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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. #841 · Baseten

    Deploy and scale AI models in production with the fastest inference infrastructure.

    25Agent
    Python
  2. #842 · NEURA Robotics

    Cognitive and humanoid robots that work safely alongside people

    25Agent
  3. #843 · LimX Dynamics

    Full-size humanoid robots and embodied intelligence for the physical world

    25Agent
  4. #844 · EnCharge AI

    Analog in-memory AI chips that slash energy use for inference

    25Agent
  5. #845 · EngineAI

    Legged and humanoid robots powered by the SEED multimodal model

    25Agent
  6. #846 · Flexion Robotics

    The autonomy and intelligence stack powering humanoid robots

    25Agent
  7. #847 · DualBird

    Hardware-accelerated, cloud-native engine for faster, cheaper data and AI processing

    25Agent
  8. #848 · Mobilint

    High-performance edge AI NPUs that run LLMs on-device

    25Agent
  9. #849 · Fourier Intelligence

    General-purpose humanoid robots and embodied AI from rehabilitation roots

    25Agent
  10. #850 · MemryX

    Energy-efficient edge AI accelerator chips for on-device inference

    25Agent
  11. #851 · Gensyn

    Decentralized protocol for verifiable machine learning compute at scale

    25Agent
  12. #852 · Atropos Health

    On-demand real-world evidence for clinical decisions

    25Agent
    MCP
  13. #853 · Macroscope

    AI codebase intelligence from the Periscope founders — status, review, and answers

    25Agent
    Webhooks OAuth2
  14. #854 · GitHub Copilot

    The world's most adopted AI code assistant — 1M+ developers inside GitHub

    25Agent
    MCP
  15. #855 · Lemonade

    Forget everything you know about insurance: instant everything, incredible prices, and a big heart.

    25Agent
  16. #856 · Bonsai Robotics

    Affordable autonomous robots and farm AI for small to mid-sized growers

    25Agent
  17. #857 · Bucket Robotics

    Defect detection for manufacturing built from CAD and synthetic data

    25Agent
  18. #858 · Deductive AI

    AI SRE agents that root-cause production incidents in minutes

    25Agent
    Webhooks OAuth2
  19. #859 · Ona

    Mission-control for AI software engineering agents in secure cloud environments

    25Agent
    Webhooks OAuth2
  20. #860 · Entelligence AI

    The AI tech lead: code review, incident knowledge, and engineering metrics

    25Agent
    Webhooks OAuth2
  21. #861 · CodeRabbit

    AI-powered code reviews that cut review time and bugs in half, instantly.

    25Agent
  22. #862 · IonQ

    Trapped-ion quantum computing as a cloud service.

    25Agent
    Python
  23. #863 · Sourcery

    AI code reviews, security scanning, and team analytics for every pull request

    25Agent
    Webhooks OAuth2
  24. #864 · Upstage AI

    Building intelligence for the future of work with high-performance AI solutions.

    25Agent

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.