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.
Filter tools
Filters
Showing 24 of 2662 tools.
Ranked tools
- 10Agent#1753 · Ocean Security
AI security agents that investigate every email's intent in real time
- 10Agent#1754 · Converge Bio
Generative AI hub of foundation models across DNA, RNA, protein, and small molecules
- 10Agent#1755 · Excelsior Sciences
Novel modular chemistry that machines can run and AI can learn from
- 10Agent#1756 · AutonomyAI
Agentic AI that ships production-grade front-end code like a senior developer
- 10Agent#1757 · Humata Health
Touchless, AI-driven prior authorization connecting providers and payers
-
-
-
-
-
-
-
-
-
-
-
- 10Agent#1769 · Sandstone
AI platform for in-house legal departments that turns institutional knowledge into agentic
- 10Agent#1770 · Orbital Industries
(formerly Orbital Materials) is an AI-industrial company that uses frontier AI to discover and
- 10Agent#1771 · Kast
Stablecoin-native financial platform that lets users store, earn, move, and spend digital
- 10Agent#1772 · LawX
Berlin-based legaltech startup building an AI-powered operating system for law firms and
- 10Agent#1773 · Assort Health
Specialty-specific generative AI voice agents that manage patient phone calls for medical
- 10Agent#1774 · AethexAI
Voice-AI company building the speech stack for emerging markets, with dialect-aware voice
- 10Agent#1775 · MiChamba
Mexican startup that turns WhatsApp into an operations platform for frontline teams, with an
- 10Agent#1776 · Magie
São Paulo-based AI fintech offering a financial assistant that lives inside WhatsApp
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.