedbread

    Multimodal retrieval and search platform for AI agents

    75Agent
    MCP API PythonTypeScript +1
  24. #72 · Codebuff

    Open-source multi-agent AI coder for your terminal

    75Agent
    MCP API TypeScript

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.