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.
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Showing 24 of 2668 tools.
Ranked tools
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- 10Agent#1973 · Punto Health
London-based digital health company building an operating system for dementia care, using
- 10Agent#1974 · Endel
Sound-wellness company that uses AI to generate personalized, functional soundscapes designed
- 10Agent#1975 · Glacier
Affordable AI-powered recycling robots that sort materials at recovery facilities to boost
- 10Agent#1976 · Circu Li-ion
Luxembourg-based battery upcycling company using AI and advanced electrochemical techniques to
- 10Agent#1977 · HULO
Dutch watertech startup using AI to detect, size, and localize leaks in water distribution
- 10Agent#1978 · Trata
AI-powered research desk for hedge funds that uses AI agents to interview verified buy-side
- 10Agent#1979 · Round
AI-powered finance automation platform that executes treasury, accounts payable, and payroll
- 10Agent#1980 · Userled
AI-powered platform that helps B2B companies create and manage personalized marketing
- 10Agent#1981 · WIZ.AI
Singapore-based enterprise voice AI company that builds humanlike voice agents (Talkbots) for
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- 10Agent#1983 · Neuron7
Service-resolution intelligence platform that uses AI to help technical support, field
- 10Agent#1984 · Rapidata
Zurich-based AI infrastructure company building a real-time, global human-feedback network for
- 10Agent#1985 · Graphite
AI-powered code review platform built around stacked pull requests, an automated merge queue
- 10Agent#1986 · Cleric
AI site reliability engineer that autonomously investigates production alerts, performs
- 10Agent#1987 · Vannevar Labs
AI-powered intelligence and electronic warfare software for national security
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- 10Agent#1990 · Vizcom
AI-powered design platform that turns rough sketches and 2D drawings into photorealistic
- 10Agent#1991 · BLNG
Generative AI platform for the luxury jewelry industry that turns sketches into photorealistic
- 10Agent#1992 · Nectir
Purpose-built AI infrastructure for higher education, letting institutions create custom AI
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.