Works in Claude · ChatGPT · Cursor
The AI visibility MCP for Claude and ChatGPT
Connect the Quattr AI visibility MCP, an SEO MCP for Claude, ChatGPT and Cursor, and the AI tool you already use starts doing the heavy lifting, picking the right governed analysis, running it on your own first-party data, and answering like a teammate: real numbers, the scope they were measured at, and a link back into Quattr. Zero training. No waiting on anyone.
Request a demo Take a test drive See the use cases ↓
- 58analysis tools,
routed automatically - 9areas of your
search program - ~96%of real questions never
name a tool, it just routes
OAuth 2.1 · read-onlyquattr:read
How is search doing?
Analysis plan, every step, resolved for you
- Routed to the governed workflow
search-pulse - Scope resolved before filtering
segment: Overall Market · Jun 21 to Jun 27, 2026 - 4 analyses queued in parallel
search_performance · market_share_overview · ai_visibility_overview · significance_check - Honesty gates armed
significance α=0.05 · scope echo · freshness
One source can't answer this, they join
- Search Consoleclicks and impressions
- Market shareCTR-modeled search share
- AI visibilityanswer-engine citations
Holding, clicks up, share flat, and the citation dip is inside normal weekly variance.
- Organic clicks
- 412.3K ▲ +2.1%
- Search market share
- 6.4% , flat CTR-modeled, of tracked demand
- AI citation rate
- 11.2% ▼ −0.4 pt answer-engine citations, not AI Overviews
Jun 21 to Jun 27, 2026 vs prior weekorganicsegment: Overall Market
⚠ Observationalas of Jun 28, 2026 (Search Console lags 1 to 2 days)IllustrativeOpen in Quattr ↗
Noise, not signal, the citation dip sits inside normal weekly variance.
- Verdict
- Noise, not signal
- p-value
- 0.31
- 95% CI
- −1.2 to +0.5 pt
Re-check after two more weeks before acting. Last week's template change correlates; that is not causation.
Jun 21 to Jun 27, 2026 vs prior weekorganicsegment: Overall Market
⚠ Observationalas of Jun 28, 2026 (Search Console lags 1 to 2 days)IllustrativeOpen in Quattr ↗
Nothing to act on this week, and the number that looked worst is the one that means least.
A simulated conversation on fictional data, the shape of what arrives in your own tool. The full use case →
58 tools across nine areas, routed automatically.
Full tool reference ↗- Search performance GSC
- Market share & competitors tracked demand
- AI visibility citations & mentions
- Paid search Google Ads
- Web analytics & conversions GA4 / Adobe
- Site health Core Web Vitals
- Crawlers & site structure incl. AI bots
- Statistics & sanity checks real vs noise
- Dashboards & reports yours, from chat
Not another analytics connector.
Most connectors bolt a thin API onto chat. The stack your questions land on already knows your business language, your sources, and the statistical bar for calling something real, which is the difference between a tool that fetches rows and an analyst who does the work. It declines what it cannot answer faithfully, states the reason, gates causal claims behind significance, and hands you the deep-link to keep going.
- You ask, in plain languageClaude · ChatGPT · Cursor, routing happens even when Quattr is never named
- Skills and knowledge39 saved expert workflows plus the Quattr Method, wired to the analyses below
- Governed analyses58 of them, resolving scope before filtering, and declining with the reason when a source is missing
- Statistical enginesSignificance gates, holdout designs, A/B readouts, not trend-line storytelling
- Taxonomy engineWeaves every source into one analysis spine, shaped like your business rather than Google's
- Semantic layer and scaleGoverned metric definitions over pre-aggregated indexes, scaling on the warehouse
Pick your moment.
12 situations this was built for. Each one is a conversation you can watch, with the prompts to copy into your own tool, and with what the answer refuses to claim stated on the page.
- UC-01Weekly The Monday pulse "How is search doing?" SEO lead · Content lead
- UC-02When something breaks Traffic dropped, real or noise? "Traffic dropped, is it real?" SEO lead
- UC-03Weekly Market position vs competitors "How is our market share vs competitors?" SEO lead · Exec
- UC-04Weekly AI visibility standing "How visible are we across AI answer engines?" SEO lead · Content lead · Exec
- UC-05Monthly AI crawler readiness "Are AI crawlers reaching our content?" SEO lead · Engineering
- UC-06Monthly Quick wins in striking distance "What are our quickest ranking wins?" SEO lead · Content lead
- UC-07Quarterly Content decay and refresh "Which pages should we refresh next?" Content lead · SEO lead
- UC-08Monthly Technical and Core Web Vitals health "Any Core Web Vitals regressions?" Engineering · SEO lead
- UC-09Monthly Paid and organic balance "Are we paying for keywords we already rank for?" PPC analyst · SEO lead
- UC-10Monthly Search to revenue "What did organic search bring in last month?" Exec · SEO lead
- UC-11Any time Is this number trustworthy? "Is this change statistically significant?" SEO lead · Exec · Analyst
- UC-12Monthly The exec readout "Prep the exec deck for last month" Exec · SEO lead
The work changes on day one.
Anonymized field notes from the 2026 beta cohort.
- The Monday report writes itself
A beta user's first act, unprompted: scheduling the weekly pulse as a recurring task in her assistant. The habit formed before the training did.
Enterprise SEO team · day one - Zero training, no waiting
An exec who had never opened the dashboard self-served a competitive readout and a leadership deck in one afternoon, and forwarded it himself.
Marketing leadership · enterprise beta - You do not even say "Quattr"
Ask a search question and the right analysis routes itself, designed and evaluated for correct selection, then observed behaving that way in customer environments.
Routing behavior · beta cohort
Powered by the sources you already own, and the ones only we run.
Each source unlocks more of the 58 analyses. Every one carries its own freshness, and every answer carries the freshness of what it read.
Yours, read with your permission
- Google Search Console Clicks, impressions, CTR and average position by query, page, country and device, the ground truth for organic search. 1 to 2 days behind
- GA4 or Adobe Analytics Sessions, users, engagement and, the part that matters, conversions against the goals you configured yourself. loads nightly
- Google Ads Spend, CPC, cost per conversion and impression share, by search term, bidded keyword, ad group and campaign. ~1 day behind
- Server logs Every fetch your origin actually served, including the AI crawlers, GPTBot, ClaudeBot, PerplexityBot, Google-Extended, with status codes and IP verification. hours to nightly
Quattr's own daily observation
- Site crawl Quattr's own cloud crawl of your site: the link graph, indexability signals, canonicals, and depth from the homepage. per crawl schedule
- Rank tracking Quattr's daily SERP observation across your tracked demand, modelled into a comparable share for you and each tracked competitor. ~1 day behind
- AI visibility Quattr's own daily prompting of the answer engines, ChatGPT, Perplexity, Gemini, Google AI Mode, recording who is cited, who is mentioned, and in what tone. ~1 day behind
- Lighthouse and Core Web Vitals (CWV) Performance, accessibility, best-practices and SEO scores plus LCP, INP and CLS, collected per page. varies by site
Not sure what you have?
What data sources are connected for my site, and how fresh is each one?
The first question worth asking, it answers from your own configuration, not from a brochure.
The Quattr plugin
39 saved expert workflows your assistant follows.
Skills like search-pulse, anomaly-investigator and
monthly-exec-review, knowledge wired to the analyses, so the assistant
follows a method instead of improvising one. One install, with the MCP bundled.
The Quattr Method
One substrate, eight levers, five R's.
- R1ReachableCan crawlers and AI bots fetch you at all?
- R2RetrievedDo you enter the consideration set?
- R3ReferencedAre you the source answers are built from?
- R4RepresentedDoes AI describe you the way you would?
- R5RewardedDoes any of it turn into traffic and revenue?
One question is the whole evaluation. Take the test drive, or bring your own data.
Claude (web and desktop) · Claude Code · ChatGPT · Cursor · VS Code · Goose. OAuth 2.1 sign-in, read-only scope, your data stays yours.
endpointhttps://mcp.quattr.com/mcp