AI SEO
by coreyhaines31 / marketingskills
Optimize content for AI search engines, get cited by LLMs, or appear in AI-generated answers.
SEO + GEO (AI-search) + brand-entity desk (Busabase App-in-Skill): wired to Google Search Console for a dashboard over search analytics and an agent-prepared SEO opportunities review queue, plus an AI-visibility tracker (are we cited in ChatGPT / Perplexity / Gemini / Claude / Copilot answers), a GEO content-optimization queue gated by geo-qa, and an entity / knowledge-panel readiness checklist.
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Install data from skills.sh
Kelly SEO is an AI SEO (GEO and AEO) skill for AI agents, published in the seoskills.sh catalog. Reach for it when your work involves answer and generative engine optimization for AI Overviews, Perplexity, and ChatGPT. Install it with one command and it runs inside your own agent, so the work happens in your workflow, not a separate SEO tool.
Use this skill as Kelly's SEO + GEO desk. A Busabase-backed App-in-Skill holds Google Search Console search analytics (clicks, impressions, CTR, position for queries and pages across configured site properties) and an agent-prepared SEO opportunities review queue: title/meta rewrites, internal-link suggestions, new-content briefs, and page-issue fixes that the user approves, edits, or blocks.
It also covers the AI-search side (GEO — Generative Engine Optimization): an
AI-visibility tracker showing whether AI answer engines (ChatGPT /
Perplexity / Gemini / Claude / Copilot) cite the brand for a set of tracked
prompts, a GEO content-optimization review queue (agent-drafted rewrites
that make a page more citable, each scored by the geo-qa quality gate),
and a brand-entity / knowledge-panel readiness checklist (Wikidata,
schema.org Organization/Person, consistent NAP, sameAs links). GEO
opportunities and entity signals flow through the same Busabase Bases and
the same five-state review model as SEO opportunities.
Pulling Search Console analytics is a genuine external operation a browser
cannot perform (it needs a Google service-account key or OAuth token):
scripts/sync_gsc.mjs is the only place analytics data enters the system.
The AirApp itself only reads Busabase and writes review decisions (approve /
request changes / block / revise) directly onto the opportunity, GEO
opportunity, or entity-signal record; scripts/execute_decisions.mjs
records the planned follow-up for approved SEO opportunities, and the agent
performs the actual site edit outside the app after explicit approval.
Default behavior is AirApp-first. Unless the user explicitly asks only for explanation, sync what's due and give the user the clickable AirApp URL (or the local preview URL when local preview is explicitly requested). Use chat-only mode only when the user says "纯聊天", "chat only", "不要打开 UI", or similar.
$kelly-app-skill-creator for product behavior, visual quality, responsive layout, and the complete canonical content/kelly-seo-app/ artifact.$busabase for connection, target Space, node discovery, ChangeRequests, review, and merge behavior.$busabase-app-creator for resource modeling, AirApp runtime limits, security, validation, and deployment.If a dependency is unavailable, preserve this skill's artifact and product contracts, stop before the unavailable Busabase operation, and report the exact missing dependency. Do not invent a second data backend.
scripts/sync_gsc.mjs calls the read-only GSC API and writes normalized
site/query/page records into Busabase. It never mutates Search Console
properties, submits sitemaps, or requests indexing.scripts/execute_decisions.mjs marks the opportunity ready_for_agent.
GEO content changes follow the same rule: approved in #/optimize,
published by the agent outside the app.ai-visibility Base directly (via
busabase-sdk, following references/seo-schema.md's field slugs). Never
fabricate a citation, an answer position, or a stat — the geo-qa gate
BLOCKs ungrounded claims for exactly this reason.KELLY_SEO_GSC_SERVICE_ACCOUNT_FILE,
KELLY_SEO_GSC_ACCESS_TOKEN). Never commit config.local.json, env files,
service-account keys, or access tokens.Eight Bases under one application Folder (kelly-seo), declared in
content/kelly-seo-app/app/js/config.js and the generated template sidecars under content/:
sites: configured Search Console properties with 28d totals and a daily trend series, synced by scripts/sync_gsc.mjs.queries: top queries with deltas, opportunity badges, top pages, and a trend series (capped at 100 rows by clicks).pages: top pages with deltas, indexing/canonical issues, top queries, and a trend series (capped at 100 rows by clicks).opportunities: the SEO review queue — title/meta rewrite, internal links, content brief, or page-issue fix, with the human decision and execution marker on the same row.geo-opportunities: the GEO content-optimization review queue — citable rewrite, quotable stats, Q&A block, or schema markup, gated by geo-qa (recomputed live from the draft on every read).ai-visibility: tracked AI-answer-engine prompts with per-engine mentions and a visibility trend.entity-signals: the brand-entity / knowledge-panel readiness checklist.settings: one row (record-id: "config") with the brand, GSC sync window/read-only config, last-sync range, warnings, and the AI-visibility score baseline.Resources provision lazily through an idempotent Busabase ChangeRequest the
first time the app runs in a Space; see references/seo-schema.md for exact
field shapes. Metrics, the AI-visibility score, and the entity-readiness
score are recomputed client-side from the stored rows on every read
(content/kelly-seo-app/app/js/seo-model.js's buildSnapshot/assembleSnapshot), so the
desk is always fresh regardless of when a browser session loads it relative
to the last sync.
On invocation, check the sites Base. If it is empty, guide setup before
syncing real data: ask which site properties to track (property_url, a
short site_id, verification type) and which auth method to use. Never ask
the user to paste keys or tokens into chat.
Private config priority (read only by the trusted scripts/sync_gsc.mjs,
never by the AirApp):
KELLY_SEO_CONFIG=/absolute/path/to/config.jsonskills/kelly-seo/config.local.json~/.config/kelly-seo/config.jsonEnv priority:
KELLY_SEO_ENV_FILE=/absolute/path/to/.env.envskills/kelly-seo/.env.local~/.config/kelly-seo/.envconfig.local.json shape: { "sites": [{ "site_id", "property_url", "verification_type" }], "auth": { "method", "service_account_file_env", "access_token_env" }, "sync": { "window_days", "row_limit" } }.
Auth methods (choose one):
KELLY_SEO_GSC_SERVICE_ACCOUNT_FILE at the key file path in a local env file.https://www.googleapis.com/auth/webmasters.readonly in KELLY_SEO_GSC_ACCESS_TOKEN.Default behavior is AirApp-first — give the user the clickable AirApp URL.
Start pnpm --dir content/kelly-seo-app dev only when local preview/debugging is explicitly
requested.
Required app views (hash routes):
#/overview: SEO command desk. Per-site KPI cards (clicks, impressions, CTR, average position, 28d vs previous 28d deltas), a daily clicks/impressions trend, top movers (queries with the biggest click gains and losses), site freshness (last sync), and the human-attention panel for opportunities needing review.#/queries: top queries table with clicks, impressions, CTR, position, deltas vs the previous period, and opportunity badges such as "position 8-15" or "CTR below expected". Selecting a row opens #/queries/<id> with a per-query trend, top pages for the query, and agent notes.#/pages: top pages table with URL, clicks, impressions, CTR, position, deltas, and indexing/canonical warnings when present. Detail at #/pages/<id> shows the per-page trend and top queries for the page.#/opportunities: review queue with workflow states needs_review, changes_requested, approved, done, and blocked. Each agent-proposed action (title/meta rewrite with draft, internal-link suggestion, new-content brief, fix-page issue) carries a reason, expected impact, an editable draft, decision buttons (approve / request changes / block), a Review note textarea, and a stable reference such as Opportunity #1. Decisions write directly onto the opportunity record through busabase-sdk.#/geo: AI-visibility tracker. An engines × prompts matrix showing, for each tracked prompt, which AI answer engines (ChatGPT / Perplexity / Gemini / Claude / Copilot) cite the brand, at what answer position, with what sentiment and cited page, plus an overall AI-visibility score and a visibility-over-time trend.#/optimize: GEO content-optimization review queue with the same needs_review / changes_requested / approved / done / blocked states. Each agent-proposed change (citable rewrite, quotable stats, Q&A block, schema markup) carries a target prompt, reason, expected impact, an editable draft, kb-style grounding lines, and a live geo-qa gate verdict (SHIP / FIX / BLOCK). A change the gate BLOCKs (for example a fabricated stat) cannot be approved until the failing checks are resolved.#/entity: entity / knowledge-panel readiness checklist of brand-entity signals (Wikidata entity, Wikipedia/notability, schema.org Organization, sameAs links, consistent NAP, founder/person entity) with a present / partial / missing status, an agent-proposed fix for each gap, and an overall readiness score.#/sites: configured properties with property URL, verification type, last sync, and 28d totals per site. The site switcher filters overview/queries/pages.#/settings: sanitized config summary — brand, locale, sync window/row-limit/read-only, read live off the Settings Base.Demo mode:
?demo=1 opens a deterministic mock SEO desk ("Featherlog" persona) for documentation and screenshots.?demo=overview, ?demo=queries, ?demo=pages, ?demo=opportunities, ?demo=geo, ?demo=optimize, ?demo=entity, and ?demo=detail select named mock scenes.lang=en or lang=zh forces UI chrome language for screenshots.UI language: support English and Chinese chrome with Auto default. Keep queries, page URLs, and imported search data in their original language.
config.local.json is missing, enter onboarding.node skills/kelly-seo/scripts/sync_gsc.mjs. The script pulls Search Analytics dimensioned by query, by page, and by date for both windows, normalizes and upserts sites/queries/pages into Busabase (capped at the top 100 queries/pages by clicks — records.list's server-side limit), and merges the sync-owned fields (window/row-limit/range/warnings) onto the settings row. It never touches opportunities, geo-opportunities, ai-visibility, or entity-signals.settings.warnings, never as silent failures.scripts/sync_gsc.mjs fails gracefully with setup guidance when neither KELLY_SEO_GSC_SERVICE_ACCOUNT_FILE nor KELLY_SEO_GSC_ACCESS_TOKEN is usable. It is never required for demo mode or app startup.
queries/pages Bases for striking-distance queries (position 8-15), CTR below the expected curve for the position, pages losing clicks, internal-link gaps, and page issues. Write proposed actions into the opportunities Base with stable ids, sequential ref numbers, a reason, an expected impact, and an editable draft (via busabase-sdk, following references/seo-schema.md).#/opportunities to review. The user approves, edits drafts, requests changes with a note, or blocks — each verdict writes status/decision-action/decision-note/decision-draft/decided-at directly onto the opportunity record.node skills/kelly-seo/scripts/execute_decisions.mjs (dry-run by default). It re-reads status: "approved" opportunities and, with --apply, writes execution-status: "ready_for_agent" plus the concrete operation (rewrite_title, add_internal_links, create_content_brief, fix_page_issue) and target — no external side effects either way.status: "done" by writing the field directly (via busabase-sdk).ai-visibility (tracked prompts × engines with position + sentiment + trend), geo-opportunities (agent-proposed citable rewrites), and entity-signals (the readiness checklist) Bases. Route all reads/writes through busabase-sdk — never bypass it.geo-opportunities, the geo-qa gate (evaluateGeoGate() in content/kelly-seo-app/app/js/seo-model.js) is recomputed live from draft/claims/has-schema/has-qa-block on every read — it returns SHIP / FIX / BLOCK with a GEO Quality Score and per-check notes. The primary failure is an ungrounded/fabricated stat — a number in the copy with no matching entry in claims carrying a source. A BLOCK is a hard gate: the app rejects an approve before any write until the change is fixed.#/optimize to review. Approvals write status/decision-* directly onto the GEO opportunity record. Execution semantics: operation: publish_geo_change — the agent publishes the approved citable content in the site's repo/CMS OUTSIDE the app, then marks the item done by writing the field directly.#/entity write status/detail directly onto the entity-signals record. The agent then earns the real signal (create the Wikidata item, add the sameAs links, standardize the brand name) outside the app.settings.warnings entry explaining the gap.Not using the CLI? Copy the SKILL.md and paste it straight into ChatGPT, Claude, or any agent.