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
- 65Agent#121 · Lakera
The leading AI-native security platform to secure your AI future and accelerate GenAI, agents, and MCPs for enterprise teams.
- 65Agent#122 · Kilo Code
Structured AI coding modes for VS Code — architect, code, and review separately
- JavaKotlin
- API
- 62Agent#125 · Flexport
AI-powered logistics for the real world, automating your supply chain from factory floor to customer door.
API Webhooks OAuth2 - 60Agent#126 · Persona
Persona provides flexible and secure identity verification solutions for businesses to verify real people and real businesses online.
JavaScriptiOS +3 - JavaScriptPython
- 60Agent#128 · Arize AI
The AI & Agent Engineering Platform for development, observability, and evaluation of LLM applications.
Python - 60Agent#129 · Factory
The only software development agents that work everywhere you do, from IDE to CI/CD.
CLI - 60Agent#130 · Cognite
Deploy and scale industrial AI to optimize production, reduce downtime, and increase productivity across your enterprise.
PythonJavaScript - 60Agent#131 · Snapchat for Business
Snap Inc's advertising platform to reach Gen Z and Millennials on Snapchat
API OAuth2 Marketing API - JavaScriptPython
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- 60Agent#134 · Browserbase
Browserbase makes the web as reliable and programmable as APIs for your AI agents.
Python (Stagehand SDK) - 60Agent#135 · Picovoice
The only all-in-one on-device voice AI platform already deployed at scale for enterprises.
PythonNode.js +9 - 60Agent#136 · Anchor
Secure infrastructure for computer-use agents to automate any web task faster, cheaper, and more reliably.
Python - 60Agent#137 · Algolia
The AI search and retrieval platform for agentic, generative, and traditional search experiences.
JavaScriptSwift +8 - Python
- API Node.js
- 60Agent#140 · Aider
AI pair programming in your terminal that edits your codebase and commits changes via Git.
Python - 60Agent#141 · Vellum
An AI Assistant that adapts to how you work, acts before you ask, and is entirely yours to customize.
CLI - 60Agent#142 · Vercel AI SDK
A unified TypeScript SDK for building AI apps with modern streaming, fallbacks, and multi-model support.
TypeScriptJavaScript - 60Agent#143 · Browser Use
The API for any website, enabling AI agents to operate at scale with undetectable browsers.
Python - PythonTypeScript +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.