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

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Showing 24 of 2668 tools.

Ranked tools

  1. #1489 · Gendo

    The Midjourney for architecture, built by architects

    10Agent
  2. #1490 · Autoscience

    Automating AI research with autonomous AI scientists

    10Agent
  3. #1491 · Radical AI

    Autonomous materials-science labs to discover new materials 50x faster

    10Agent
  4. #1492 · Surgerii Robotics

    Single-port endoscopic surgical robotics built on dual continuum mechanisms

    10Agent
  5. #1493 · Mendaera

    Handheld robotics and AI to bring precision to mainstream medical procedures

    10Agent
  6. #1494 · Mura

    AI that automates order-to-cash for commercial field service

    10Agent
  7. #1495 · Loti AI

    AI likeness protection that detects and removes deepfakes of you

    10Agent
  8. #1496 · DeepIP

    AI patent intelligence platform that assists IP attorneys with drafting, prosecuting and

    10Agent
  9. #1497 · Neysa

    India-based AI cloud platform offering GPU-as-a-service for training, fine-tuning, and

    10Agent
  10. #1498 · CX2

    AI-enabled electronic warfare across the electromagnetic spectrum

    10Agent
  11. #1499 · ComfyUI

    Open-source, node-based platform for building generative AI workflows for images and video

    10Agent
  12. #1500 · Vambe

    Santiago, Chile-based startup whose AI agents automate sales conversations and customer

    10Agent
  13. #1501 · JetStream Security

    AI governance company that helps enterprises safely adopt AI at scale by mapping, monitoring

    10Agent
  14. #1502 · Catena Labs

    Building the first AI-native financial institution, providing payment and identity

    10Agent
  15. #1503 · Modus

    AI-native audit technology platform and holding company that partners with established

    10Agent
  16. #1504 · Orbio

    Madrid-based startup building what it calls the world's first AI-native human capital

    10Agent
  17. #1505 · Orasio

    Paris-based deep-tech startup building sovereign video intelligence technology for European

    10Agent
  18. #1506 · Linkup

    Paris-based startup building a web search API architected specifically for AI systems and

    10Agent
  19. #1507 · Ricursive Intelligence

    Frontier research lab building a full-stack AI platform for semiconductor design, founded by

    10Agent
  20. #1508 · Nexthop AI

    Networking infrastructure purpose-designed for AI and cloud workloads, including switches

    10Agent
  21. #1509 · Vbot

    Chinese embodied-AI startup founded by former Horizon Robotics executives, building consumer

    10Agent
  22. #1510 · Reka AI

    Multimodal AI models for the enterprise

    10Agent
    API Python
  23. #1511 · Hebbia

    AI for the world's most demanding work

    10Agent
    API
  24. #1512 · Atomicwork

    Agentic ITSM and employee service platform

    10Agent
    API Webhooks OAuth2 pythontypescript

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.