Is felixgray.com ready for AI agents?
33%
Readiness
3/9
Verified
Shopify
Platform
Not agent-ready
felixgray.com has 3 of 9 readable agent standards in place; missing Webmcp, A2a, Anp, Ap2, Openapi, Wikidata.
Assessment
3 of 9 readable agent-readiness checks verified. Detected platform: Shopify. See per-protocol drawers for evidence and fix-it files.
Per-protocol verdicts
McpShopify storefront MCP exposed via shop.app for ChatGPT/Gemini/Copilot - platform-managed, not site-hostedVerified
Webmcpno navigator.modelContext.register, <script type="webmcp">, or <link rel="modelcontext"> in HTMLNot found
A2ano /.well-known/agent.json or /.well-known/agent-card.jsonNot found
Anpno /.well-known/did.jsonNot found
UcpShopify rolled out UCP platform-wide March 2026 - your storefront inherits itVerified
Ap2no /.well-known/ap2.jsonNot found
Openapino /openapi.json, /api/openapi.json, or /.well-known/openapi.jsonNot found
Llms Txt/llms.txt present, 1 sectionsVerified
Wikidatano Wikidata match for "Felix Gray" [searched: Felix Gray, Felixgray, Glasses to unlock better sleep. Sharper focus. A better you.; Wikidata replied: sparql no answer, search 200 (3 results), claims 200, search 200 (0 results), search 200 (0 results)]Not found
.well-known files
.well-known/mcp.jsonnot found404
Mcp Well Known Altnot found404
/mcp endpointnot found404
Ai Plugin Legacynot found404
.well-known/agent.jsonnot found404
.well-known/agent-card.jsonnot found404
Anp Didnot found404
Openapi Well Knownnot found404
Openapi Rootnot found404
Openapi Apinot found404
Ucp Well Knownnot found404
Ap2 Well Knownnot found404
Llms Txt5776 bytes200
Llms Full Txt5781 bytes200
robots.txt3643 bytes200
sitemap.xml1042 bytes200
AI crawler audit
18 of 18 AI user-agents reached the homepage.
9 of 18 were tested with the operator's published user-agent string and the rest with the bare token, since no published string was found. A request that only names a user-agent does not prove the real crawler would be treated the same.
What the agent sees vs what you wrote
Jemison Reader
your listing - ranked #18 across all Shopify merchants
7 of the 14 details AI agents tell shoppers about this product are not on your product page, for example "Frame Material: Plastic". Check your page has them.
Your own description (Shopify reads this to build some of the details below):
Inspired by a design made famous in the 50’s, Jemison is a beautiful square frame. Perfect for larger face shapes or anyone looking for something slightly oversized.
What AI agents tell shoppers about this product (Shopify writes these, not you):
optionsfrom your description
You wrote: Frame Color, Lens Color, Lens Power
Agents see: Eyeglasses lens optical power; Eyewear frame color; Lens color
tech specspartly in your copy
Agents see: Frame Material: Plastic; Frame Color: Brown, Multicolor; Frame Shape: Square; Lens Material: Plastic; Lens Color: Clear; Lens Type: Single vision; Frame Design: Full frame; Pattern: Organic
Check if your product page has these:
• Frame Material: Plastic
• Frame Color: Brown, Multicolor
• Lens Material: Plastic
• Pattern: Organic
The other 4 details match what you wrote.
• Frame Material: Plastic
• Frame Color: Brown, Multicolor
• Lens Material: Plastic
• Pattern: Organic
The other 4 details match what you wrote.
top featurespartly in your copy
Agents see: Square full-frame design provides a unique, oversized look for larger face shapes; Single vision lenses suitable for reading and screen use, reducing eye strain; Durable plastic frame and lens for everyday wear ...
Check if your product page has these:
• Organic pattern and multicolor accents add a stylish touch
• Lightweight construction for comfortable all-day use
The other 3 details match what you wrote.
• Organic pattern and multicolor accents add a stylish touch
• Lightweight construction for comfortable all-day use
The other 3 details match what you wrote.
unique selling pointsnot on your page
Agents see: Inspired by a 1950s design, these oversized square frames offer style and comfort for readers and screen-heavy users.
Check if your product page has this.
Carson Sunglasses Progressive
your listing - ranked #1 across all Shopify merchants
2 of the 9 details AI agents tell shoppers about this product are not on your product page, for example "Compact rectangle frame offers a modern, minimalist look". Check your page has them.
Your own description (Shopify reads this to build some of the details below):
Carson is the smallest rectangle frame in our collection, finished with a touch of oval and a clean metal detail at the hinge.
What AI agents tell shoppers about this product (Shopify writes these, not you):
optionsfrom your description
You wrote: Carson (Color)
Agents see: Carson (color)
tech specsfrom your page
Agents see: Frame Shape: Rectangle with oval touch; Lens Type: Progressive; Hinge: Metal detail; Category: Eyeglasses
Taken from your product page: "Carson is the smallest rectangle frame in our collection, finished with a touch of oval and a clean metal detail at the hinge"
top featurespartly in your copy
Agents see: Progressive lens technology reduces eye strain for extended screen time; Compact rectangle frame offers a modern, minimalist look; Clean metal hinge detail adds a touch of durability and style; Lightweight construction ensures comfortable all-day wear
Check if your product page has these:
• Compact rectangle frame offers a modern, minimalist look
• Lightweight construction ensures comfortable all-day wear
The other 2 details match what you wrote.
• Compact rectangle frame offers a modern, minimalist look
• Lightweight construction ensures comfortable all-day wear
The other 2 details match what you wrote.
unique selling pointsfrom your description
Agents see: Smallest rectangle frame in the collection with a touch of oval and clean metal hinge detail.
Taken from your own copy: "Carson is the smallest rectangle frame in our collection, finished with a touch of oval and a clean metal detail at the hinge"
Raven Progressive
your listing - ranked #4 across all Shopify merchants
3 of the 9 details AI agents tell shoppers about this product are not on your product page, for example "Elegant design: Combines sophistication with a touch of boldness for...". Check your page has them.
Your own description (Shopify reads this to build some of the details below):
Make a statement of confidence with our modern, angular take on a classic cat-eye. Raven brings the perfect fusion of elegance and boldness. Embrace the power of a design that speaks volumes, without saying a word.
What AI agents tell shoppers about this product (Shopify writes these, not you):
optionsfrom your description
You wrote: Raven (Color), Progressive lenses (Color), Progressive lenses (Eyewear lens material)
Agents see: Progressive lenses (color); Progressive lenses (eyewear lens material); Raven (color)
tech specsfrom your page
Agents see: Frame Style: Angular cat eye; Lens Type: Progressive; Category: Eyeglasses; Intended Use: Vision correction and style
Taken from your product page: "Once you are on the product page of a frame model, you can select the lens type of your choice: non-prescription, readers or prescription"
top featurespartly in your copy
Agents see: Modern angular cat eye frame: Delivers a bold, contemporary aesthetic for standout style; Progressive lens technology: Provides clear vision at all distances for versatile everyday use ...
Check if your product page has these:
• Elegant design: Combines sophistication with a touch of boldness for confident wearers
• Durable construction: Built to withstand daily use and maintain appearance
The other 2 details match what you wrote.
• Elegant design: Combines sophistication with a touch of boldness for confident wearers
• Durable construction: Built to withstand daily use and maintain appearance
The other 2 details match what you wrote.
unique selling pointsnot on your page
Agents see: Angular cat eye design offers a striking, expressive look without sacrificing functionality.
Check if your product page has this.
This is Shopify's Global Catalog - the index AI shopping agents read, not your live page. Price and stock update in real time; other fields lag a re-ingest. The inferred fields above come from Shopify's pipeline and cannot be edited or overridden directly - you only influence them by improving your source product data.
What this means for felixgray.com
On felixgray.com (Shopify), 3 of 9 readable agent standards are in place: Mcp, Ucp, Llms Txt. Missing: Webmcp, A2a, Anp, Ap2, Openapi, Wikidata.
Without JavaScript, your brand name still appears in the raw HTML, so crawlers that do not run JS can read it.
felixgray.com scores higher than 45% of the 127 sites checked here so far; the average readiness score is 24/100.
Make felixgray.com agent-ready on Shopify
felixgray.com runs on Shopify, which does not expose MCP or an A2A card out of the box. Add them through an app or a headless route at /.well-known/mcp.json and /.well-known/agent.json, and confirm the theme renders brand content in the no-JavaScript HTML. Start with Webmcp.
Frequently asked questions
Are these real probes or AI guesses?
Real probes. We fetch the actual files, run a real MCP initialize handshake, and validate A2A cards against their schema. No model decides a verdict.
Does felixgray.com need every standard to pass?
No. Start with the highest-impact gap above, then add the rest. Most sites win the most by shipping a working MCP endpoint and keeping the crawler path clean.
Check your own site free
Run the same protocol probes on any URL, then sign up free for the copy-paste fix-it files and the full 20-crawler audit.
Run a free checkAgent readiness on Shopify
We have checked 73 other sites on Shopify. The Shopify hub aggregates protocol verification rates and average readiness scores across every Shopify site checked here.