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
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- 10Agent#1709 · Ankar
AI platform that streamlines how companies and law firms capture, file and manage patents
- 10Agent#1710 · Brightband
AI weather and climate forecasting company building an end-to-end Earth System model trained
- 10Agent#1711 · Silurian
Earth intelligence company building foundation models to simulate the planet, starting with
- 10Agent#1712 · Odyssey
AI research lab building world models that generate and stream interactive 3D environments in
- 10Agent#1713 · DualEntry
AI-native ERP platform built for the mid-market that automates up to 90% of manual accounting
- 10Agent#1714 · Maisa
Accountable, hallucination-resistant AI agents called 'Digital Workers' that automate complex
- 10Agent#1715 · Sinai.ai
Egyptian education-AI company turning licensed books into interactive, AI-native reading
- 10Agent#1716 · Yozo.ai
Abu Dhabi-based startup building an AI-native revenue engine for e-commerce merchants
- 10Agent#1717 · Vambe
Santiago, Chile-based startup whose AI agents automate sales conversations and customer
- 10Agent#1718 · Orchid Security
AI-powered identity security platform that uses large language models to bring clarity to
- 10Agent#1719 · Twine Security
AI 'digital employees' that autonomously execute cybersecurity work alongside human teams
- 10Agent#1720 · TinyFish
Enterprise web agents that simulate human-like browsing to automate repetitive, web-based
- 10Agent#1721 · Isara
San Francisco startup building software to coordinate thousands of specialized AI agents into
- 10Agent#1722 · Mimic Robotics
Zurich-based, ETH spin-off building physical-AI systems that learn dexterous manipulation from
- 10Agent#1723 · Aalo Atomics
Designs mass-manufactured nuclear power plants purpose-built to power AI data centers and
- 10Agent#1724 · Cohere Health
Clinical intelligence company that uses AI to transform prior authorization and utilization
- 10Agent#1725 · Featherless.ai
Serverless inference platform that hosts thousands of open-source AI models behind a single
- 10Agent#1726 · Alinia AI
Barcelona-based startup building compliance and guardrails infrastructure for enterprise AI
- 10Agent#1727 · Bindwell
Applies AI-driven molecular discovery techniques, originally developed for drug discovery, to
- 10Agent#1728 · 2wai
Social app for AI avatars that lets anyone create a conversational 'HoloAvatar' digital twin
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.