Skip to main content
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

Filter tools

Filters

Showing 24 of 2443 tools.

Ranked tools

  1. Incubating the future by understanding and creating intelligence from first principles to solve challenging problems.

    25Agent
    Python
  2. #698 · IonQ

    Trapped-ion quantum computing as a cloud service.

    25Agent
    Python
  3. #699 · Boundary (BAML)

    BAML, a programming language and toolchain for building type-safe, structured-output LLM applications.

    25Agent
  4. #700 · MemryX

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

    25Agent
  5. #701 · Bonsai Robotics

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

    25Agent
  6. #702 · ELYZA

    ELYZA is an AI company focused on Deep Learning, developing proprietary large language models and supporting major corporations in their LLM adoption.

    25Agent
  7. #703 · Krafton AI

    Deep research at the highest level, developing multimodal foundation models for immersive user experiences in gaming and beyond.

    25Agent
  8. #704 · RBC Borealis AI

    Revolutionizing finance through world-class AI research, solutions, and a resilient data platform.

    25Agent
  9. #705 · Tactiq

    AI Note Taker for Google Meet, Zoom & Teams that transcribes live and summarises instantly.

    25Agent
  10. #706 · Helicone

    Helicone is an AI gateway and LLM observability platform that helps companies route, debug, and analyze their AI applications.

    25Agent
  11. #707 · Shortwave

    AI-native email built on Gmail with bundles, AI search, and chat.

    25Agent
  12. #708 · OpenCode

    Open-source terminal AI coding agent — Aider alternative with multi-model support

    25Agent
    bash
  13. #709 · Baseten

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

    25Agent
    Python
  14. #710 · Bucket Robotics

    Defect detection for manufacturing built from CAD and synthetic data

    25Agent
  15. #711 · Cluely

    AI desktop overlay that listens, sees the screen, and whispers answers in real time.

    25Agent
  16. #712 · n8n

    Open-source, fair-code workflow automation platform with native AI agent building blocks.

    25Agent
  17. #713 · OpenHands

    Open-source AI software agents that plan, write, and ship code across entire codebases.

    23Agent
    API python
  18. #714 · Anterior

    Clinician-led AI platform that automates prior authorization and clinical administrative work for health plans.

    20Agent
  19. #715 · Rebellions

    Rebellions provides high-performance AI inference infrastructure, enabling efficient and scalable AI deployment for real-world applications.

    20Agent
    Python
  20. #716 · /dev/agents

    An operating system purpose-built for the era of AI agents.

    20Agent
  21. #717 · Genmo

    Open-source generative AI for video, building state-of-the-art text-to-video foundation models.

    20Agent
  22. Foundation models for physical world AI

    20Agent
    API Python
  23. #719 · Gradient Labs

    Procedural AI agents that deliver specialist customer support for regulated industries.

    20Agent
  24. #720 · Wordsmith AI

    Fleets of legal AI agents that turn in-house legal teams into revenue drivers.

    20Agent

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.