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#1873 · Sully.ai
Autonomous AI agents, or AI medical employees, that automate clinical and administrative work
- 10Agent#1874 · Valar Labs
AI-powered precision oncology tests that predict how individual cancer patients will respond
- 10Agent#1875 · VoiceCare AI
Agentic voice AI to automate complex back-office phone conversations in healthcare, such as
- 10Agent#1876 · Galileo
Evaluation and observability platform that helps enterprise AI teams measure, debug, and
- 10Agent#1877 · Freeplay
End-to-end platform for product teams building with LLMs, covering prompt and model
- 10Agent#1878 · Nory
AI-native restaurant management platform that unifies business intelligence, workforce
- 10Agent#1879 · Unique
Zurich-based agentic AI platform built for financial services, automating middle- and
- 10Agent#1880 · Reflex Aerospace
German New Space company that designs and builds custom small satellites at speed, operating a
- 10Agent#1881 · Axelera AI
Eindhoven-based semiconductor company building AI hardware for generative AI and computer
- 10Agent#1882 · Tembo
Managed Postgres platform that makes the open-source database easy to deploy and extend for
- 10Agent#1883 · DevRev
AI-native platform that unifies customer support and software development on a single
- 10Agent#1884 · Senai
Israeli startup building Online Video Intelligence (OVINT), using multimodal AI to turn
- 10Agent#1885 · Orby AI
Enterprise AI agents powered by a Large Action Model (LAM) that learns to automate complex
- 10Agent#1886 · Simular
Autonomous computer-use agents that control an entire Mac or Windows PC, not just a browser
- 10Agent#1887 · Tracecat
Open-source, AI-native security automation platform (SOAR) that gives security teams agents
- 10Agent#1888 · NexDash
Building Europe's first Neo-Carrier, an AI-driven, fully electric road freight network
- 10Agent#1889 · Upstage
South Korean AI company best known for its Solar family of large language models and its
- 10Agent#1890 · Solena Materials
Imperial College London spinout using AI and synthetic biology to design a new class of
- 10Agent#1891 · The Browser Company
Maker of Dia, the AI-first browser that turns your tabs into a conversation
OAuth2 - TypeScriptPython +1
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- 10Agent#1894 · FurtherAI
Insurance-native AI workspace automating submissions, policy comparison, claims and compliance.
- 10Agent#1895 · General Instinct
Deploy frontier AI into any edge device, fully offline, at maximum performance.
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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: 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.