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 2668 tools.
Ranked tools
- 5Agent#2641 · Mach Industries
Building next-generation defense platforms to maintain an allied American edge and deter kinetic conflict.
- 5Agent#2642 · Wysa
Wysa offers anonymous, evidence-based AI mental health support for individuals, teams, and health systems.
- 5Agent#2643 · Vidnoz AI
Create engaging AI videos 10x faster and for free, leveraging a vast library of avatars, voices, and templates.
- 5Agent#2644 · Iambic Therapeutics
Leveraging AI technologies to accelerate the discovery and development of optimised medicines for challenging diseases.
- 5Agent#2645 · Atomwise
Our AI superplatform explores the vast universe of chemical space to discover novel, drug-like molecules unseen by others.
- 5Agent#2646 · Draftwise
AI-powered contract drafting, review, and negotiation for legal professionals.
- 5Agent#2647 · Cradle
Leverage AI to generate protein candidates and improve their properties, achieving more breakthroughs in fewer experiments.
- 5Agent#2648 · Bright Machines
Building AI infrastructure hardware at the edge by transforming manufacturing with Physical AI.
- 5Agent#2649 · Photomath
The ultimate math help app that provides step-by-step explanations for problems from elementary to college level.
- 5Agent#2650 · Pollo AI
The ultimate AI video & image creation platform for effortlessly generating viral videos and hyper-realistic images.
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- 5Agent#2652 · Galaxy AI
The #1 All-in-One AI Platform with 5000+ tools for text, images, videos, and audio.
- 5Agent#2653 · Hyper3D
Instantly create stunning 3D assets, models, and objects with AI-powered design tools.
- 5Agent#2654 · imagiLabs
Teach creative computer science & AI with ready-to-use lessons and interactive tools for K-12 students.
- 5Agent#2655 · Form Energy
Energy storage for a better world, developing and manufacturing iron-air batteries for the electric grid.
- 5Agent#2656 · ClearJet
SuperCarrier Infrastructure for Parcel Shipping, trusted by the world's biggest brands.
- 5Agent#2657 · Velaura AI
Delivering proven, breakthrough, ultra-low-power compute for cloud, edge, and physical AI applications.
- 5Agent#2658 · Gatik
The business of autonomous freight, delivering goods daily for Fortune 50 retailers and grocers.
- 5Agent#2659 · Evvy
Pioneering precision care for vaginal health through advanced microbiome testing and personalised treatment plans.
- 5Agent#2660 · Impulse Space
Unlocking efficient in-space mobility with advanced vehicles for rapid, reliable, and affordable payload transport.
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- 2Agent#2664 · 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.