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#1993 · Momentum
AI-powered customer intelligence platform that turns sales calls, emails, and Slack
- 10Agent#1994 · Floworks
Autonomous AI sales employees that automate the B2B prospecting journey, led by its AI SDR
- 10Agent#1995 · Zania
Agentic AI platform for enterprise governance, risk, and compliance (GRC) that helps security
- 10Agent#1996 · ForSight Robotics
Israeli surgical-robotics company building ORYOM, described as the world's first robotic
- 10Agent#1997 · Infravision
Aerial-robotics systems that string and maintain high-voltage power lines using autonomous
- 10Agent#1998 · ego AI
A character engine that combines small language models with reinforcement learning to create
- 10Agent#1999 · Muun AI
Singapore-based industrial intelligence startup whose platform reads data from industrial
- 10Agent#2000 · Accend
Provides an end-to-end AI platform that helps commercial banks and fintechs underwrite
- 10Agent#2001 · Prosperr.io
Bengaluru-based fintech building AI-powered tax management infrastructure for both businesses
- 10Agent#2002 · Lelapa AI
South Africa-based research and product company building speech and language AI for African
- 10Agent#2003 · BoldVoice
AI-powered accent and speech coaching app that helps non-native English speakers improve
- 10Agent#2004 · TrueFoundry
Enterprise AI platform that combines an LLM gateway, model deployment, and agent orchestration
- 10Agent#2005 · Credal
Control plane that lets enterprises connect company data to LLMs and deploy secure AI
- 10Agent#2006 · Aydi
AI tools for global agriculture, anchored by Orth, an AI agronomy assistant for growers
- 10Agent#2007 · Provision
AI co-pilots for pre-construction estimating used by general contractors and trade
- 10Agent#2008 · cubic
AI-native code review platform, sometimes described as Cursor for code review, that catches
- 10Agent#2009 · Sona
AI-powered workforce management platform built specifically for frontline, shift-based
- 10Agent#2010 · Moonhub
AI agents for recruiting that help talent teams find and engage high-quality candidates faster
- 10Agent#2011 · Gracia AI
London-based startup building the first full-stack infrastructure for 4D Gaussian Splatting
- 10Agent#2012 · Tensorlake
Provides serverless infrastructure for building, deploying, and scaling durable
- 10Agent#2013 · Loop
Full-stack, verticalized AI platform for logistics and supply chains that ingests
- 10Agent#2014 · Octup
Real-time AI operations platform built specifically for third-party logistics providers (3PLs)
- 10Agent#2015 · Mentium
AI-native platform that builds digital workers for freight brokerages and the wider logistics
- 10Agent#2016 · Wrtn
(Wrtn Technologies) is a Seoul-based consumer AI platform that bundles multiple leading large
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.