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#2257 · Curipod
AI platform that helps teachers create and deliver interactive, teacher-led lessons in minutes
- 10Agent#2258 · BetterFleet
AI-powered software platform that helps transit agencies, governments, utilities, and
- 10Agent#2259 · Zibra AI
Generative AI tools that help developers create interactive real-time VFX and generate 3D
- 10Agent#2260 · Jhana
Bengaluru-based legal AI company that builds India's first AI paralegal for legal research
- 10Agent#2261 · immunitoAI
Bengaluru-based biotech building an AI platform that designs novel antibody therapeutics from
- 10Agent#2262 · Fyllo
Bengaluru-based precision agriculture startup whose IoT device collects soil, crop canopy, and
- 10Agent#2263 · ShopMy
Creator commerce and influencer marketing platform that connects premium brands with vetted
- 10Agent#2264 · Amenitiz
All-in-one, AI-driven management platform for independent hotels, B&Bs and small properties
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- 10Agent#2266 · Gorgias
AI-powered customer experience platform purpose-built for ecommerce brands on Shopify
- 10Agent#2267 · Richpanel
AI customer service platform for ecommerce that combines a multichannel helpdesk with
- 10Agent#2268 · CharacterQuilt
AI infrastructure for marketers — ship full campaigns in your existing stack in an hour.
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- 10Agent#2272 · Eko Health
Makes FDA-cleared digital stethoscopes paired with AI that helps clinicians detect heart and
- 10Agent#2273 · Ellipsis Health
Uses patented vocal biomarker technology to assess mental and behavioral health from the sound
- 10Agent#2274 · Acurion
San Diego precision oncology company developing AI-powered image analysis that extracts
- 10Agent#2275 · Soundful
AI music-generation platform that lets creators produce royalty-free, original tracks across
- 10Agent#2276 · RoEx
AI-powered audio production company offering automated mixing and mastering for musicians
- 10Agent#2277 · Tuney
AI music platform that lets media professionals edit, remix, and generate music for content
- 10Agent#2278 · Volley
AI gaming company that builds voice-controlled games played on smart TVs, speakers, and
- 10Agent#2279 · Meticulous
Automated front-end testing tool that builds and maintains a comprehensive test suite without
- 10Agent#2280 · Fonoa
AI tax operating system that automates tax determination, ID validation, e-invoicing, and
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.