AgentBI
Is your website reachable, readable, and purchasable by an AI agent?
- Web: https://agentbi.tech — paste a URL, get a report
- CLI:
agentbi https://your-store.com
Agentic commerce protocols (UCP / ACP / AP2) shipped in 2025–2026. This answers a much more boring question: how many sites have actually deployed any of it, and what does a single site need to fix.
What it checks
| Check | How |
|---|---|
| Can an agent fetch you? | Re-requests the page with 6 real agent UAs (GPTBot, ClaudeBot, PerplexityBot, …) plus one browser UA as the control group, and compares responses |
| Is your product data machine-readable? | Product JSON-LD with price / availability / brand. Homepages usually have none, so it discovers a product page first |
llms.txt |
Present, and not a soft-404 (SPA / catch-all routes return 200 + HTML for any path) |
| UCP manifest | GET /.well-known/ucp, parses version + services + transport |
| robots.txt | Does it disallow known agents? |
Output is a 0–100 score plus a prioritized fix list.
Scoring is heuristic. It is for seeing the gap, not for auditing a site.
Install
pip install agentbi # or: uvx agentbi <url> (nothing installed permanently)
agentbi https://your-store.com # human-readable report
agentbi https://your-store.com --json # machine-readable
agentbi https://your-store.com --no-probe # static checks only, no multi-UA probing
From a clone (no install): python3 agentbi.py https://your-store.com — same flags.
Web version (stdlib only):
python3 serve.py --port 8000 # serves web/ + /api/check + /leaderboard
Limitations — read before quoting any number
These are the ones that matter; the leaderboard page says the same thing.
- No JS rendering. Client-rendered content is invisible to this scanner.
- It does not place an order. A UCP manifest is checked for existence and version, not for actually completing a checkout.
- Coverage is ~50%, and it is our problem, not the sites'. In the 2026-10-05 batch, 115 of 225 stores were evaluable; 78 returned 403. That is datacenter IP reputation hitting enterprise WAFs. Full browser headers were tried and did not reproduce. The data covers stores without an enterprise WAF, not the industry.
- WooCommerce n=8. It is every site harvestable from WooCommerce's own showcase. Read it as a direction, not a percentage.
llms.txtis often platform-generated. Allbirds, Death Wish Coffee and Ombraz have byte-identical templates. On Shopify it is a platform dividing line, not a signal of effort.
Data
batch.json — 225 online stores scanned 2026-10-05 (115 evaluable), with per-site
platform, score, UCP version, JSON-LD and llms.txt findings. Rendered at
https://agentbi.tech/leaderboard.
Headline: Shopify 69 stores → 59 with UCP (86%), avg 78. WooCommerce 8 → 0, avg 28. Custom stacks 35 → 1 (avg 14). Two stores were one UCP version behind.
Language
English by default (the audience is store owners, mostly non-Chinese).
?lang=zh on the site, --lang zh on the CLI. All user-facing strings live in
agentbi_strings.py — add keys in both languages, a missing key silently falls back to English.
Crawling behaviour
- Content is fetched only when someone submits a URL. No continuous crawling.
- User agent is honest and identifiable:
agentbi/0.1 (+https://agentbi.tech/about; agent-readiness scanner) - The single exception is the multi-UA probe, which must use real agent identifiers
to measure differential treatment. That step is documented on
/about. - ~10 requests per check, 15–20s. One real scan per domain per 10 minutes; results cached 30 min.
- Want out? contact@agentbi.tech.
License
MIT, except batch.json data which you are free to use with attribution.
Metadata
Release files for agentbi 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| agentbi-0.1.0.tar.gz | 34.8 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| agentbi-0.1.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 70.2 kB
Release files / agentbi-0.1.0.tar.gz
| Download URL | agentbi-0.1.0.tar.gz |
|---|---|
| Size | 34.8 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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No |
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Release files / agentbi-0.1.0-py3-none-any.whl
| Download URL | agentbi-0.1.0-py3-none-any.whl |
|---|---|
| Size | 35.3 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/7.0.0 CPython/3.14.7
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