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#2209 · Cargo
Go-to-market infrastructure platform that lets revenue teams build automated workflows, deploy
- 10Agent#2210 · Attention
AI sales platform that learns from a team's best sales conversations to coach reps, automate
- 10Agent#2211 · Qure.ai
Medical-imaging AI company whose algorithms read chest X-rays, head CT scans, and other
- 10Agent#2212 · Pixis
Codeless AI infrastructure platform for marketing that helps brands plan, create, optimize
- 10Agent#2213 · QpiAI
Bengaluru-based deep-tech company building a vertically integrated, full-stack platform that
- 10Agent#2214 · Flowie
Agentic AI finance and procurement orchestration platform that automates Procure-to-Pay
- 10Agent#2215 · Tennr
Healthcare AI company that automates the patient referral and intake process, the fax- and
- 10Agent#2216 · Innovaccer
Healthcare data and AI platform that unifies fragmented clinical, claims, and operational data
- 10Agent#2217 · Maket
AI-powered architecture and floor planning platform that generates residential design layouts
- 10Agent#2218 · Flair.ai
AI design platform that digitizes product photoshoots end to end, letting brands generate and
- 10Agent#2219 · Refabric
Generative AI platform for fashion design that helps designers create garments, simulate
- 10Agent#2220 · Zenlytic
AI-powered business intelligence platform whose analyst agent, Zoë, answers business questions
- 10Agent#2221 · Sybill
AI sales assistant that joins B2B sales calls to capture notes, read buyer behavior, and
- 10Agent#2222 · Default
All-in-one inbound conversion platform that captures, qualifies, schedules, and routes inbound
- 10Agent#2223 · Lantern
AI revenue platform that helps sales and marketing teams build and manage pipeline by
- 10Agent#2224 · Aigen
US-based agricultural robotics company building truly solar-powered autonomous robots for
- 10Agent#2225 · Nuclearn
AI software purpose-made for the nuclear power industry, automating manual workflows and
- 10Agent#2226 · CarbonChain
Carbon-accounting platform that automates supply-chain emissions tracking with asset-level
- 10Agent#2227 · Streamline AI
AI-powered legal intake and matter management platform built for in-house legal teams
- 10Agent#2228 · Scriptic
Scriptic, formerly Electric Noir Studios, is a London-based studio building AI-powered
- 10Agent#2229 · NPCx
Uses AI to revolutionize the creation and animation of non-player characters for games, film
- 10Agent#2230 · Kinetix
AI-driven 3D animation technology that turns any video into custom character animations and
- 10Agent#2231 · Anything World
3D animation and automated rigging platform powered by machine learning, letting anyone turn
- 10Agent#2232 · Superlinked
Python framework and compute layer for turning structured and unstructured enterprise data
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.