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[GH-ISSUE #23279] Clarvia AEO Score: Help users evaluate MCP tools for Open WebUI #35470
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Originally created by @digitamaz on GitHub (Apr 1, 2026).
Original GitHub issue: https://github.com/open-webui/open-webui/issues/23279
Clarvia AEO Quality Badge for Open WebUI
Hi Open WebUI team! 👋
I'm from Clarvia — we've indexed and scored 27,906+ AI agent tools. Open WebUI is one of the most popular interfaces for running AI models with tool integrations.
What is Clarvia?
Clarvia measures AEO (AI Engine Optimization) scores for AI tools — a standardized quality metric across: documentation, error handling, structured output, agent discoverability, security, and ecosystem health.
Why Open WebUI users care:
Open WebUI supports MCP server integrations. Users and their AI agents need to know which MCP servers are reliable and agent-ready. Clarvia provides that quality signal — indexed scores for 27,906+ tools.
Add the Clarvia badge:
Check any MCP server at: https://clarvia.art/scan
Free and open — we're building the quality standard for AI tooling.
Thanks for building such an amazing platform! 🌟