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
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- 5Agent#2378 · Pallie AI
Empathic AI companion for wellbeing, delivered through everyday messaging apps.
- 5Agent#2379 · XO Market
The YouTube of prediction markets: user-generated conviction markets on any event.
- 5Agent#2380 · Candy AI
Malta-based AI companion platform for chat, voice, video and character creation.
- MCP OAuth2
- 5Agent#2382 · Mad Street Den
The only AI stack you will ever need, delivering obsessively on enterprise business outcomes.
- 5Agent#2383 · Tensordyne
Tensordyne builds next-generation Generative AI inference systems for data centres, re-engineering AI math and redefining inference.
- 5Agent#2384 · OurDream AI
Bootstrapped AI companion platform with custom images, video, voice and chat.
- 5Agent#2385 · Swipey AI
Your official AI Girlfriend platform for chat, voice, and NSFW interactions.
- 5Agent#2386 · Lovescape
Cyprus-based AI companion platform focused on emotional intelligence and romance.
- 5Agent#2387 · Standard Bots
Vertically integrated, AI-native robots ready to automate the most challenging industrial tasks.
- 5Agent#2388 · PlusAI
Transforming transportation with Physical AI, powered by SuperDrive™, our AI-based autonomous driving system for trucks.
- 5Agent#2389 · Xaira Therapeutics
Pioneering transformative artificial intelligence to discover and develop the next generation of life-changing medicines.
- 5Agent#2390 · Enveda
Enveda is learning from life to discover medicines 4X faster than the industry average by unlocking nature's hidden chemistry.
- 5Agent#2391 · Lex
Collaborative documents with powerful AI editing tools to help you write something great today.
- 5Agent#2392 · Sprig
Accelerate every step of your research workflow with an enterprise research platform powered by AI agents.
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- 5Agent#2396 · AGI, Inc.
Pioneering on-device Superintelligence to bring AI agents to everyday life with full privacy and trustworthiness.
- 5Agent#2397 · Spline
Design and collaborate in 3D directly in your browser with real-time capabilities.
- 5Agent#2398 · Vidnoz AI
Create engaging AI videos 10x faster and for free, leveraging a vast library of avatars, voices, and templates.
- 5Agent#2399 · daydream
daydream delivers an unfair advantage in organic search by combining a proven methodology with SEO agents and dedicated experts.
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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.