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#1825 · Crimson
AI platform purpose-built for complex litigation and arbitration, designed to act as an AI
- 10Agent#1826 · Gale
Tech platform that automates business immigration for US employers, starting with the H-1B visa
- 10Agent#1827 · Vesence
AI agent platform for law firms that reviews documents, emails and projects directly inside
- 10Agent#1828 · Rebel Audio
AI-native podcast hosting and production platform that radically simplifies creating
- 10Agent#1829 · Songscription
AI music-transcription platform often called the "Shazam for sheet music." It converts audio
- 10Agent#1830 · Tofu
AI-powered omnichannel marketing platform that helps B2B teams create, personalize, and
- 10Agent#1831 · Lyzr
Enterprise agentic AI platform that lets companies build, deploy, and govern autonomous AI
- 10Agent#1832 · Graas
Singapore-based 'predictive AI for e-commerce' platform that helps online brands grow
- 10Agent#1833 · Doss
AI-native operations cloud that adds an intelligent inventory and operations layer on top of
- 10Agent#1834 · Comp AI
Open-source, AI-powered compliance automation platform that helps companies achieve and
- 10Agent#1835 · Ravenna
AI-native internal service desk built directly inside Slack that automates IT, HR, and
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- 10Agent#1837 · Phonic
End-to-end speech-to-speech platform for building reliable, lifelike conversational voice
- 10Agent#1838 · Cekura
(formerly Vocera) is a testing and observability platform for AI voice and chat agents
- 10Agent#1839 · Telli
Berlin-based platform for AI voice agents that automate high-volume business phone calls, with
- 10Agent#1840 · Wittify.ai
Saudi conversational-AI startup building Arabic-native AI agents that listen, act, and
- 10Agent#1841 · Kilow
Saudi digital-health startup offering an Arabic-first, medically supervised weight-management
- 10Agent#1842 · Tobiko Data
SQLMesh and SQLGlot, modern open-source tools for data transformation that bring virtual data
- 10Agent#1843 · Topo
Autonomous AI sales development representatives (SDRs) that automate outbound prospecting for
- 10Agent#1844 · Qevlar AI
Paris-based agentic AI security operations platform that autonomously enriches, correlates
- 10Agent#1845 · Strawberry
Stockholm-based startup building an agentic AI browser that lets knowledge workers automate
- 10Agent#1846 · Gumloop
No-code platform for building AI agents and automating workflows using a drag-and-drop visual
- 10Agent#1847 · Tektonic AI
GenAI agents that automate complex enterprise business operations, starting with sales and
- 10Agent#1848 · Capsule Security
Provides a runtime trust layer for agentic AI, monitoring and controlling AI agents as they
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.