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
- 10Agent#1705 · TestSprite
Autonomous AI testing platform built to be the testing backbone for AI-native software
- 10Agent#1706 · Phoebe
Building an AI-driven immune system for software, using swarms of AI agents that continuously
- 10Agent#1707 · Thena
AI customer support platform purpose-built for B2B teams that serve customers in Slack
- 10Agent#1708 · Topview
Singapore-based AI content platform that uses proprietary AI and digital human technology to
- 10Agent#1709 · ValkaAI
Czech startup building a real-time interactive AI video platform that lets businesses deploy
- 10Agent#1710 · Delphi
Lets experts and creators build a 'Digital Mind,' an interactive AI clone trained on their
- 10Agent#1711 · Arcade
Authenticated tool-calling platform that lets AI agents take secure, real-world actions on
- 10Agent#1712 · Deeptune
High-fidelity reinforcement learning environments, or training gyms, that simulate
- 10Agent#1713 · Payman AI
Agentic banking infrastructure that lets AI agents execute real financial transactions
- 10Agent#1714 · Sand AI
Chinese generative video company behind MAGI, an autoregressive video generation model
- 10Agent#1715 · Neural Concept
Swiss CAD-native AI platform that brings deep-learning surrogate models and generative design
- 10Agent#1716 · ChipAgents
ChipAgents, built by Alpha Design AI, is an agentic AI platform for semiconductor design and
- 10Agent#1717 · Cognichip
AI-first semiconductor company building what it calls Artificial Chip Intelligence (ACI), a
- 10Agent#1718 · eNOugh
London-based safety-technology startup building an AI-powered wearable personal safety device
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- 10Agent#1723 · DeepBrain AI
Transform text into captivating videos with AI-powered avatars and intuitive editing
- 10Agent#1724 · Sanctuary AI
Creating and deploying industrial-grade humanoid robots that work and think like people to address global labor challenges.
- API Webhooks OAuth2 javascript
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- 10Agent#1728 · Nucleus Genomics
AI-powered whole-genome DNA analysis for proactive health and family planning
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.