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
- 5Agent#2593 · Tripo AI
3D generation platform that turns text and images into production-ready 3D assets in seconds
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- 5Agent#2597 · Origin Financial
All-in-one financial platform combining planning, investing, and money management.
- 5Agent#2598 · Range
AI-powered wealth management for high-earning households, flat-fee with human advisors.
- API rest
- 5Agent#2600 · Juno
AI tax prep platform for SMB accounting firms that automates 90% of data entry across tax returns.
- 5Agent#2601 · Cleo AI
Sassy AI chatbot that nags, roasts, and coaches you into better money habits.
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- 5Agent#2603 · HrdWyr
Bengaluru fabless semiconductor startup building AI-native chips for Physical AI and edge computing.
- 5Agent#2604 · Danelfin
AI stock selection platform that beat the S&P 500 by 74 percentage points since 2017.
- 5Agent#2605 · flowscope
AI-native consulting that maps and automates business processes in days, not months.
- 5Agent#2606 · Boom AI
AI agents that recover lost e-commerce revenue through personalized real-time conversations.
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- 5Agent#2608 · Mathpresso (QANDA)
Democratizing personalized education globally through AI technology.
- API
- 5Agent#2610 · Apptronik
Building general-purpose humanoid robots to dramatically improve the way humans live and work.
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- 5Agent#2612 · CrushOn AI
Experience unfiltered, spicy AI character chat with no content restrictions.
- 5Agent#2613 · Mind Robotics
Building intelligent robotics for industrial deployment, starting with the factory floor.
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- 5Agent#2615 · Imperagen
Closed-loop, AI-guided enzyme engineering for improved and production-ready enzyme designs.
- 5Agent#2616 · AI Labs (Curriculum Associates)
Advancing responsible AI to help teachers meet the needs of every student through ethical, human-centered solutions.
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.