⚡ This is your brand? Claim your page FREE and bring it to life on AI search.

AI Visibility Scorecard

Stacklok

Stacklok

Unclaimed

toolhive.dev · Technology

Borderline visible. AI bots can crawl Stacklok, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 2 times

Claude · Apple Intelligence

#884,294 of 2,623,097 in Technology for AI visibility

5

/10

AEO Score

Share

About Stacklok

from our crawl and measurement

"The open source MCP platform trusted by developers and enterprises ToolHive is Stacklok’s popular open source MCP platform." That is how Stacklok introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (BreadcrumbList, FAQPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Technology
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions found yet.

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. Roughly two-thirds of sites are invisible to them. At 5/10, Stacklok is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What’s the relationship between ToolHive and Stacklok?

ToolHive is an open source MCP platform built by Stacklok and maintained by both Stacklok and Red Hat. Stacklok’s Enterprise Platform includes a hardened distribution of ToolHive, along with additional capabilities, forward-deployed engineer resources, and enterprise support.

What MCP servers are in the ToolHive registry?

You can explore the ToolHive registry on our website or once you’ve downloaded ToolHive. The registry includes the most widely used official upstream + community MCP servers. The Stacklok team vets every MCP server before being accepted into our registry.

Is ToolHive production-ready, or is it a developer preview?

ToolHive is production-ready. Multiple Global 2000 enterprises are currently running ToolHive in production. They have integrated ToolHive with their IdPs like Entra ID and Okta, as well as with observability solutions like Grafana, Splunk, Datadog, and New Relic.

Who built ToolHive? Who maintains ToolHive?

Stacklok built ToolHive. Stacklok is led by CEO Craig McLuckie and CTO Joe Beda, who are the co-creators of Kubernetes. As a result, ToolHive includes a Kubernetes operator and shares numerous, proven Kubernetes patterns. The project now includes external maintainers from Red Hat, and a growing community of contributors. ToolHive is Apache 2.0 licensed. It’s also worth noting that Stacklok is a maintainer of the official MCP registry.

What AI agents or IDEs does ToolHive support?

ToolHive supports every major client, including Claude Code, Cursor, GitHub Copilot, and more. Check out the complete list of supported clients in our docs: https://docs.stacklok.com/toolhive/reference/client-compatibility

What is the difference between ToolHive and a SaaS MCP Gateway?

SaaS MCP gateways route your MCP traffic through a third-party cloud, which is incompatible with strict data residency, private cloud mandates, or air-gapped environments. ToolHive runs entirely within your own infrastructure (private cloud, on-premises, or self-managed Kubernetes) with no dependency on SaaS for runtime operation.

How does ToolHive reduce LLM token usage?

ToolHive's MCP Optimizer, embedded in the vMCP gateway component, reduces token usage by 60–85% per request through on-demand tool discovery. Instead of sending the full tool manifest to the LLM on every request, MCP Optimizer uses hybrid semantic and keyword search to surface only the relevant tools. The MCP Optimizer is deployed once at the platform level and applies savings across all users and agents.

Is this your brand?

The exact fixes for Stacklok

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

Already have an account? Sign in

Picked for Stacklok: Tech & Electronics

Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?

Tech buyers are the most research-intensive shoppers on the internet.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for Stacklok.

Source & Attribution

Scored by Engagemii on August 2, 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.

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform