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
- 10Agent#1849 · Trax
Trax revolutionizes retail through AI-driven data, delivering real-time insights for enhanced retail execution and consumer engagement.
- 10Agent#1850 · Insider One
The leading Agentic Customer Engagement Platform for continuous AI decisioning and autonomous end-to-end engagement.
- 10Agent#1851 · VinAI
Bringing tomorrow's AI solutions to today's challenges, enhancing safety and intelligence in automotive and beyond.
- 10Agent#1852 · SandboxAQ
Transforming the world with AI and advanced computing, applying quantitative AI to solve complex challenges in various industries.
- 10Agent#1853 · Sixfold
Sixfold is the AI brain that handles the heavy lifting in insurance submissions, empowering underwriters to build more profitable portfolios.
- 10Agent#1854 · Machina Labs
Intelligent, agile, software-defined manufacturing that turns design intent into precise metal structures in days.
- 10Agent#1855 · Maven AGI
Enterprise AI agent platform for customer experience that delivers exceptional service at every touchpoint.
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- 10Agent#1857 · Reach Security
Proactively identify and remediate security control misconfigurations to close gaps faster than AI-powered attacks.
- 10Agent#1858 · Prophet Security
Empower your SOC with a fleet of autonomous AI agents that accelerates Tier 1, Tier 2, and Tier 3 tasks.
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- 10Agent#1860 · Sardine
The top agentic risk platform for real-time fraud prevention, AML compliance, and AI-driven attack protection.
- 10Agent#1861 · Credo AI
One platform to discover, assess, and govern every AI agent, model, and application — continuously and in context.
- 10Agent#1862 · Replo
Go from product to store to sale—all with one AI-powered solution for e-commerce.
- 10Agent#1863 · Latitude
Latitude is building the next generation of AI-powered, unscripted role-playing games where every choice matters.
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- 10Agent#1865 · Wysa
Wysa offers anonymous, evidence-based AI mental health support for individuals, teams, and health systems.
- 10Agent#1866 · Spring Health
Easy and affordable mental health care that meets you in the middle of the mess.
- 10Agent#1867 · Polycam
AI reality capture for professionals across any device, for any user, and any project.
- 10Agent#1868 · Tripo
Generate production-ready 3D models from text, images, or sketches in seconds with AI-powered tools.
- 10Agent#1869 · Fliki
Transform text into stunning videos with lifelike AI voices and dynamic AI video clips.
- 10Agent#1870 · Equals
Equals is the first new spreadsheet in 20 years, engineered for AI and designed for trust.
- 10Agent#1871 · Karat
The world's leader in technical interviewing, transforming organizations for the Human + AI era.
- 10Agent#1872 · K Health
K Health's AI Physician Mode integrates with top health systems to provide superior primary care with 24/7 access.
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.