Ask AI Data Connector MCP server

• Registry namecom.ask-ai-data-connector/ask-aiverified in the MCP registry

The registry name sits under ask-ai-data-connector.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-20
• Tools66
• Server calls itselfask-ai-dataconnector
• Server version1.0.0
• Protocol version2025-06-18

On 2026-10-20 the server answered initialize and tools/list without a sign-in. First answer in 302 ms.

• Whether its tools do the product's job has not been judged yet.
• Checked on 2 of the 7 days it takes to judge reliability.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP scoreafter a weeka score needs 7 daily checks: 2 so far
• Answeredmeasuring2 of the 7 daily checks it takes to print a share
• Median first answer260 ms
• Space in an agent's context≈ 32,671 tokensthe definitions of all its tools (66), which an agent carries on every turn
• Tool definitionsA · 99 of 100
• Typed results0 of 66 toolsdeclared outputSchema: results come typed, read once

• Parameters without a type: in 2 of 66

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (30%), doing the product's job (25%), definitions (20%), context (10%) and use (15%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• get_revenue_drivers

  Diagnostic tool for 'why did revenue change?' questions. Bundles headline metric deltas, product mix shifts, and pre-generated ranked hypotheses into one call — so you don't have to stitch signals together yourself and risk asserting…

• get_anomalies

  Anomaly detection across revenue, conversion rate, and refund rate for each of your stores (works for a single store too). Compares the most recent 7-day window against the prior 4 weeks and flags moves outside +/- 1.5 standard deviations…

• get_sync_health

  Report the health of every connected data source for each of your stores (works for a single store too). For each provider/instance: last successful sync timestamp, record count, freshness flag (stale if > 36h), and key-field nullability…

• get_data_sources

  CALL THIS FIRST to see which data sources are connected and have data. Returns connection status and record counts for: Shopify (always connected), Triple Whale, Klaviyo, Gorgias, Recharge, Google Search Console, Google Analytics…

• get_complete_dashboard

  Get a unified dashboard with key metrics from ALL connected data sources in one call. Returns a lean snapshot of revenue, traffic, marketing, email, organic search, UX, support, reviews, subscriptions, and loyalty — only for sources that…

• get_metrics_comparison

  BEST FOR COMPARISONS AND THE CANONICAL CONVERSION RATE: Get core e-commerce metrics (Revenue, Sessions, CVR, AOV, Revenue per Session) with period-over-period comparisons. CVR here uses Shopify TrafficStat sessions (Plus/Advanced) — or…

• get_metrics_multi_compare

  Get metrics with MULTIPLE comparisons at once. Perfect for questions like 'Show me revenue WoW and YoY' or 'Compare this week to last week and same week last year'. Returns { period, metrics, comparisons, charts, presentation }. `charts`…

• get_yoy_monthly

  Month-by-month year-over-year comparison for a single metric. SINGLE-CALL ANSWER for 'how is revenue this year vs last year by month?' / 'show me 2026 vs 2025 monthly trends'. Returns { metric, currentYear, compareYear, rows, totals…

• get_forecast

  Forecast a metric — answers 'what should I expect?' / 'are we on track this month?' / 'project next month'. Returns a per-store `stores` array (each in its OWN currency — never summed across currencies). Each store has: `currentMonth`…

• save_target

  Store a merchant's GOAL for a metric over a calendar period ('we need £80k this month'). TRIGGER: whenever the user states a target/goal/budget for a metric. This saves the merchant's own target in our DB (NOT a write-back to any…

• get_targets

  List the merchant's active targets with LIVE actual-vs-target pacing, recomputed from ground truth on every call (never stored). Each target returns a `pacing` block: status (ahead / on_track / at_risk / behind / too_early /…

• get_daily_metrics

  Get daily/period numbers from one of three domains — pass `domain` to pick which, `report` to pick the report within it. `report:"daily"` exists in ALL THREE domains and means a DIFFERENT payload in each — always pass both `domain` and…

• get_customer_insights

  Get customer behavior and retention insights. All reports are per-store in multi-store mode — use the store param to target a specific store. Reports: new_vs_returning (revenue/orders/AOV split by first-time vs repeat buyers)…

• get_refunds

  Get refund/return analytics. Reports: summary (total refunds, refund rate, % of revenue — supports compare for WoW/MoM/YoY trend), top_products (most refunded products by amount or rate), by_reason (classifies refund notes into buckets…

• get_discounts

  Get discount code analytics. Reports: summary (usage rate, AOV impact), top_codes (best performing codes by revenue/usage), code_details (specific code performance — requires 'code' param), by_product (which discount codes were applied to…

• get_velocity

  Get sales-velocity analytics from one of two angles — pass `angle` to pick which, `report` to pick the report within it. • angle:"inventory" — the INVENTORY-management angle: how fast stock is moving and what to reorder. Reports: summary…

• get_marketing_performance

  Get marketing performance dashboard — INCLUDING the canonical checkout funnel. ALSO USE THIS for 'checkout funnel' / 'where do customers drop off' / 'how is my funnel performing' questions; do NOT manually stitch a funnel from…

• get_spend_reconciliation

  Reconcile ad-spend numbers between Triple Whale's pixel attribution and the ad-platform APIs (Google Ads, Meta, TikTok). Same channel, different numbers — pixel typically captures 10-30% of true spend due to ad blockers, consent banners…

• get_products_by_channel

  Get products with marketing channel attribution showing which channels drive sales for each product. Attribution uses Triple Whale last-click data joined to Shopify order line items — requires Triple Whale to be connected. When Triple…

• get_cart_affinity

  Co-purchase / market-basket analysis. Given an anchor product (productTitle), returns other products frequently bought with it, ranked by lift. Reports: basket (same-order co-purchase — best for bundles, 'frequently bought together'…

• get_store_summary

  Get overall store metrics from Shopify order data ONLY: revenue, orders, average order value, items sold, discounts, unique customers — all for the specified period. Includes percentage changes vs prior period. Also returns all-time…

• query_orders

  List individual orders matching filters: date range, financial status, customerId, min/max order total, order tags — sortable by date or total. Returns one row per order with name, status, fulfillment, orderTotal (formatted), items count…

• get_order

  Look up a specific order with full line item details (product, variant, SKU, quantity, price, vendor). Use orderName for user-facing IDs like '#1001', or orderId for Shopify numeric IDs. Also supports orderIds (array) to look up multiple…

• get_orders

  Get order analytics by dimension. Reports: by_status (order counts/revenue by financial status), by_country (geographic sales breakdown — supports compare for WoW/MoM/YoY trend, returns top rising/falling countries), by_product (BEST FOR…

• get_top_products

  Get top selling products ranked by revenue or quantity. Set level to 'variant' to break down by variant (size, colour, etc.) — includes SKU, discount, and profit margin when cost data is available. Set level to 'category' for a revenue /…

• get_product_catalog

  Get product catalog with inventory levels, pricing, cost, margins, status, and SEO metadata. Returns: title, vendor, productType, price, cost, margin, marginPercent, totalInventory, seoTitle (Shopify global.title_tag), seoDescription…

• get_campaign_impact

  Did THAT campaign actually work? Cross-source synthesis tool that measures the real impact of a specific Klaviyo campaign by comparing the post-send window against a DAY-OF-WEEK-ALIGNED baseline (same N days one week earlier). Returns…

• get_product_health

  CROSS-SOURCE PRODUCT HEALTH SCAN — one call that returns per-product reviews + refunds + sales velocity + inventory + a composite 'needs attention' score (0-100). Use this for 'which products need fixing?' / 'what should I look at?' /…

• get_product_analytics

  Get Shopify product sales analytics — units sold and revenue per product from ShopifyQL. Requires Shopify Plus or Advanced. NOTE: Views, add-to-cart, and purchase funnel counts are no longer available from ShopifyQL (Shopify removed these…

• get_collections

  Get product collections and their contents, including SEO metadata. Reports: list (all collections with product counts plus seoTitle/seoDescription), products (products in a specific collection with pricing, inventory, SEO, and optional…

• get_customers

  Get customer analytics by dimension. Reports: segments (one-time/returning/VIP/at-risk), top (by spend or orders — includes customerId for each customer), by_country (geographic distribution — country is derived from order shipping…

• get_inventory

  Get inventory analytics. Reports: summary (activeProducts count, totalVariants, outOfStock variant count, lowStock variant count with >0 and ≤10 units, totalUnits, active locations count), low_stock (products needing reorder — threshold…

• get_weekly_trends

  Get weekly revenue, orders, and items sold as a time series. Data is aggregated live from the Shopify Order table. Returns { rows, charts, presentation }. `rows` is the table — each row: weekOf, revenue (formatted), orders, itemsSold…

• get_connector_data

  Get data from one connected third-party connector. Pass `connector` to pick which one and `report` to pick the report within it — valid `report` values differ per connector; this is the quick index, call get_help(<topic>) for the full…

• ask_moby

  ESCAPE HATCH: ask Triple Whale's own AI assistant (Moby) a free-form question, answered by Triple Whale's servers against their full dataset. Use ONLY when no structured tool covers the question — prefer…

• get_markets

  Get Shopify Markets data — geographic market definitions and per-market revenue performance. Reports: markets (list of configured markets with their assigned countries and currencies), performance (revenue, orders, AOV, and revenue share…

• get_query_to_url

  Join Google Search Console queries with Shopify product sales — answers questions that pure SEO or pure sales tools can't. Reports: by_url (given a product URL, return its top driving organic queries plus the matching product's…

• get_reviews

  Get product review analytics (Yotpo, Reviews.io, or Judge.me). Reports: summary (average rating, distribution), trends (daily volume/score), top_rated (best reviewed products), lowest_rated (worst reviewed), recent (latest reviews)…

• get_abandoned_checkouts

  Get cart abandonment analytics. Reports: stats (trackedAbandonmentRecords, abandonedCheckouts, recoveredCheckouts, recoveryRate %, abandonedValue, lostRevenue, abandonedAgeDistribution — how long ago the still-unrecovered carts were…

• get_analytics

  Get Google Analytics (GA4) website traffic and e-commerce data. **DO NOT USE THIS FOR CHECKOUT FUNNEL OR CVR QUESTIONS** — call `get_marketing_performance` instead, which uses Shopify TrafficStat (the canonical session source) and Shopify…

• get_ga4_funnel

  Run a real GA4 funnel report — step-by-step conversion through a sequence of events, with optional breakdown and next-action analysis. This is a LIVE call to the GA4 Data API (not synced data), so it can answer 'where do users drop off…

• get_ga4_dimensions

  Discovery tool: list the GA4 property's custom dimensions and custom metrics (with apiName, uiName, description), plus the standard dimension/metric API names available on the property. Call this to find valid field names before building…

• get_insights

  Get the business improvement checklist (the FINDINGS to act on). If insights exist, returns the current checklist with status. If no insights exist (or refresh is requested), returns a data bundle with all key metrics from connected…

• save_insights

  TRIGGER: Whenever you surface a problem or opportunity from the data, OFFER to save it as an insight and confirm before writing — don't auto-save. Make the offer concrete and inline: 'Want me to save this as an insight to track?'…

• update_insight

  Update an insight (a FINDING) — set its status, or edit its content. Allowed status: open / addressed / superseded / dismissed. Note: you normally don't set 'addressed' by hand — that happens automatically when set_intervention links this…

• record_metric_snapshot

  Record one or more structured metric snapshots for time-series analysis. Use this whenever you cite a metric in an insight, weekly digest, or benchmark — instead of (or in addition to) burying it in prose. Each snapshot is queryable later…

• query_metric_snapshots

  Query recorded metric snapshots as a time series. Use to answer 'show me all CVR snapshots for UK over the last 6 months', 'how has ROAS evolved by month?', etc. Returns canonical snapshot data (matches the dashboard and monthly digest…

• set_intervention

  TRIGGER: Call WITHOUT asking whenever the user applies or ships a fix. 'Fix' covers any shipped change — SEO/copy/ads/UX/ops, AND code/schema/connector changes. Distinct from save_insights (which captures observations) — this is for…

• complete_intervention

  TRIGGER: Call WITHOUT asking once an applied intervention's check date has passed. Find candidates with get_interventions(dueForCheckIn: true). Attaches the latest RECORDED post-fix snapshot for each tracked metric (a snapshot whose…

• update_intervention

  TRIGGER: Call WITHOUT asking when an existing intervention's details need correcting — a check date that should move, a note to add, a hypothesis to sharpen, or a threshold watch to attach. Interventions could previously only be created…

• get_interventions

  List interventions (the actions/fixes that were shipped) and report their measured outcomes. This is the SINGLE source of truth for 'did it work' — insights (findings) never carry a verdict. Use report: 'status' for a one-call picture of…

• get_store_notes

  Return all merchant-attached LLM context notes for a store (or all stores if omitted). Notes are authoritative caveats the merchant has added — e.g. 'one B2B customer skews retention', 'Q2 budget freeze, don't suggest more ad spend'…

• get_timeline

  Merged, date-ordered timeline of everything that happened to the business: interventions (changes the merchant applied, and when their verdict landed) plus store-context notes (campaign launches, migrations, budget freezes, data quirks…

• save_store_note

  Save a new store-context note from something the USER told you that future sessions should know. Only call this when the user reveals business context the data alone wouldn't show (e.g. 'one B2B customer is a reseller', 'Q2 budget is…

• get_store_profile

  Return what the system understands about a store's IDENTITY — primaryCategory, priceTier, audience, positioning, giftLed (is it typically bought as a gift for others?), the revenue-weighted category mix, and price range. System-generated…

• update_store_profile

  Correct a store's profile when the USER tells you it's wrong (e.g. 'we're actually a premium brand', 'people DO buy our products as gifts at Christmas', 'we're skincare not cosmetics'). Corrections are authoritative: they override the…

• save_wakeup

  Create or update a scheduled wakeup. **Create mode** (no `id`): schedule a future analysis with context and a metric snapshot. Call when the merchant asks to check back later, OR proactively before a retail event or trend worth…

• get_wakeup

  Retrieve a single wakeup by ID. Use this inside a Claude routine prompt: the routine fires, calls `get_wakeup({ id: 'abc-123' })`, gets the full context and benchmarks, then runs the analysis. Also auto-marks the wakeup as triggered if…

• get_wakeups

  Retrieve scheduled wakeups for a store. Call at the start of sessions where the merchant might have pending wakeups due — especially if today's date is at or past a previously scheduled triggerDate. Returns both pending (not yet fired)…

• report_data_issue

  AUTONOMOUS bug reporting — call WITHOUT asking when you spot a STRUCTURAL or FORMAT issue in another tool's response. ONLY for issues you can identify mechanically (precision, types, schema). DO NOT use this for value correctness ('this…

The first 60 of 66, as the server listed them.