Refactor the monolithic seo-analyzer into two specialist agents orchestrated in parallel by the /seo skill, plus a standalone /geo skill for AI-only audits. Changes - agents/seo-analyzer.md: refocused on classical engines (Google, Bing, DuckDuckGo). Adds Core Web Vitals 2.0 (LCP/INP/CLS + VSI), CSP + full security headers, hreflang audit, video SEO (transcripts), accessibility as ranking signal, image/video sitemaps. - agents/geo-analyzer.md: new agent for AI engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, Copilot). Covers AI crawler policy, llms.txt/llms-full.txt, Schema.org for AI extraction (QAPage, Speakable, Person+Article, Organization graph), entity SEO (Wikidata, sameAs, Knowledge Panel), content shape (Definition Lead, TL;DR, Q->A, citable stats, freshness), AI visibility testing. - agents/resources/: shared knowledge base referenced by both agents — ai-crawlers-2026.md (25+ bots, training vs retrieval categories, permissive/restrictive templates), llms-txt-template.md, geo-schemas.md (incl. deprecated list: ClaimReview, CourseInfo, etc. removed June 2025), entity-seo.md, content-shape-for-ai.md, ai-visibility-tools.md, automation-catalog.md. - skills/seo/SKILL.md: becomes parallel dispatcher. Collects context once (depth + business), spawns both agents in a single message for concurrent execution, merges envelopes into unified SEO.md. Includes authoritative file-ownership matrix to prevent parallel-edit races. - skills/geo/SKILL.md: new standalone wrapper for GEO-only audits. Scoring - Combined score: GLOBAL = 0.80 * SEO + 0.20 * GEO (local B2C), 0.75 * SEO + 0.25 * GEO (SaaS/national/content). - GEO axis weight raised from 5% (old) to first-class dimension. Policy - AI crawlers: permissive default (maximise AI citations). Restrictive template available for premium/regulated content. - Every user action in SEO.md section 11 must cite automation options from automation-catalog.md. Tools - WebFetch + WebSearch added to allowed-tools of both skills and both agents (needed for live CWV via PageSpeed API, AI visibility testing, Wikidata/Knowledge Panel lookups, competitor analysis). Research basis (2026 state of the art validated via WebSearch): - Core Web Vitals 2.0 (VSI signal, Google core update March 2026) - AI Overviews trigger on ~48% of Google searches - ClaimReview + 6 other schema types deprecated June 2025 - Definition Lead Architecture (CMU KDD 2024, +impression score) - Citations + stats add up to 40% AI visibility (Aggarwal 2024) - Wikidata grounds every major LLM (ChatGPT, Claude, Gemini, Perplexity) Backup - agents/seo-analyzer.md.bak kept for rollback reference. Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
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| name | description | argument-hint | allowed-tools | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| seo | Full SEO + GEO audit and optimization for any web project. Runs the seo-analyzer (classical search — Google, Bing, DuckDuckGo) and geo-analyzer (AI search — ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, Copilot) IN PARALLEL, then consolidates their output into a unified SEO.md report. Covers: meta, OG, JSON-LD (classical + GEO-optimised schemas), sitemap, robots.txt (including AI crawlers), llms.txt, headings, alt attrs, canonicals, hreflang, Core Web Vitals, entity SEO (Wikidata, sameAs, Knowledge Panel), content shape for AI extraction, AI visibility monitoring. Trigger: "seo", "referencement", "optimize for search", "audit SEO", "meta tags", "structured data", "JSON-LD", "sitemap", "robots.txt", "Google ranking", "local SEO", "referencement local", "fiche Google", "AI search", "GEO", "llms.txt", "ChatGPT visibility", "Perplexity", "Google AI Overview". For GEO-only audit → use /geo. For code-only bugs → use /bugfix. For feature work → use /feat. | optional keywords/scope, e.g. "local SEO plombier 91 94 77" or "SaaS B2B content strategy" |
|
/seo — parallel SEO + GEO dispatcher
This skill orchestrates TWO specialist agents running in parallel, then
merges their output into a single SEO.md report. It is the main
entry point for any SEO/GEO work on a web project.
STEP 0 — Collect shared context (ONCE)
Before spawning any agent, collect the context both agents need. This avoids asking the user the same questions twice.
Audit depth
Ask once:
AUDIT DEPTH — choose one:
LOCAL — Code-only analysis. No external calls.
Covers: markup, meta, JSON-LD, sitemap, robots.txt,
llms.txt, content shape audit, legal, security headers,
schemas for AI, entity signals (code-observable).
FULL — LOCAL + live HTTP audit, Core Web Vitals (PageSpeed API),
external presence (GMB, social, directories), AI visibility
testing, competitor analysis, Wikidata / Knowledge Panel check.
Which depth? (LOCAL / FULL)
If $ARGUMENTS contains local/code-only/quick/rapide → default LOCAL.
If $ARGUMENTS contains full/complet/externe/live → default FULL.
If $ARGUMENTS contains a production URL → suggest FULL.
Business context (one grouped block)
Both depths:
- Activity type (B2C local / B2B national / SaaS / e-commerce / service / content/media)
- Target geography (city/cities, department, region, national, international)
- Languages served (for i18n/hreflang)
- Priority keywords and AI queries
- Intervention mode: aggressive (apply fixes) / conservative (audit-only)?
FULL depth only: 6. Production URL 7. Google Business Profile URL (or "not yet") 8. Social media URLs 9. Known citations (PagesJaunes, Yelp, sector directories) 10. Known competitors 11. Known Wikidata QID / Knowledge Panel status (or "unknown") 12. Time budget for user actions post-audit
Skip questions already answered in $ARGUMENTS.
Plugin check (FULL only)
For FULL depth, verify WebFetch and WebSearch are available.
They are declared in this skill's allowed-tools, so they should
be. If the harness reports them missing, offer to downgrade to LOCAL
or continue with gaps.
Store the collected context as a single block to pass to both agents.
File ownership (prevents parallel edit conflicts)
Running two agents in parallel on the same repo is safe for ANALYSIS (read-only). It would race-condition on fixes if both touched the same file. This matrix is authoritative — pass it to both agents in their dispatch prompts:
| File / concern | Owner | Notes |
|---|---|---|
robots.txt |
geo-analyzer | Classical + AI bot directives consolidated here. seo-analyzer reads only. |
sitemap.xml + image/video sitemaps |
seo-analyzer | |
llms.txt / llms-full.txt |
geo-analyzer | |
.htaccess (redirects, security headers, 404) |
seo-analyzer | |
| JSON-LD blocks (all schemas, all pages) | geo-analyzer | Owns structure + content. seo-analyzer flags NAP inconsistencies vs GMB, geo-analyzer reconciles. |
| Meta tags (title, description, OG, Twitter, canonical, robots meta) | seo-analyzer | |
| Heading hierarchy (H1 presence/count, level skips) | seo-analyzer | Structure only. |
| H1/H2 content rewrite (Definition Lead, question-style) | geo-analyzer | Semantic rewrite for AI extraction. Batch G5 confirmation-gated. |
| TL;DR / summary blocks insertion | geo-analyzer | |
| Legal pages (mentions légales, confidentialité, CGV) | seo-analyzer | |
| CMP / cookie banner integration | seo-analyzer | |
| Images (alt, width/height, compression, WebP/AVIF) | seo-analyzer | |
| hreflang | seo-analyzer | |
| Footer links (legal + service/city pages) | seo-analyzer | |
| New city/service pages | seo-analyzer | Batch D confirmation. |
| Video transcripts | seo-analyzer (user action) |
If either agent detects a finding in a file it doesn't own, it emits a "CROSS-AGENT NOTE" in its envelope; the dispatcher forwards it to the owning agent at merge time. No direct cross-agent fix.
STEP 1 — Spawn both agents IN PARALLEL
Issue both Agent tool calls in the same message (parallel tool
calls). The harness runs them concurrently.
Agent(subagent_type="seo-analyzer")
prompt: """
Dispatched from /seo. Context:
AUDIT DEPTH: <LOCAL|FULL>
BUSINESS CONTEXT:
Activity type: ...
Geography: ...
Languages: ...
Priority keywords: ...
Intervention mode: ...
Production URL: ... (FULL only)
GMB URL: ...
Social URLs: ...
Known citations: ...
Known competitors: ...
Time budget: ...
You are the classical-SEO half of a parallel SEO+GEO audit. Do NOT
audit GEO/AI signals (llms.txt, AI crawlers, QAPage/Speakable schemas,
entity SEO, content shape for AI, AI visibility) — the geo-analyzer
agent runs in parallel and owns those.
FILE OWNERSHIP (authoritative, prevents parallel-edit conflicts):
- YOU OWN (read+write): sitemap.xml, image/video sitemaps, .htaccess,
meta tags (title, description, OG, Twitter, canonical, robots meta),
heading structure (H1 count, level skips), legal pages, CMP, images
(alt/dimensions/compression), hreflang, footer links, new city/service
pages.
- YOU READ-ONLY: robots.txt (geo-analyzer owns), JSON-LD blocks
(geo-analyzer owns structure; you flag NAP inconsistencies), llms.txt.
- CROSS-AGENT NOTES: if you find issues in files you don't own, emit
them in your envelope under "CROSS-AGENT NOTES TO geo-analyzer:"
— the dispatcher forwards.
Execute your agent spec at ~/.claude/agents/seo-analyzer.md starting
at STEP 2 (skip STEP 0 and STEP 1 — context is provided above).
At STEP 13, emit the STRUCTURED ENVELOPE for merging (not a
standalone SEO.md). Do NOT write any SEO.md file yourself — the
dispatcher will merge your output with geo-analyzer's output.
"""
Agent(subagent_type="geo-analyzer")
prompt: """
Dispatched from /seo. Context:
AUDIT DEPTH: <LOCAL|FULL>
BUSINESS CONTEXT:
(same block as above)
You are the GEO/AI half of a parallel SEO+GEO audit. Do NOT audit
classical SEO signals (meta tags, Core Web Vitals, hreflang, image
compression, classical legal compliance) — the seo-analyzer agent
runs in parallel and owns those. Your focus is AI-engine retrieval:
llms.txt, AI crawlers in robots.txt, QAPage/Speakable/Person+Article
schemas, entity SEO (Wikidata, sameAs, Knowledge Panel), content
shape for LLM extraction, AI visibility testing.
FILE OWNERSHIP (authoritative, prevents parallel-edit conflicts):
- YOU OWN (read+write): robots.txt (all directives — classical + AI),
llms.txt, llms-full.txt, JSON-LD blocks (all schemas, all pages),
H1/H2 content rewrite for Definition Lead, TL;DR / summary blocks,
content shape changes.
- YOU READ-ONLY: sitemap.xml, .htaccess, meta tags, heading structure
(seo-analyzer owns structure), legal pages, images, hreflang.
- CROSS-AGENT NOTES: if you find issues in files you don't own, emit
them in your envelope under "CROSS-AGENT NOTES TO seo-analyzer:"
— the dispatcher forwards.
Execute your agent spec at ~/.claude/agents/geo-analyzer.md starting
at STEP 2 (skip STEP 0 and STEP 1 — context is provided above).
At STEP 14, emit the STRUCTURED ENVELOPE for merging (not a
standalone GEO.md). Do NOT write any GEO.md or SEO.md file yourself —
the dispatcher will merge your output with seo-analyzer's output.
"""
STEP 2 — Merge envelopes into SEO.md
Both agents return structured envelopes keyed by SEO.md section
numbers. Consolidate them into a single SEO.md at project root
(or docs/SEO.md if that convention exists).
Combined score calculation
Per user decision:
- Local B2C:
GLOBAL = 0.80 × SEO_score + 0.20 × GEO_score - SaaS / national / content:
GLOBAL = 0.75 × SEO_score + 0.25 × GEO_score
Final SEO.md structure
# Audit SEO + GEO — <Project Name>
**Date** : <YYYY-MM-DD>
**Version** : v<N> (incremented on each run)
**Agents** : seo-analyzer + geo-analyzer (parallel)
**URL** : <production URL>
**Depth** : LOCAL | FULL
**Score SEO (classique)** : XX.X / 20
**Score GEO (IA)** : XX.X / 20
**Score global pondéré** : XX.X / 20 (<weights explained>)
---
## 0. Alertes majeures (conformité + risques SEO/GEO)
<Merged from both agents — legal blockers, catastrophic issues>
## 1. Notes globales (/20 par axe + pondérée)
<SEO scoring table from seo-analyzer + GEO scoring table from geo-analyzer + combined score>
## 2. Audit technique (HTTP, CWV, sécurité)
<From seo-analyzer>
## 3. Audit on-page (meta, headings, content, images, video, a11y, i18n)
<From seo-analyzer>
## 4. SEO local / NAP
<From seo-analyzer>
## 5. Présence externe (GMB, réseaux sociaux, citations)
<From seo-analyzer — FULL only>
## 6. Analyse concurrentielle
<From seo-analyzer — FULL only>
## 7. Optimisation GEO / IA
<From geo-analyzer — full dedicated section with sub-sections:>
### 7.1 AI crawlers policy
### 7.2 llms.txt / llms-full.txt
### 7.3 Schema.org pour extraction IA (QAPage, Speakable, Person, Article+author)
### 7.4 Entity SEO (Wikidata, @id, sameAs, Knowledge Panel)
### 7.5 Content shape pour extraction IA (Definition Lead, TL;DR, citations, fraîcheur)
### 7.6 Visibilité IA (tests — FULL only)
## 8. Plan d'action — QUICK WINS (< 7 jours)
<Merged from both agents — AUTO + USER, dedupe overlaps>
## 9. Plan d'action — MOYEN TERME (1-3 mois)
<Merged>
## 10. Plan d'action — LONG TERME (3-6 mois)
<Merged>
## 11. Actions utilisateur requises
<Merged — EVERY entry includes "Automatisation possible avec: <tools>"
per ~/.claude/agents/resources/automation-catalog.md>
## 12. Recommandations gratuites (outils, méthodes, budget 0 EUR)
<Merged — GSC, PageSpeed, Schema validator, manual AI-visibility spreadsheet, etc.>
## 13. Synthèse 90 jours — objectifs réalistes
<Combined measurable targets: review count, ranking positions, traffic,
AI mention rate, Wikidata presence>
## 14. Annexe — informations non-auditables automatiquement
<Merged — what couldn't be checked, why>
## 15. Log des modifications appliquées par les agents
<Merged change logs from both agents, grouped by batch>
---
## Historique
<Previous audit summaries preserved here>
Deduplication rules
Both agents may surface overlapping findings (e.g. JSON-LD presence, Legal compliance). Merge rule:
- Hard dedupe: identical finding text → keep one, credit both agents
in a
<sub>Detected by: seo-analyzer, geo-analyzer</sub>line - Complementary findings: both agents see the same feature from different angles (classical ranking + AI extraction) → keep both, group under the same section
- Conflicting findings: rare — if one agent says "remove schema X" and the other says "keep schema X", flag explicitly in §0 and let the user decide
STEP 3 — Console summary
SEO + GEO AUDIT COMPLETE (parallel dispatch)
URL : <url>
FRAMEWORK : <name + rendering>
DEPTH : LOCAL | FULL
NOTE SEO (classique) : XX.X / 20
NOTE GEO (IA) : XX.X / 20
NOTE GLOBALE (pondérée) : XX.X / 20
CHANGEMENTS APPLIQUES (N) : voir SEO.md §15
ACTIONS UTILISATEUR (N) : voir SEO.md §11 (avec automatisation)
CONFORMITÉ LÉGALE : OK | <N> blockers → §0
ALERTES MAJEURES : <short list>
PROCHAINE ÉTAPE : <highest-priority immediate action>
Rules
- Parallel dispatch is mandatory. Both Agent calls MUST be in the same message so the harness runs them concurrently. Sequential dispatch doubles wall-clock time and is explicitly forbidden.
- Context collected once. STEP 0 runs before any agent call. Do not let either agent re-ask the user questions that STEP 0 already answered.
- Neither agent writes SEO.md. Only the dispatcher (this skill) writes the consolidated report. Agents return envelopes.
- Merge, don't overwrite. On re-run, previous SEO.md's Historique section is preserved. Current content moves to Historique with summary (date + score + key changes).
- Every user action has automation options. Per user CLAUDE.md,
mandatory from
automation-catalog.md. - Scoring weights per user decision: GEO = 20% local B2C, 25% SaaS/national/content. Combined score formula is explicit in §1.