Show HN: Agent Legibility Analyzer see if AI shopping agents can read your store
AgentMint.net is a research publication that helps merchants understand and optimize for how AI shopping agents select products. Every claim is sourced, and it offers tools like the Agentic Shopping Readiness check and Agent Selection signals database.
[ agent selection ]
Win the agent's choice.
AgentMint.net is a research publication and practitioner handbook on agent selection: why AI shopping agents pick one store, product, or offer over another, and how merchants win that choice.
Read the guideSee the research
[ how we source ]
Every factual claim is labeled by how it's sourced. You see the evidence, not just the assertion:
In a controlled simulation, moving a product from the bottom-right corner to the top row raised its selection rate roughly fivefold for a Claude Sonnet 4 agent.ReportedACES (arXiv:2508.02630) (2025)
[ start here ]
Choose your path
Learn the model
How AI shopping agents actually decide, and the evidence behind each signal.
How AI agents choose products
The complete optimization guide
The Signals Database
Diagnose a problem
Not showing up, or showing up and losing? Find where it's failing.
Why you're not in ChatGPT Shopping
Agent Legibility Analyzer
Verify crawler access: the token reference
Implement improvements
Copy-paste blueprints and executable guidance for your stack.
Blueprints: llms.txt, JSON-LD, mirrors, edge config
Information density: the token economy
Run the audits with your coding agent
By role: Store owner: the 30-minute triage · Developer: the blueprints collection · SEO / feed lead: make your feed AI-readable · Agency: the platform playbooks
New here? Start with the 30-minute triage, which routes you by situation and role.
[ self-assess ]
Self-assess your store
Agentic Shopping ReadinessCan agents find, read, and buy from your store at all? 30 checks, each linking the validator that verifies it.
Agent SelectionOnce you're eligible, what wins the agent's choice: 35 signals no validator checks.
[ evidence ]
How we source every claim
Every factual statement on AgentMint.net carries an evidence tag: spec-fact (in an official spec, linked), reported (a named, dated third-party source), or hypothesis (our own labeled inference). Nothing is asserted that we can't show. Read how we work →
[ who reads AgentMint.net ]
Written for the people who ship the catalog.
Rigor over hype. If you distrust marketing claims and want to see the sourcing behind every one, this is for you.
Developers
Technical SEO leads
Growth teams
Agencies
Merchants