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
- API iOS (Swift)React Native +1
- 35Agent#602 · Coda
Coda is your all-in-one collaborative workspace, bringing teams and tools together for a more organized and productive workday.
- 35Agent#603 · Multiverse Computing
Pioneering the era of efficient and secure AI by empowering organisations to run production-ready AI with tailored solutions.
Python -
- 35Agent#605 · Mercury
Radically different online business banking for startups, small businesses, and scaling companies.
- API
- 35Agent#607 · Nabla
Smarter clinical workflows and elevated care through ambient AI, dictation, and real-time intelligence for healthcare professionals.
- 35Agent#608 · Gamma
Effortless AI design for presentations, websites, and more, helping you create captivating content almost as quickly as you can think it up.
- 35Agent#609 · Robin AI
Get instant insights from your legal documents with Robin's AI-powered Legal Intelligence Platform.
- JavaScriptPython +1
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- Python
- 35Agent#613 · Bland AI
Automate phone calls with conversational AI for enterprises, powering next-generation AI call centers.
- 35Agent#614 · ServiceNow AI Research
Shaping the future of work with AI by advancing enterprise intelligence through human-centered and scalable solutions.
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- 35Agent#616 · Rask AI
AI-powered platform to translate, dub, and repurpose videos into 130+ languages
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- 35Agent#618 · Lunit
Conquer cancer through cutting-edge AI for earlier detection and more precise oncology treatments.
- 35Agent#619 · StepFun
StepFun offers a suite of AI tools including knowledge base Q&A, image creation, and advanced multimodal reasoning models.
- 35Agent#620 · Manus
Manus brings AI to businesses worldwide, offering less structure and more intelligence for various tasks.
- 35Agent#621 · Modular
A unified AI inference platform for high-performance, portable compute, enabling full optimisations from GPU kernel to API endpoint.
- 35Agent#622 · Tempus
Tempus is an AI-powered precision medicine company transforming healthcare through data-driven insights and genomic testing.
- 35Agent#623 · Distyl AI
Rearchitecting entire industries for frontier technologies with production AI systems that deliver measurable impact in weeks.
- 35Agent#624 · Synthesys
Generate engaging AI videos with realistic voices and avatars, offering a complete AI content suite for scalable content creation.
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.