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 22 of 2662 tools.
Ranked tools
- 5Agent#2641 · Draftwise
AI-powered contract drafting, review, and negotiation for legal professionals.
- 5Agent#2642 · Cradle
Leverage AI to generate protein candidates and improve their properties, achieving more breakthroughs in fewer experiments.
- 5Agent#2643 · AI Labs (Curriculum Associates)
Advancing responsible AI to help teachers meet the needs of every student through ethical, human-centered solutions.
- 5Agent#2644 · Path Robotics
Physical AI for manufacturing, enabling real-time adaptation for high-quality welds across part variations.
- 5Agent#2645 · Stable Audio
Generate high-quality music and sound effects with AI for commercial use.
- 5Agent#2646 · Photomath
The ultimate math help app that provides step-by-step explanations for problems from elementary to college level.
- 5Agent#2647 · Pollo AI
The ultimate AI video & image creation platform for effortlessly generating viral videos and hyper-realistic images.
-
- 5Agent#2649 · Galaxy AI
The #1 All-in-One AI Platform with 5000+ tools for text, images, videos, and audio.
- 5Agent#2650 · AGI, Inc.
Pioneering on-device Superintelligence to bring AI agents to everyday life with full privacy and trustworthiness.
- 5Agent#2651 · Boomy
Make generative music with artificial intelligence, even if you've never made music before.
- 5Agent#2652 · Hyper3D
Instantly create stunning 3D assets, models, and objects with AI-powered design tools.
- 5Agent#2653 · imagiLabs
Teach creative computer science & AI with ready-to-use lessons and interactive tools for K-12 students.
-
- pythontypescript
-
- 2Agent#2657 · Isomorphic Labs
London-based AI drug-design company spun out of Google DeepMind to reimagine the entire drug
-
- 2Agent#2659 · Aurora
Delivering the benefits of self-driving technology safely, quickly, and broadly.
-
-
-
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.