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
2668
With MCP
101
Public API
642
OAuth2
133
Avg score
22.9

Filter tools

Filters

Showing 24 of 2668 tools.

Ranked tools

  1. #1873 · Sully.ai

    Autonomous AI agents, or AI medical employees, that automate clinical and administrative work

    10Agent
  2. #1874 · Valar Labs

    AI-powered precision oncology tests that predict how individual cancer patients will respond

    10Agent
  3. #1875 · VoiceCare AI

    Agentic voice AI to automate complex back-office phone conversations in healthcare, such as

    10Agent
  4. #1876 · Galileo

    Evaluation and observability platform that helps enterprise AI teams measure, debug, and

    10Agent
  5. #1877 · Freeplay

    End-to-end platform for product teams building with LLMs, covering prompt and model

    10Agent
  6. #1878 · Nory

    AI-native restaurant management platform that unifies business intelligence, workforce

    10Agent
  7. #1879 · Unique

    Zurich-based agentic AI platform built for financial services, automating middle- and

    10Agent
  8. #1880 · Reflex Aerospace

    German New Space company that designs and builds custom small satellites at speed, operating a

    10Agent
  9. #1881 · Axelera AI

    Eindhoven-based semiconductor company building AI hardware for generative AI and computer

    10Agent
  10. #1882 · Tembo

    Managed Postgres platform that makes the open-source database easy to deploy and extend for

    10Agent
  11. #1883 · DevRev

    AI-native platform that unifies customer support and software development on a single

    10Agent
  12. #1884 · Senai

    Israeli startup building Online Video Intelligence (OVINT), using multimodal AI to turn

    10Agent
  13. #1885 · Orby AI

    Enterprise AI agents powered by a Large Action Model (LAM) that learns to automate complex

    10Agent
  14. #1886 · Simular

    Autonomous computer-use agents that control an entire Mac or Windows PC, not just a browser

    10Agent
  15. #1887 · Tracecat

    Open-source, AI-native security automation platform (SOAR) that gives security teams agents

    10Agent
  16. #1888 · NexDash

    Building Europe's first Neo-Carrier, an AI-driven, fully electric road freight network

    10Agent
  17. #1889 · Upstage

    South Korean AI company best known for its Solar family of large language models and its

    10Agent
  18. #1890 · Solena Materials

    Imperial College London spinout using AI and synthetic biology to design a new class of

    10Agent
  19. Maker of Dia, the AI-first browser that turns your tabs into a conversation

    10Agent
    OAuth2
  20. #1892 · Supermaven

    The fastest code autocomplete — 1M token context, instant suggestions

    10Agent
    TypeScriptPython +1
  21. #1893 · Skydweller Aero

    Solar-powered autonomous aircraft for perpetual flight

    10Agent
  22. #1894 · FurtherAI

    Insurance-native AI workspace automating submissions, policy comparison, claims and compliance.

    10Agent
  23. #1895 · General Instinct

    Deploy frontier AI into any edge device, fully offline, at maximum performance.

    10Agent
  24. #1896 · ConCntric

    AI-powered preconstruction platform with agentic planning

    10Agent

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.