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
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- 10Agent#1611 · ComfyUI
Open-source, node-based platform for building generative AI workflows for images and video
- 10Agent#1612 · Tenzai
AI-powered penetration testing platform that runs full, end-to-end pentests autonomously
- 10Agent#1613 · Geordie
Agent-native security and governance platform that gives enterprises control over their AI
- 10Agent#1614 · Linkup
Paris-based startup building a web search API architected specifically for AI systems and
- 10Agent#1615 · Tofu (Hiring)
Tofu is a candidate fraud and deepfake detection platform built for hiring and security teams
- 10Agent#1616 · Holoworld AI
Platform for creating AI-native characters and interactive video agents, anchored by Ava
- 10Agent#1617 · Cubby
Collaborative research workspace that lets teams collect articles, PDFs, videos, and audio
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- 10Agent#1619 · Profet AI
Taiwanese company providing a no-code AutoML platform built for manufacturing
- 10Agent#1620 · Ctruh
Bengaluru-based deep-tech startup building the infrastructure layer of the spatial internet
- 10Agent#1621 · Neuronova
Milan-based deep-tech startup developing ultra-low-power neuromorphic AI chips that let
- JavaScriptPython +7
- API
- 10Agent#1624 · Hightouch
Go from insight to live campaign in minutes – powered by all your data, brand knowledge, and AI.
- API Webhooks OAuth2 python
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- 10Agent#1628 · Mozart AI
A generative audio workstation putting artists at the center of AI music creation
- 10Agent#1629 · SpAItial
Spatial foundation models that generate full, coherent 3D environments from a prompt
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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.