AI Visibility Scorecard
Worksmith Labs · Agent Handoff Framework
worksmithlabs.com · Technology
Borderline visible. AI bots can crawl Worksmith Labs · Agent Handoff Framework, 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
#1,871,396 of 2,704,179 in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Technology average 28
Top 80% of Technology
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
Technology average 17
See what's behind this score →12
About Worksmith Labs · Agent Handoff Framework
from our crawl and measurement
Worksmith Labs · Agent Handoff Framework describes itself simply: "Roy McFarland's Agent Handoff Framework: a reference guide for AI agent workflows, document schema, builder and closeout prompts, verifier prompts, and guardrails for reducing...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- Worksmith Labs · Agent Handoff Framework
- Website ·
- worksmithlabs.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 on-page 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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 read your site and name it in answers. At 3.5/10, Worksmith Labs · Agent Handoff Framework is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to bootstrap the loop on a codebase that already exists.?
The brittle part is the install, not the diagram. The honest order: reverse-engineer PROJECT.md from the code, edit it with the human-only context, sanity-check it with the Verifier, write a tiny first slice, then run a calibration cycle and update the doc based on what surfaced.Fig. 4 — Install pipeline (~90 min)Run top to bottom once per repo.
Is this your brand?
The exact fixes for Worksmith Labs · Agent Handoff Framework
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Worksmith Labs · Agent Handoff Framework.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/worksmithlabs
Cite this score: Engagemii (2026). "AEO Score for Worksmith Labs · Agent Handoff Framework." Retrieved from https://engagemii.com/aeo/brands/worksmithlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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