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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. #1 · Anthropic

    AI safety lab building Claude — a helpful, harmless, honest AI assistant.

    100Agent
    MCP API Webhooks OAuth2 pythontypescript +3
  2. #2 · Miro

    AI-powered visual collaboration and online whiteboard platform for distributed teams

    100Agent
    MCP API Webhooks OAuth2 JavaScriptWeb SDK
  3. #3 · Webflow

    Visual no-code website builder with AI for design, content, and optimization

    100Agent
    MCP API Webhooks OAuth2 JavaScript
  4. #4 · OpenAI

    Creator of ChatGPT, GPT-4, and the leading frontier AI lab.

    97Agent
    MCP API Webhooks OAuth2 PythonNode.js +4
  5. #5 · DataRobot

    The only unified agent workforce platform built for enterprise outcomes, not endless pilots.

    95Agent
    MCP API Webhooks OAuth2 PythonR +2
  6. #6 · Trigger.dev

    Build and deploy fully-managed AI agents and workflows in TypeScript with long-running tasks, retries, queues, and observability.

    95Agent
    TypeScriptNode.js +1
  7. #7 · Snyk

    The AI Security Fabric for securing code, models, and agents in the age of AI-driven development.

    94Agent
    MCP API Webhooks OAuth2 JavaScriptPython +2
  8. #8 · Databricks

    The data + AI company

    91Agent
    MCP API Webhooks OAuth2 PythonJava +4
  9. #9 · ClickUp

    All-in-one productivity platform with built-in AI for tasks, docs, and project management

    90Agent
    MCP API Webhooks OAuth2
  10. #10 · Parallel

    Web search and research API purpose-built for AI agents

    90Agent
    MCP API
  11. #11 · Qodo

    Quality-first AI coding platform for code generation, review and testing

    90Agent
    MCP API
  12. #12 · Mastra

    The open-source TypeScript framework for building AI agents

    90Agent
    MCP API
  13. #13 · Composio

    Integration infrastructure that lets AI agents take action across 250+ apps

    90Agent
    MCP API
  14. #14 · Mem0

    The memory layer for AI agents and personalized AI applications

    90Agent
    MCP API
  15. #15 · Fireflies.ai

    AI meeting assistant

    90Agent
    API JavaScriptPython +1
  16. #16 · Ragie

    Fully managed RAG-as-a-Service for developers

    90Agent
    MCP API
  17. #17 · Pillar Security

    The security platform for AI applications and agents

    90Agent
    MCP API
  18. #18 · Inkeep

    No-code platform to build trusted AI support agents from your knowledge

    90Agent
    MCP API
  19. #19 · Maxim AI

    GenAI evaluation, simulation and observability platform for AI agents

    90Agent
    MCP API
  20. #20 · Skyvern

    AI agents to automate workflows on any website, just like a human would.

    90Agent
    PythonTypeScript
  21. #21 · Leonardo.Ai

    AI-powered creative suite for image and video generation.

    90Agent
  22. #22 · Portia AI

    Open-source framework for controllable, reliable enterprise AI agents

    90Agent
    MCP API
  23. #23 · Writer

    Full-stack generative AI for enterprise

    90Agent
    API PythonJavaScript
  24. #24 · Morph

    Fast Apply infrastructure that merges AI code edits at 10,500 tokens/sec

    90Agent
    MCP 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.