toolhive.dev redirects to stacklok.com. This page describes the site that domain now serves; the primary profile lives at stacklok.com.
AI visibility score
5.5/ 10Fair

▼ 0.5 since Jun 2026

#393,542 of 2,707,789 in Technology

As of 2026-08-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Stacklok

Stacklok

Unclaimed

toolhive.dev · Technology

Somewhat visible. AI bots can read Stacklok, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 8 times

Meta AI · Claude · Apple Intelligence

#393,542 of 2,707,789 in Technology for AI visibility

6

AEO Visibility

i

Borderline · 5.5/10

15

Muse Index Score

i

AI agent readiness

Basic · 15/100

12

AI Adoption

i

Basic · 12/100

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 5.5 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

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Good

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion 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 5.5/10, Stacklok has a working base to build on - 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.

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Picked for Stacklok: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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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.

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