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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. #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 · Orkes

    Durable workflow and AI agent orchestration built on Conductor

    100Agent
    MCP API Webhooks OAuth2 JavaPython +4
  5. #5 · Builder.io

    Visual AI platform: design-to-code, AI app building and an agentic CMS

    100Agent
    MCP API Webhooks OAuth2 JavaScript/TypeScriptReact +3
  6. #6 · Dify

    The open-source platform for building agentic AI workflows and LLM apps

    100Agent
    MCP API Webhooks OAuth2 PythonJavaScript
  7. #7 · Kubiya

    Agentic automation platform for DevOps — AI teammates that execute infra tasks

    100Agent
    MCP API Webhooks OAuth2 Python
  8. #8 · OpenAI

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

    97Agent
    MCP API Webhooks OAuth2 PythonNode.js +4
  9. #9 · DataRobot

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

    95Agent
    MCP API Webhooks OAuth2 PythonR +2
  10. #10 · 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
  11. #11 · 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
  12. #12 · Databricks

    The data + AI company

    91Agent
    MCP API Webhooks OAuth2 PythonJava +4
  13. #13 · ClickUp

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

    90Agent
    MCP API Webhooks OAuth2
  14. #14 · Qodo

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

    90Agent
    MCP API
  15. #15 · Mem0

    The memory layer for AI agents and personalized AI applications

    90Agent
    MCP API
  16. #16 · Mastra

    The open-source TypeScript framework for building AI agents

    90Agent
    MCP API
  17. #17 · Murf AI

    Studio-quality AI voiceovers in 20+ languages.

    90Agent
    PythonJavaScript
  18. #18 · Parallel

    Web search and research API purpose-built for AI agents

    90Agent
    MCP API
  19. #19 · Writer

    Full-stack generative AI for enterprise

    90Agent
    API PythonJavaScript
  20. #20 · Kensho

    AI for financial intelligence and analytics

    90Agent
    API Python
  21. #21 · Ragie

    Fully managed RAG-as-a-Service for developers

    90Agent
    MCP API
  22. #22 · Maxim AI

    GenAI evaluation, simulation and observability platform for AI agents

    90Agent
    MCP API
  23. #23 · Composio

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

    90Agent
    MCP API
  24. #24 · Natural

    Payment infrastructure for AI agents

    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: 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.