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 2662 tools.
Ranked tools
- 10Agent#1657 · DeepIP
AI patent intelligence platform that assists IP attorneys with drafting, prosecuting and
- 10Agent#1658 · Neysa
India-based AI cloud platform offering GPU-as-a-service for training, fine-tuning, and
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- 10Agent#1660 · Maze
AI-native cloud security platform that uses autonomous AI agents to investigate, prioritize
- 10Agent#1661 · JetStream Security
AI governance company that helps enterprises safely adopt AI at scale by mapping, monitoring
- 10Agent#1662 · Catena Labs
Building the first AI-native financial institution, providing payment and identity
- 10Agent#1663 · Modus
AI-native audit technology platform and holding company that partners with established
- 10Agent#1664 · Orbio
Madrid-based startup building what it calls the world's first AI-native human capital
- 10Agent#1665 · Orasio
Paris-based deep-tech startup building sovereign video intelligence technology for European
- 10Agent#1666 · BEKHealth
Uses AI and natural language processing to accelerate clinical trial patient recruitment from
- 10Agent#1667 · Senai
Israeli startup building Online Video Intelligence (OVINT), using multimodal AI to turn
- 10Agent#1668 · Wudpecker
Multilingual AI meeting assistant that records, transcribes, and summarizes calls into
- 10Agent#1669 · ValueMate
Automates residential real estate appraisals with an AI-plus-LiDAR mobile app that captures a
- API Python
- API Webhooks OAuth2 pythontypescript
- OAuth2
- 10Agent#1673 · Nevis
Unified AI platform that automates back-office workflows for RIAs and wealth advisors.
- 10Agent#1674 · Terray Therapeutics
Generative AI and ultra-high-throughput chemistry for small-molecule drug discovery
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- 10Agent#1677 · Orchard Robotics
AI-powered farm vision that tracks the health and yield of millions of plants
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- 10Agent#1680 · CyberRidge
Photonic encryption that hides data as optical noise, quantum-resistant by design
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.