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
- 10Agent#2281 · Deepull
Barcelona medical diagnostics company developing UllCORE, a rapid direct-from-blood
- 10Agent#2282 · Onyx
Onyx, formerly Danswer, is an open-source enterprise AI search and assistant that connects to
- 10Agent#2283 · DEEPX
South Korean semiconductor startup designing on-device AI chips, or neural processing units
- 10Agent#2284 · SiMa.ai
Machine-learning system-on-chip (MLSoC) hardware that runs multimodal and generative AI at the
- 10Agent#2285 · Salience Labs
Silicon photonics startup building all-optical switches for large-scale AI data center
- 10Agent#2286 · Skymizer
Taiwanese company building AI compiler technology and IP for efficient edge inference
- 10Agent#2287 · Kashable
Kashable provides socially responsible financing and financial wellness solutions to employees as an employer-sponsored voluntary benefit.
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- 10Agent#2289 · Lexroom
Italian legal AI platform for research, drafting, and advisory across European jurisdictions.
- 10Agent#2290 · Kindroid
Build deeply customizable AI companions with real memories, AR calls, and encrypted chat.
- 10Agent#2291 · Akido Labs
AI-powered clinical decision support tackling the physician shortage with ScopeAI.
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- 10Agent#2293 · Aignostics
Berlin-based computational pathology company building AI foundation models that analyze tissue
- 10Agent#2294 · Summer Health
Text-based pediatric care service that pairs parents with pediatricians over messaging and
- 10Agent#2295 · Fabric
AI-powered care enablement company that consolidates fragmented healthcare technology into a
- 10Agent#2296 · Flex
All-in-one AI-powered financial platform for mid-sized businesses, unifying private credit
- 10Agent#2297 · Conquest Planning
AI-powered financial planning platform that helps advisors deliver personalized, real-time
- 10Agent#2298 · Kick
AI-native bookkeeping platform that automates accounting for small businesses and accounting
- 10Agent#2299 · VODA.ai
AI decision-support platform for water utilities that predicts pipe failures and prioritizes
- 10Agent#2300 · C the Signs
AI platform that identifies patients at risk of cancer at the earliest, most curable stage
- 10Agent#2301 · Ensocell
Cambridge, UK biotech that integrates single-cell and spatial genomics with AI to discover
- 10Agent#2302 · Supernormal
AI meeting notes platform that joins Zoom, Google Meet, and Microsoft Teams calls to
- 10Agent#2303 · Mindy
Email-based AI personal assistant that you interact with simply by sending and CC'ing emails
- 10Agent#2304 · Bloks
AI-powered productivity assistant that captures and organizes meeting notes, then surfaces
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.