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 2443 tools.
Ranked tools
- 20Agent#721 · Nectar AI
Venture-backed generative AI companion platform building uncensored, immersive AI girlfriends.
- 20Agent#722 · Caveduck
Korean AI character chat platform with creator revenue sharing, backed by a $2.85M Series A.
- 20Agent#723 · Janitor AI
Free character roleplay chatbot platform with a proprietary uncensored LLM (JLLM) and 15M+ users.
- 20Agent#724 · SpicyChat AI
Free uncensored AI character roleplay platform by NextDay AI, with 100M+ registered users.
- 20Agent#725 · GirlfriendGPT
AI girlfriend and companion chat platform by NextDay AI, with custom voice and image generation.
- 20Agent#726 · 7AI
Agentic cybersecurity platform deploying autonomous AI security agents for alert triage and investigation.
- 20Agent#727 · Crosby
AI-native law firm delivering fast contract review through a Slack-native, services-as-software model.
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- 20Agent#730 · TensorWave
AI cloud built on AMD Instinct accelerators, operating one of the world's largest liquid-cooled AMD GPU deployments.
- 20Agent#731 · Positron AI
US-built, energy-efficient AI inference chips designed to challenge Nvidia on performance-per-watt.
- 20Agent#732 · Lila Sciences
Building scientific superintelligence and autonomous AI labs for life, chemical and materials sciences.
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- 15Agent#737 · Recursion
Pioneering AI-driven solutions in drug discovery to radically improve lives.
- 15Agent#738 · Owkin
Pioneering biological artificial superintelligence to automate R&D and connect research directly to patient care.
- 15Agent#739 · Glance
Your intelligent shopping agent for smarter style, understanding your preferences and evolving with every interaction.
- 15Agent#740 · Preferred Networks
Preferred Networks develops and provides all four layers of the AI technology value chain: AI semiconductors, computing infrastructure, generative AI foundation models, and AI products/solutions.
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- 15Agent#743 · Patronus AI
A frontier lab training the first Digital World Models to simulate and predict agent actions in digital workflows.
- TypeScriptPython +1
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: MCP support (20pt), public API (20pt), webhooks (15pt), developer docs quality (15pt), SDK breadth (15pt), OAuth/auth completeness (15pt). Score is the weighted sum, rechecked weekly via automated scrapes.
›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.