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
- 10Agent#2329 · Flex
All-in-one AI-powered financial platform for mid-sized businesses, unifying private credit
- 10Agent#2330 · Conquest Planning
AI-powered financial planning platform that helps advisors deliver personalized, real-time
- 10Agent#2331 · Kick
AI-native bookkeeping platform that automates accounting for small businesses and accounting
- 10Agent#2332 · VODA.ai
AI decision-support platform for water utilities that predicts pipe failures and prioritizes
- 10Agent#2333 · Wirestock
Premium multimodal data from a global network of creative professionals for AI training.
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- 10Agent#2335 · Bronze
AI music-technology company built around a generative, interactive audio engine that lets
- 10Agent#2336 · Maxima
AI-native accounting automation platform that deploys autonomous agents to handle the
- 10Agent#2337 · Adfin
London-based fintech building an agentic money-movement platform that helps businesses
- 10Agent#2338 · Casca
(Cascading AI) is an AI-native loan origination system that automates small business and
- 10Agent#2339 · Hyperbots
Agentic AI platform that builds deployment-ready co-pilots for finance and accounting
- 10Agent#2340 · Mega
AI growth engine for small and mid-sized businesses that replaces traditional marketing
- 10Agent#2341 · Humanz
AI-powered influencer marketing platform that helps brands discover creators, run campaigns
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- 10Agent
An AI agent called Lyra that autonomously manages influencer marketing campaigns end to end
- 10Agent#2345 · Omneky
AI-powered advertising platform that generates high-performing image, video, and UGC-style ad
- 10Agent#2346 · Singulate
Generative AI email marketing platform that lets B2B marketers segment audiences and
- 10Agent#2347 · Common Room
An AI-native GTM platform that powers pipeline generation with precise buyer intelligence.
- 10Agent#2348 · ClimateAi
Minimize climate risk and maximize future opportunities with hyper-local, AI-powered climate insights for food and agriculture.
- 10Agent#2349 · Mind Robotics
Building intelligent robotics for industrial deployment, starting with the factory floor.
- 10Agent#2350 · Tortus
UK-based clinical AI company building an AI co-pilot, branded OSLER, that automates clinical
- 10Agent#2351 · Brand.AI
AI brand management platform that makes brand guidelines and strategy machine-readable so AI
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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.