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AEO Score: 6/10

Monitoring for AI engine activity

In the Engagemii AEO index

toolhive.dev

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What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. Stacklok just got measured.

6/10 means Stacklok is somewhat visible. AI bots can read you, but you are missing the structured signals that would push citation rate above competitors.

About Stacklok

The open source MCP platform trusted by developers and enterprises ToolHive is Stacklok’s popular open source MCP platform. ToolHive is built by the team behind Kubernetes and is maintained by both Stacklok and Red Hat. Individual developers use ToolHive to simply and securely manage MCP servers, and enterprises use ToolHive…

Key Topics

The open source MCP platform trusted by developers and enterprises

Details

Category: Technology

toolhive.dev

AI Visibility Breakdown

4

Structured Data

9

Content Structure

6

Entity Clarity

4

E-E-A-T Signals

7

Technical AEO

5

AI Discoverability

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Your full 6-category score breakdown

Exact fixes: robots.txt, schema, llms.txt

AI bot crawls from ChatGPT, Claude, Perplexity, Gemini

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Picked for Stacklok: Tech & Electronics

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Source & Attribution

Scored by Engagemii on June 5, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/toolhive-dev

Cite this score: Engagemii (2026). "AEO Score for Stacklok." Retrieved from https://engagemii.com/aeo/brands/toolhive-dev

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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