Connect OpenClaw or another MCP-compatible agent to Google Search Console and retrieve official read-only properties, performance, sitemap, and URL inspection data. Use for clicks, impressions, CTR, average position, queries, pages, countries, devices, dates, and indexing investigations.
数据分析
seo-google
试用Google SEO APIs: Search Console (Search Analytics, URL Inspection, Sitemaps), PageSpeed Insights v5, CrUX field data with 25-week history, Indexing API v3, and GA4 organic traffic. Provides real Google field data for Core Web Vitals, indexation status, search performance, and organic traffic trends. Use when user says "search console", "GSC", "PageSpeed", "CrUX", "field data", "indexing API", "GA4 organic", "URL inspection", or "real CWV data".
它能做什么
Google SEO APIs: Search Console (Search Analytics, URL Inspection, Sitemaps), PageSpeed Insights v5, CrUX field data with 25-week history, Indexing API v3, and GA4 organic traffic. Provides real Google field data for Core Web Vitals, indexation status, search performance, and organic traffic trends. Use when user says "search console", "GSC", "PageSpeed", "CrUX", "field data", "indexing API", "GA4 organic", "URL inspection", or "real CWV data".
技能文档
Google SEO APIs
Direct access to Google's own SEO data. Bridges the gap between crawl-based analysis (existing seo-geo-skill skills) and Google's real-time field data: actual Chrome user metrics, real indexation status, search performance, and organic traffic.
All APIs are free. Setup requires a Google Cloud project with API key and/or
service account -- run /seo google setup for step-by-step instructions.
Prerequisites
Before executing any command, check credentials:
seogeo google-auth --check --json
Config file: ~/.config/seo-geo-skill/google-api.json
{
"service_account_path": "/path/to/service_account.json",
"api_key": "",
"default_property": "sc-domain:example.com",
"ga4_property_id": "properties/123456789"
}
If missing, read references/auth-setup.md and walk the user through setup.
Credential Tiers
| Tier | Detection | Available Commands |
|---|---|---|
| 0 (API Key) | api_key present | pagespeed, crux, crux-history, youtube, nlp |
| 1 (OAuth/SA) | + OAuth token or service account | Tier 0 + gsc, inspect, sitemaps, index |
| 2 (Full) | + ga4_property_id configured | Tier 1 + ga4, ga4-pages |
| 3 (Ads) | + ads_developer_token + ads_customer_id | Tier 2 + keywords, volume |
Always communicate the detected tier before running commands.
Quick Reference
| Command | What it does | Tier |
|---|---|---|
/seo google setup | Check/configure API credentials | -- |
/seo google pagespeed | PSI Lighthouse + CrUX field data | 0 |
/seo google crux | CrUX field data only (p75 metrics) | 0 |
/seo google crux-history | 25-week CWV trend analysis | 0 |
/seo google gsc | Search Console: clicks, impressions, CTR, position | 1 |
/seo google inspect | URL Inspection: index status, canonical, crawl info | 1 |
/seo google inspect-batch | Batch URL Inspection from file | 1 |
/seo google sitemaps | GSC sitemap status | 1 |
/seo google index | Submit URL to Indexing API | 1 |
/seo google index-batch | Batch submit up to 200 URLs | 1 |
/seo google ga4 [property-id] | GA4 organic traffic report | 2 |
/seo google ga4-pages [property-id] | Top organic landing pages | 2 |
/seo google youtube | YouTube video search (views, likes, duration) | 0 |
/seo google youtube-video | YouTube video details + top comments | 0 |
/seo google nlp | NLP entity extraction + sentiment + classification | 0 |
/seo google entities | Entity analysis only (for E-E-A-T) | 0 |
/seo google keywords | Keyword ideas from Google Ads Keyword Planner | 3 |
/seo google volume | Search volume lookup from Keyword Planner | 3 |
/seo google entity | Knowledge Graph entity check | 0 |
/seo google safety | Web Risk URL safety check | 0 |
/seo google quotas | Show rate limits for all APIs | -- |
PageSpeed + CrUX
/seo google pagespeed
Combined Lighthouse lab data + CrUX field data.
Script: seogeo pagespeed --json
Reference: references/pagespeed-crux-api.md
Default: Both mobile + desktop strategies, all Lighthouse categories.
Output merges lab scores (point-in-time Lighthouse) with field data (28-day Chrome user metrics). CrUX tries URL-level first, falls back to origin-level.
/seo google crux
CrUX field data only (no Lighthouse run). Faster.
Script: seogeo pagespeed --crux-only --json
/seo google crux-history
25-week CrUX History trends. Shows whether CWV metrics are improving, stable, or degrading.
Script: seogeo crux-history --json
Reference: references/pagespeed-crux-api.md
Output includes per-metric trend direction, percentage change, and weekly p75 values.
Search Console
/seo google gsc
Search Analytics: clicks, impressions, CTR, position for last 28 days.
Script: seogeo gsc-query --property --json
Reference: references/search-console-api.md
Default: 28 days, dimensions=query,page, type=web, limit=1000.
Includes quick-win detection: queries at position 4-10 with high impressions.
The totals block comes from a separate dimensionless aggregate query because
query-level rows can omit anonymized low-volume traffic. Treat totals as
site-wide only when totals_complete is true. --limit caps total returned
dimension rows, not the size of every pagination request.
AI surfaces in GSC (2026):
- Generative AI performance report (launched 2026-06-03), a dedicated view of AI Overviews + AI Mode visibility. Impressions only (no clicks/CTR/position/query); dimensions Pages/Countries/Devices/Dates (Pacific Time); 1,000-row limit; newest data preliminary; a separate Discover gen-AI report also exists. Rolling out to a subset of properties.
- AI Mode already rolls into standard Performance totals (Web search type), clicks (external-link clicks in AI Mode) and impressions are counted in the normal report, so you cannot cleanly split "classic" vs "AI" traffic from totals. Use the Generative AI report for impressions-only AI visibility.
- Data-reliability caveat: a GSC logging error made impressions, CTR, and average position unreliable from 2025-05-13 to 2026-04-27 (clicks unaffected; fixed forward-only, no backfill). Treat impression/CTR/position trends spanning that window with caution; expect an apparent impressions drop after the fix.
/seo google inspect
URL Inspection: real indexation status from Google.
Script: seogeo gsc-inspect --json
Returns: verdict (PASS/FAIL), coverage state, robots.txt status, indexing state, page fetch state, canonical selection, mobile usability, rich results.
/seo google inspect-batch
Batch inspection from a file (one URL per line). Rate limited to 2,000/day per site.
Script: seogeo gsc-inspect --batch --json
/seo google sitemaps
List submitted sitemaps with status, errors, warnings. Sitemap contents report submitted counts only; URL Inspection API is the indexation truth for whether specific URLs are indexed.
Script: seogeo gsc-sitemaps --property --json
Indexing API
/seo google index
Notify Google of a URL update.
Script: seogeo indexing-notify --json
Reference: references/indexing-api.md
The Indexing API is officially for JobPosting and BroadcastEvent/VideoObject pages. Always inform the user of this restriction. Daily quota: 200 publish requests.
/seo google index-batch
Batch submit URLs from a file. Tracks quota usage.
Script: seogeo indexing-notify --batch --json
GA4 Traffic
/seo google ga4 [property-id]
Organic traffic report: daily sessions, users, pageviews, bounce rate, engagement.
Script: seogeo ga4-report --property --json
Reference: references/ga4-data-api.md
Default: 28 days, filtered to Organic Search channel group.
GA4 "AI Assistants" channel (live ~2026-05-13): GA4 added a native AI Assistants Default Channel Group. Sessions referred by a recognized AI assistant get
medium=ai-assistant. Google's recognized sources are ChatGPT, Gemini, Claude, Deepseek, Copilot, Grok and the channel excludes Google AI Overviews / AI Mode. Verify Perplexity separately if needed; unsupported sources may stay in Referral, and most AI sessions arrive referrer-less and fall into Direct, so this channel undercounts AI traffic. Forward-only, no backfill.
/seo google ga4-pages [property-id]
Top organic landing pages ranked by sessions.
Script: seogeo ga4-report --property --report top-pages --json
YouTube (Video SEO)
Some third-party studies report a 0.737 correlation between YouTube mentions and AI visibility. Treat it as a methodology-dependent signal. Free, API key only.
/seo google youtube
Search YouTube for videos. Returns title, channel, views, likes, duration.
Script: seogeo youtube-search search "" --json
Reference: references/youtube-api.md
Quota: 100 units per search (10,000 units/day free).
/seo google youtube-video
Detailed video info + tags + top 10 comments.
Script: seogeo youtube-search video --json
Quota: 2 units (video details + comments).
NLP Content Analysis
Google NLP entity/sentiment output for internal content-quality checks. Do not treat it as Google E-E-A-T scoring.
/seo google nlp
Full NLP analysis: entities, sentiment, content classification.
Script: seogeo nlp-analyze --url --json or --text "..."
Reference: references/nlp-api.md
Free tier: 5,000 units/month. Requires billing enabled on GCP project.
/seo google entities
Entity extraction only (faster, less quota).
Script: seogeo nlp-analyze --url --features entities --json
Keyword Research (Google Ads)
Gold-standard keyword volume data. Requires Google Ads account.
/seo google keywords
Generate keyword ideas from seed terms.
Script: seogeo keyword-planner ideas "" --json
Reference: references/keyword-planner-api.md
Requires: Ads developer token + customer ID in config (Tier 3).
/seo google volume
Search volume for specific keywords (comma-separated).
Script: seogeo keyword-planner volume "," --json
Supplementary
/seo google entity
Knowledge Graph entity check. Verifies brand presence.
Reference: references/supplementary-apis.md
Uses Knowledge Graph Search API with API key.
/seo google safety
Web Risk API check for malware/social engineering flags.
Reference: references/supplementary-apis.md
/seo google quotas
Display rate limits table. Read references/rate-limits-quotas.md.
Reports
After any analysis command, offer to generate a PDF/HTML report.
/seo google report
Generate a professional PDF report with charts and analytics.
Script: seogeo google-report --type --data --domain --format pdf
| Type | Input | Output |
|---|---|---|
cwv-audit | PSI + CrUX + CrUX History data | Core Web Vitals audit with gauges, timelines, distributions |
gsc-performance | GSC query data | Search Console report with query tables, quick wins |
indexation | Batch inspection data | Indexation status with coverage donut chart |
full | All data combined | Comprehensive Google SEO report (all sections) |
Workflow:
- Run data collection commands (pagespeed, gsc, inspect-batch, etc.)
- Save JSON output to file:
seogeo pagespeed --json > data.json - Generate report:
seogeo google-report --type cwv-audit --data data.json --domain
Convention: After completing analysis, suggest: "Generate a report? Use /seo google report "
Rate Limits
| API | Per-Minute | Per-Day | Auth |
|---|---|---|---|
| PSI v5 | 240 QPM | 25,000 QPD | API Key |
| CrUX + History | 150 QPM (shared) | Unlimited | API Key |
| GSC Search Analytics | 1,200 QPM/site | 30M QPD | Service Account |
| GSC URL Inspection | 600 QPM | 2,000 QPD/site | Service Account |
| Indexing API | 380 RPM | 200 publish/day | Service Account |
| GA4 Data API | 10 concurrent | ~25K tokens/day | Service Account |
Cross-Skill Integration
- seo-audit: Spawns
seo-googleagent for live CWV + indexation data (conditional) - seo-technical: Uses seogeo pagespeed for real CWV field data
- seo-performance: CrUX field data supplements Lighthouse lab data
- seo-sitemap: GSC sitemap status shows submitted counts, errors, and warnings; use URL Inspection for indexation truth
- seo-content: GSC query data informs keyword targeting
- seo-geo: Use GSC Generative AI performance reports and AI Overviews/AI Mode/Discover gen-AI include/exclude controls where available
Output Format
- CWV metrics: traffic-light rating (Good / Needs Improvement / Poor)
- Performance reports: tables with sortable columns
- Always include data freshness note
- Save reports as
GOOGLE-API-REPORT-{domain}.md - Markdown/LLM templates in
assets/templates/:cwv-audit-report.md,gsc-performance-report.md,indexation-status-report.md; distinct fromseogeo google-report's PDF pipeline
Technical Notes
- INP replaced FID on March 12, 2024. Never reference FID.
- CLS values from CrUX are string-encoded (e.g., "0.05"). Scripts handle parsing.
- CrUX 404 = insufficient traffic, not an auth error.
- Search Analytics data has 2-3 day lag.
round_trip_timereplacedeffectiveConnectionTypein CrUX (Feb 2025).- Custom Search JSON API is closed to new customers (2025).
Error Handling
| Scenario | Action |
|---|---|
| No credentials configured | Run /seo google setup. List Tier 0 commands that work with just an API key. |
| Service account lacks GSC access | Report error. Instruct: add client_email to GSC > Settings > Users > Add. |
| CrUX data unavailable (404) | Report insufficient Chrome traffic. Suggest PSI lab data as fallback. |
| GA4 property not found | Report error. Show how to find property ID in GA4 Admin > Property Details. |
| Indexing API quota exceeded | Report 200/day limit. Suggest prioritizing most important URLs. |
| Rate limit (429) | Wait and retry with exponential backoff. Report which API hit the limit. |
Tooling
# What is configured
seogeo google-auth --check --json
seogeo google-auth --tier
seogeo google-auth --setup
# Search Console
seogeo gsc-sites --json
seogeo gsc-query --property https://example.com/ --dimensions query --days 28 --json
seogeo gsc-query --property https://example.com/ --dimensions page,query --limit 500 --json
seogeo gsc-sitemaps --property https://example.com/ --json
seogeo gsc-inspect https://example.com/page --property https://example.com/ --json
seogeo gsc-inspect --batch urls.txt --property https://example.com/ --json
# Performance
seogeo pagespeed https://example.com --strategy both --json
seogeo crux-history https://example.com --form-factor PHONE --json
seogeo lcp-subparts https://example.com --json
# Indexing API
seogeo indexing-notify https://example.com/new-page --type URL_UPDATED --json
seogeo indexing-notify --batch urls.txt --json
seogeo indexing-notify --status https://example.com/page --json
# Analytics and content
seogeo ga4-report --property 123456789 --report organic --days 28 --json
seogeo ga4-report --property 123456789 --report top-pages --json
seogeo nlp-analyze --url https://example.com/post --features entities,categories --json
seogeo youtube-search search "core web vitals" --limit 10 --json
seogeo keyword-planner ideas "coffee subscription" --country US --json
# Deliverable
seogeo google-report --type full --data audit-data.json \
--domain example.com --format pdf
Two credential tiers, and they unlock different things:
| Credential | Unlocks |
|---|---|
API key (GOOGLE_API_KEY) | PageSpeed, CrUX, CrUX History, LCP subparts, Natural Language, YouTube |
Service account (GOOGLE_APPLICATION_CREDENTIALS) | Search Console, URL Inspection, Indexing API, GA4 |
Run google-auth --check before promising data. If a service is not
configured, say which credential is missing and what it would unlock —
do not silently fall back to a weaker source and present it as equivalent.
Search Console data lags roughly two days, so the default window ends there rather than today. Anything more recent is incomplete, not zero.
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