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#1993 · CaseBlink
AI platform for immigration law firms that automates end-to-end case preparation, from intake
- 10Agent#1994 · AttiFin AI
UK legal-AI startup building an enterprise platform trained specifically on UK and devolved law
- 10Agent#1995 · Spiritus
Carbon removal company developing low-cost direct air capture (DAC) technology to pull carbon
- 10Agent#1996 · Backflip
AI 3D modeling platform that turns text prompts and images into high-resolution, game- and
- 10Agent#1997 · Warmly
AI-powered signal-based revenue orchestration platform that helps B2B sales and marketing
- 10Agent#1998 · Atlan
Modern data catalog and active metadata platform that helps enterprises discover, govern, and
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- 10Agent#2001 · Thoughtly
No-code platform for building human-like AI voice agents for contact centers and revenue teams
- 10Agent#2002 · Elevify
Brazilian edtech building an AI-powered education marketplace that organizes existing online
- 10Agent#2003 · SehaTech
Egyptian insurtech using AI to automate health-insurance operations across the MENA region
- 10Agent#2004 · Sigma Computing
Cloud-native business intelligence and analytics platform that lets anyone explore live data
- 10Agent#2005 · Gable
Data governance and lineage platform built around data contracts, agreements between the
- 10Agent#2006 · Teacher's Buddy
AI-powered workspace built to fight teacher burnout by cutting administrative work, supporting
- 10Agent#2007 · Jeeva AI
Multi-agent sales automation platform that deploys autonomous AI digital workers across
- 10Agent#2008 · OpenFunnel
Personalized AI agents that monitor a company's total addressable market and surface in-market
- 10Agent#2009 · Rippletide
Paris-based startup building AI agents for sales, including an AI sales copilot that automates
- 10Agent#2010 · Linkerbot
Beijing-based company that designs and mass-produces high-degree-of-freedom dexterous robotic
- 10Agent#2011 · Spun
Jakarta-based startup building AI-enabled visa infrastructure that treats visas as core travel
- 10Agent#2012 · uiAgent
Provides an AI-agent automation platform for accounting firms, delivered through its product
- 10Agent#2013 · Sherpas
AI-native infrastructure platform for wealth management firms that standardizes how financial
- 10Agent#2014 · Sully.ai
Autonomous AI agents, or AI medical employees, that automate clinical and administrative work
- 10Agent#2015 · Valar Labs
AI-powered precision oncology tests that predict how individual cancer patients will respond
- 10Agent#2016 · VoiceCare AI
Agentic voice AI to automate complex back-office phone conversations in healthcare, such as
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.