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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- OAuth2
- 11Agent#1323 · Corelayer
AI on-call engineer that debugs alerts, logs, and data pipelines in regulated industries.
- 10Agent#1324 · d-Matrix
Digital in-memory compute (DIMC) chiplet-based hardware purpose-built for AI inference in the
- 10Agent#1325 · The Browser Company
Maker of Dia, the AI-first browser that turns your tabs into a conversation
OAuth2 - Mythic SDK
- 10Agent#1327 · Moonvalley
Los Angeles-based AI research company building Marey, a production-grade generative video
- 10Agent#1328 · Ayar Labs
Optical I/O chiplets that replace electrical interfaces with light to move data in and out of
- 10Agent#1329 · Loop
Full-stack, verticalized AI platform for logistics and supply chains that ingests
- 10Agent#1330 · Neural Concept
Swiss CAD-native AI platform that brings deep-learning surrogate models and generative design
- 10Agent#1331 · Ricursive Intelligence
Frontier research lab building a full-stack AI platform for semiconductor design, founded by
- API Webhooks OAuth2 pythontypescript
- 10Agent#1333 · Upstage
South Korean AI company best known for its Solar family of large language models and its
- 10Agent#1334 · Ashby
All-in-one, AI-powered recruiting platform that combines applicant tracking, sourcing, CRM
- 10Agent#1335 · Genesis Therapeutics
AI drug-discovery company building generative and predictive models to design small-molecule
- 10Agent#1336 · AIsphere
Beijing-based company behind PixVerse, a fast-growing AI video generation platform for
- 10Agent#1337 · Onyx
Onyx, formerly Danswer, is an open-source enterprise AI search and assistant that connects to
- 10Agent#1338 · Sema4.ai
Offers a full-stack enterprise AI agent platform for automating mission-critical knowledge
- 10Agent#1339 · Town
A personalized AI assistant that acts like a chief of staff rather than a chatbot, learning
- 10Agent#1340 · Fractile
UK-based semiconductor startup building in-memory compute chips that radically accelerate
- NetsPresso SDK
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- 10Agent#1343 · Aqemia
French AI drug-discovery company that fuses quantum-inspired statistical mechanics with deep
- 10Agent#1344 · Emergence AI
An enterprise-grade autonomous multi-agent orchestrator designed to coordinate AI agents
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.