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#1681 · Comp AI
Open-source, AI-powered compliance automation platform that helps companies achieve and
- 10Agent#1682 · Ravenna
AI-native internal service desk built directly inside Slack that automates IT, HR, and
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- 10Agent#1684 · Cekura
(formerly Vocera) is a testing and observability platform for AI voice and chat agents
- 10Agent#1685 · Telli
Berlin-based platform for AI voice agents that automate high-volume business phone calls, with
- 10Agent#1686 · Wittify.ai
Saudi conversational-AI startup building Arabic-native AI agents that listen, act, and
- 10Agent#1687 · Kilow
Saudi digital-health startup offering an Arabic-first, medically supervised weight-management
- 10Agent#1688 · Tobiko Data
SQLMesh and SQLGlot, modern open-source tools for data transformation that bring virtual data
- 10Agent#1689 · Topo
Autonomous AI sales development representatives (SDRs) that automate outbound prospecting for
- 10Agent#1690 · Qevlar AI
Paris-based agentic AI security operations platform that autonomously enriches, correlates
- 10Agent#1691 · Strawberry
Stockholm-based startup building an agentic AI browser that lets knowledge workers automate
- 10Agent#1692 · Gumloop
No-code platform for building AI agents and automating workflows using a drag-and-drop visual
- 10Agent#1693 · Tektonic AI
GenAI agents that automate complex enterprise business operations, starting with sales and
- 10Agent#1694 · Capsule Security
Provides a runtime trust layer for agentic AI, monitoring and controlling AI agents as they
- 10Agent#1695 · Treefera
Uses satellite imagery and AI to map the 'first mile' of nature-based supply chains, tracking
- 10Agent#1696 · AMP Robotics
AI-powered robotics and vision systems that automate the sorting of recyclables in materials
- 10Agent#1697 · Altera
Applied research company building autonomous, socially intelligent AI agents it calls digital
- 10Agent#1698 · SPARQ
AI-native game engine and creator platform built on a proprietary C++ engine with AAA-grade
- 10Agent#1699 · Tabs
AI-native revenue platform for B2B finance and accounting teams that automates the entire
- 10Agent#1700 · Truveta
Health data and analytics company built by a collective of US health systems to enable
- 10Agent#1701 · pyannoteAI
Paris-based company building a language-agnostic speaker intelligence platform
- 10Agent#1702 · Simple AI
Voice AI agents for direct-to-consumer sales and support, designed to convert and upsell on
- 10Agent#1703 · Bluebook
Stockholm-based AI platform building "self-driving accounting" for accounting firms
- 10Agent#1704 · Fluidstack
London-based AI cloud platform providing large-scale GPU compute for training and inference
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.