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#2209 · Eko Health
Makes FDA-cleared digital stethoscopes paired with AI that helps clinicians detect heart and
- 10Agent#2210 · Ellipsis Health
Uses patented vocal biomarker technology to assess mental and behavioral health from the sound
- 10Agent#2211 · Acurion
San Diego precision oncology company developing AI-powered image analysis that extracts
- 10Agent#2212 · Soundful
AI music-generation platform that lets creators produce royalty-free, original tracks across
- 10Agent#2213 · RoEx
AI-powered audio production company offering automated mixing and mastering for musicians
- 10Agent#2214 · Tuney
AI music platform that lets media professionals edit, remix, and generate music for content
- 10Agent#2215 · Volley
AI gaming company that builds voice-controlled games played on smart TVs, speakers, and
- 10Agent#2216 · Meticulous
Automated front-end testing tool that builds and maintains a comprehensive test suite without
- 10Agent#2217 · Fonoa
AI tax operating system that automates tax determination, ID validation, e-invoicing, and
- 10Agent#2218 · Botika
AI photo generation platform that creates studio-quality fashion model imagery without
- 10Agent#2219 · Veesual
AI virtual try-on and styling platform for fashion retailers that lets shoppers see clothing
- 10Agent#2220 · ELSA
(English Language Speech Assistant) is an AI-powered app that helps non-native speakers
- 10Agent#2221 · Hyro
Conversational AI platform that deploys responsible AI agents to automate patient
- 10Agent#2222 · beehiiv
Newsletter and email publishing platform built for creators and media companies, combining
- 10Agent#2223 · Theneo
AI-powered platform for creating beautiful, intelligent API documentation and developer
- 10Agent#2224 · Ashby
All-in-one, AI-powered recruiting platform that combines applicant tracking, sourcing, CRM
- 10Agent#2225 · Ollin Biosciences
Biotech advancing best-in-class bispecific antibody therapies for eye disease, using AI and
- 10Agent#2226 · Sumble
AI-powered knowledge-graph platform that maps which technologies, projects, and people exist
- 10Agent#2227 · Fractile
UK-based semiconductor startup building in-memory compute chips that radically accelerate
- 10Agent#2228 · Xscape Photonics
Silicon photonics startup building multi-wavelength laser and optical interconnect technology
- 10Agent#2229 · Hailo
Israeli AI chip company building energy-efficient processors that bring deep learning and
- 10Agent#2230 · Honeycomb Insurance
Honeycomb is an AI-native insurer for multifamily and commercial properties such as apartment
- 10Agent#2231 · Liner
Seoul-based AI search company building a trustworthy answer engine for students, researchers
- Mythic SDK
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.