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#2233 · Aerones
Latvia-based company providing AI-driven robotic maintenance and inspection for wind turbines
- 10Agent#2234 · Zencoder
AI coding agent paired with Zenflow, an orchestration layer that automates the broader
-
- 10Agent#2236 · Capacity
AI-powered support automation platform that helps contact centers and teams deflect tickets
- PythonTypeScript
- 10Agent#2238 · Sereact
Physical AI that delivers real autonomy on the warehouse floor, operating with zero supervision and infinite precision.
- 10Agent#2239 · Hyper
Self-driving company brain that silently learns from every tool your team uses.
- 10Agent#2240 · Aster
The first AI-native AI research lab using agentic workflows to accelerate model discovery.
- 10Agent#2241 · matforge
AI scientists that discover next-generation semiconductor materials in months instead of a decade.
- 10Agent#2242 · WithAI
Custom AI command centers that let hedge fund analysts research and manage portfolios with agents.
- 10Agent#2243 · Klarify
AI agent for therapists that writes clinical notes, treatment plans, and insurance claims automatically.
-
-
-
- 10Agent#2247 · Barreleye
Korean medical AI startup developing ultrasound-based diagnostic solutions powered by deep
- 10Agent#2248 · mayk.it
Music-creation and marketing platform that gives artists and fans AI-powered tools to make and
- 10Agent#2249 · Soundverse
AI music-creation platform and assistant that helps creators generate, edit, and produce music
- 10Agent#2250 · Insight Terra
Climate-tech SaaS company providing an AI-powered platform for environmental risk management
- 10Agent#2251 · Renewable Metals
Australian battery-recycling company that has developed a world-first alkali-based
- 10Agent#2252 · Spellbrush
Generative AI studio specializing in anime-style art for video games, and is the team behind
- 10Agent#2253 · SquadStack
India-based platform that blends AI voice agents with a managed network of trained
- 10Agent#2254 · SPREAD
Berlin-based industrial AI company building an Engineering Intelligence platform for complex
- 10Agent#2255 · Quandela
French quantum-computing company building photonic quantum computers and cloud access to them
- 10Agent#2256 · NOSIBLE
South African AI company that builds a high-performance search engine and event database for
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.