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#2305 · Baya Systems
Chip-technology company building modular interconnect and chiplet fabric IP that helps
- 10Agent#2306 · VSORA
French semiconductor company building ultra-high-performance AI inference chips for data
- 10Agent#2307 · ClaimSorted
AI-native third-party claims administrator (TPA) that pairs a market-leading human claims team
- 10Agent#2308 · Findigs
AI-native leasing decisioning platform that automates rental application screening and
- 10Agent#2309 · Attentive.ai
Attentive.ai, the company behind Beam AI, automates construction takeoffs using AI and
- OAuth2
- 10Agent#2311 · Hadrian
Factories of the Future to Reindustrialize America, powered by AI for autonomous manufacturing and inspection.
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- 10Agent#2313 · Bronze
AI music-technology company built around a generative, interactive audio engine that lets
- 10Agent#2314 · Maxima
AI-native accounting automation platform that deploys autonomous agents to handle the
- 10Agent#2315 · Adfin
London-based fintech building an agentic money-movement platform that helps businesses
- 10Agent#2316 · Casca
(Cascading AI) is an AI-native loan origination system that automates small business and
- 10Agent#2317 · Hyperbots
Agentic AI platform that builds deployment-ready co-pilots for finance and accounting
- 10Agent#2318 · Mega
AI growth engine for small and mid-sized businesses that replaces traditional marketing
- 10Agent#2319 · Humanz
AI-powered influencer marketing platform that helps brands discover creators, run campaigns
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- 10Agent#2321 · Vimcal
AI-powered calendar and scheduling app built for the speed needs of founders, executives, and
- 10Agent#2322 · Capitalize
AI-powered commercial real estate data platform that connects brokers and lenders with
- 10Agent#2323 · Friday Harbor
AI-powered mortgage origination platform that brings real-time underwriting intelligence to
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- 10Agent
An AI agent called Lyra that autonomously manages influencer marketing campaigns end to end
- 10Agent#2327 · Omneky
AI-powered advertising platform that generates high-performing image, video, and UGC-style ad
- 10Agent#2328 · Singulate
Generative AI email marketing platform that lets B2B marketers segment audiences and
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.