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
- API
- API
- API
- API
- 40Agent#677 · LOVO
AI voice generator with 500+ voices in 100 languages and the Genny video workspace
API -
- API
- API
- 40Agent#681 · Krikey AI
Text-to-3D-animation platform turning prompts and photos into animated avatar videos
API - API
- API
- API
- 40Agent#685 · Pixelcut
AI photo and product-image editor used by 70M+ creators, from cutouts to AI video
API - API
- API
- 40Agent#688 · UneeQ
Enterprise digital humans for immersive training roleplay and AI brand ambassadors
API - 40Agent#689 · DeepMotion
Markerless AI motion capture from video and text-to-animation with SayMotion
API - 40Agent#690 · Adaptyv Bio
Cloud lab that experimentally validates AI-designed proteins in under three weeks
API - API
- 40Agent#692 · Not Diamond
Data-driven recommendation and routing layer that sends each prompt to the best AI model
API - 40Agent#693 · Bruin
End-to-end data platform combining ingestion, SQL and Python pipelines and an AI data analyst
API - 40Agent#694 · Typewise
Enterprise AI agent platform that resolves customer service tickets end to end
API - API
- 40Agent#696 · Martian
LLM model router that dynamically sends each prompt to the best model for cost and performance
API
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.