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 2662 tools.
Ranked tools
- 10Agent#2305 · Prenosis
Precision medicine company building AI-based diagnostics for acute and critical care
- 10Agent#2306 · Tracksuit
Always-on brand tracking and analytics platform that measures brand health metrics like
- 10Agent#2307 · Activeloop
Deep Lake, a database and data infrastructure purpose-built for AI that stores and streams
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- 10Agent#2309 · Functionize
AI-powered software test automation platform that uses agentic AI to create, execute, and
- 10Agent#2310 · Seeing Systems
Modular AI-commanded autonomous strike drones built for contested combat environments.
- 10Agent#2311 · Suki
AI voice assistant for clinicians that uses generative AI to ambiently create clinical
- 10Agent#2312 · Navina
Clinical AI company whose copilot transforms scattered healthcare data into actionable
- 10Agent#2313 · Regard
Healthcare AI company that builds an AI co-pilot for physicians, automatically analyzing
- 10Agent#2314 · Corti
Copenhagen-based healthcare AI company building specialized foundation models and a clinical
- 10Agent#2315 · Wealth.com
AI-powered estate and tax planning platform for wealth management firms and financial advisors
- 10Agent#2316 · Daylit
AI agents platform for accounts receivable that automates collections, dispute resolution, and
- 10Agent#2317 · Truewind
AI-powered accounting and bookkeeping platform that automates financial document processing
- 10Agent#2318 · FarmDroid
Danish agritech company that makes the world's first solar-powered field robot to both seed
- 10Agent#2319 · Burro
US-based agricultural robotics company that makes autonomous, collaborative ground robots for
- 10Agent#2320 · Wealthy
Bengaluru-based wealthtech platform that gives mutual fund distributors a mobile-first toolkit
- 10Agent#2321 · Influur
Professional networking and influencer marketing platform that connects brands with creators
- 10Agent#2322 · Kashable
Kashable provides socially responsible financing and financial wellness solutions to employees as an employer-sponsored voluntary benefit.
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- 10Agent#2324 · Kindroid
Build deeply customizable AI companions with real memories, AR calls, and encrypted chat.
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- 10Agent#2326 · Aignostics
Berlin-based computational pathology company building AI foundation models that analyze tissue
- 10Agent#2327 · Summer Health
Text-based pediatric care service that pairs parents with pediatricians over messaging and
- 10Agent#2328 · Fabric
AI-powered care enablement company that consolidates fragmented healthcare technology into a
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.