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 2443 tools.
Ranked tools
- 10Agent#1873 · Brisk Teaching
AI education platform helping teachers create materials, give feedback, and adapt instruction within Google and Microsoft tools.
- 10Agent#1874 · Lattice
Lattice is the HR platform that combines people and AI tools to help employees grow, managers lead, and companies succeed.
-
-
- 10Agent#1877 · Octane AI
The #1 AI-powered product quiz platform for Shopify that turns browsers into buyers.
- 10Agent#1878 · Nosto
AI-powered ecommerce personalization, search, and merchandising solutions to drive sales and foster loyalty.
- 10Agent#1879 · H2O.ai
The convergence of the world's best predictive and generative AI for private, protected data.
- 10Agent#1880 · Dataiku
The platform for AI success, powered by people, orchestration, and governance, built for enterprise scale.
-
-
-
-
- 10Agent#1885 · AvatarOS
Platform for high-end 3D AI virtual influencers with lifelike, expressive movement
-
-
-
- 10Agent#1889 · Wonder Studios
AI-native film studio collapsing the time from idea to cinematic screen
-
- 10Agent#1891 · Paradot
AI companion with long-term memory for emotional, personalized conversations
-
-
- 10Agent#1894 · Magic Patterns
AI design tool that turns prompts into production-ready UI for product teams
-
-
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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.
›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.