Audit and fix agent readiness: the Lighthouse Agentic Browsing fraction, accessibility tree for agents, robots.txt and Content-Signal for AI agents, WAF treatment of agent traffic, llms.txt, Markdown delivery, ai-catalog.json, /.well-known discovery files, and WebMCP tools. Exclude AI citability and brand signals (seo-geo) and commerce protocol depth (seo-ecommerce).
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Audit and fix agent readiness: the Lighthouse Agentic Browsing fraction, accessibility tree for agents, robots.txt and Content-Signal for AI agents, WAF treatment of agent traffic, llms.txt, Markdown delivery, ai-catalog.json, /.well-known discovery files, and WebMCP tools. Exclude AI citability and brand signals (seo-geo) and commerce protocol depth (seo-ecommerce).
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Makes a site usable by AI agents that browse, fill forms and act for people (ChatGPT's browser, Gemini in Chrome, Claude in Chrome, Comet, Edge), and explains Google's Lighthouse Agentic Browsing result.
The framing that survives every standards outcome: agent readiness is accessibility plus performance plus access policy, with a Markdown and discovery layer on top. WebMCP is an optional enhancement for sites with forms or transactions, not a foundation (WebKit opposes it, Mozilla is neutral, and only ChatGPT desktop calls tools by default).
| Command | What it does |
|---|---|
/seo agentic <url> | Full agent-readiness audit (default mode) |
/seo agentic lighthouse <url or file.json> | Explain the Lighthouse Agentic Browsing X/N result |
/seo agentic fix <url> | Draft fixes: robots.txt Content-Signal, llms.txt, ai-catalog.json, WebMCP |
/seo agentic refresh | Re-verify the dated facts in references/vendor-matrix.md |
Run the steps in this order and keep every tool's JSON for the report.
"${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run lighthouse_agentic.py <url> --strategy both --json.
Uses PSI v5 (category=AGENTIC_BROWSING); a Google API key avoids the
shared anonymous quota. With a saved report use --from-json <file>.
Report the fraction as X/N exactly as computed. Never convert it to a
percentage and never assume N: it is at most 6, and N/A and informative
audits drop out. Read references/lighthouse-agentic-category.md before explaining it."${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run agentic_check.py <url> --json.
Covers server-rendered content, robots.txt groups per AI agent and
Content-Signal, llms.txt, Markdown delivery, ai-catalog.json, /.well-known
documents, and WebMCP markup."${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run agent_ux_check.py <url> --json.
A local 0-100 heuristic; present it separately from the Lighthouse fraction.
Page-level criteria: references/agent-friendly-pages.md.--ua-matrix to step 2
only when the user controls the site or confirms they are authorized to
test it: it sends requests carrying AI agents' user-agent tokens. Treat the
result as behaviour toward unverified traffic, never as proof that the
real agent is blocked. Access rules: references/access-policy.md.well-known:ucp) and
hand depth to seo-ecommerce (ucp_check.py).| Priority | Item | Tool check id |
|---|---|---|
| P0 | Accessible names, valid roles, nothing interactive hidden from the tree | Lighthouse agent-accessibility-tree, agent_ux_check.py |
| P0 | CLS at or under 0.1 | Lighthouse cumulative-layout-shift |
| P0 | Primary content present without JavaScript | server-rendered |
| P0 | robots.txt reachable, with deliberate groups per AI purpose | robots-reachable, robots-ai-groups |
| P0 | WAF lets verified bots and signed agents through; no CAPTCHA on content | waf-ua-matrix plus WAF logs |
| P1 | Private paths protected by authentication, not robots.txt (user-triggered agents may ignore it) | robots-user-agents |
| P1 | Content-Signal inside every relevant group (absence is info, a gap is warn) | content-signal |
| P1 | llms.txt passing the Lighthouse rules (absence is info) | llms-txt |
| P1 | Markdown via .md URLs or Accept: text/markdown with Vary: Accept | markdown-delivery |
| P1 | Stable, visible confirmation states; no hover-only menus or focus traps | manual review (no script evidence; say so if not checked) |
| P1 (transactional) / P2 | Imperative WebMCP tools bound to existing handlers | webmcp-tools, Lighthouse webmcp-registered-tools |
| P1 if tools exist | Tool safety: annotations, confirmation, logging, and no tool description that tells agents to skip confirmation | review the tool list and descriptions from Lighthouse webmcp-registered-tools (it sees tools registered by third-party scripts that the page source does not show) against references/webmcp.md |
| P2 | WebMCP registered on document.modelContext, not only the legacy navigator entry point |
Fix in order P0, then P1. Do not recommend lower priorities while a measured P0 fails. A P0 you could not test (for example the WAF check on a third-party site) is reported as "not tested" and does not block the rest; the Lighthouse "paths" are listed as options either way.
X/N (mobile and desktop), the Agent-UX heuristic,
and the count of P0 failures. One sentence on what most limits agents today.lighthouse_agentic.py that add a
counted audit, stated as options, not goals.Drafts go to stdout for review; nothing is deployed and no file is overwritten.
"${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run agentic_fix.py robots <url> --signal "search=yes, ai-input=yes, ai-train=no"
"${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run agentic_fix.py llms <url>
"${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run agentic_fix.py ai-catalog --publisher example.com --entry "Name|media type|url"
"${CLAUDE_PLUGIN_ROOT}/scripts/claude-seo" run agentic_fix.py webmcp <url> --json
robots adds Content-Signal to each group and never changes Allow or
Disallow. Ask the user for their training policy before choosing
ai-train=yes or no; do not decide it for them.webmcp drafts one tool per real form, submitting through the form so the
UI's own handler runs. Mark sends, purchases and deletes consequential and
keep a human confirmation step. Read references/webmcp.md first.references/discovery-and-markdown.md.references/vendor-matrix.md and keep its source
grade. If a row is older than 60 days, say so or run /seo agentic refresh.Follow the "Refresh procedure" in references/vendor-matrix.md. Update the
matrix dates, references/lighthouse-agentic-category.md when the Lighthouse
version changes, and the CHECKED_ON constant in agentic_check.py together.
url_safety (SSRF and DNS-rebinding guards). For
a local or staging host, the operator names it in
CLAUDE_SEO_LOCAL_TARGETS (see seo-technical).lighthouse_agentic.py reads the key from the shared
Google config and redacts it from errors.references/lighthouse-agentic-category.md: the seven audits, the fraction
math, maximum N, the axe rule list, ARD discovery orderreferences/agent-friendly-pages.md: page-level accessibility and layout
criteria for agentsreferences/access-policy.md: tokens by purpose, RFC 9309 group selection,
Content-Signal, WAF, Web Bot Authreferences/discovery-and-markdown.md: llms.txt, Markdown delivery (tested
nginx), ai-catalog.json, /.well-known documents, commerce pointersreferences/webmcp.md: status, consumers, API, safe patternsreferences/vendor-matrix.md: dated, source-graded vendor facts and the
refresh procedure| Scenario | Action |
|---|---|
| PSI quota exceeded or no key | Say so, suggest configuring a Google API key (/seo google setup), and continue with steps 2 and 3. Offer a local run: npx lighthouse@latest <url> --only-categories=agentic-browsing --output=json, then --from-json. |
Agent-UX score_status: unavailable (no Chromium) | Report the heuristic as unavailable and rely on Lighthouse agent-accessibility-tree for the tree. Use html_findings (when html_only_fallback is true) only if server-rendered passed; on a client-rendered page they describe the empty app shell. Suggest /seo setup for Chromium. |
| Static WebMCP count differs from Lighthouse | registerTool_call_sites counts call sites, not tools. Report the Lighthouse webmcp-registered-tools list as the tool count. |
| No agentic-browsing category in a saved report | The report predates Lighthouse 13.2; rerun with a current version. |
| WebMCP audits N/A | The testing browser lacked WebMCP support, or the page registers nothing. Not a defect. |
| Site blocks the audit fetcher | Report the status and headers; do not retry with spoofed agent user agents unless step 4's authorization applies. |
| URL blocked by url_safety | Explain the SSRF guard; for a host the user controls, see CLAUDE_SEO_LOCAL_TARGETS. |
In these kits
More from @agricidaniel
Works with
Claude, Codex, Cursor & morewebmcp-entry-point |
| P2 | API Catalog, OAuth metadata (only if you run APIs) | well-known:api-catalog, well-known:oauth-* |
| P3 | A2A agent card, UCP profile (only if you run them) | well-known:agent-card.json, well-known:ucp |
| P3 | Declarative WebMCP form attributes (Chrome only) | webmcp-form-annotations (static); Lighthouse webmcp-form-coverage |
| P3 (P1 when a catalog URL fails, including a catch-all 200 at the well-known path) | ai-catalog.json (only if you have agent resources) | ard-catalog |
| P1 | Unknown URLs return a real 404 (a catch-all 200 fails llms-txt and ard-schema in Lighthouse) | http-404 |