Should my agent depend on the MCP server com.ask-ai-data-connector/ask-ai?

Verdict: allow — rich-solo — safe to depend on As of 2026-08-15T11:28:18Z: a dated observation with receipts, not a warranty.

Ask AI

com.ask-ai-data-connector/ask-ai

Ask questions across Shopify, Klaviyo, GA4 and 20+ e-commerce sources in plain English.

— the operator's own registry description reported

Publisher com.ask-ai-data-connector · first seen 2026-08-12 · endpoint https://ask-ai-data-connector.com/mcp

allow

verdict

rich-solo

cluster

ok_tools

answers

tools served

Dependency rating derived

allow — rich-solo — safe to depend on

Cluster rich-solo · distinctiveness 0.661 (unusual). Every figure is a percentile or class within the 11,094-server census — see the whole spectrum.

Reach — can an agent get to it?

answersalive_tools

latency286 ms

vs populationtypical

protocolcurrent

authopen

Use — can it use it?

tools65

vs populationhigh

capabilities3

harnessA

Trust — can it rely on it?

identitysolo

servers on its host1

verifiabilityunassessed

duplicate inventoryno

drift events0

answers trueno primary

🔏 Signed receipt rr_7c9955b25e4969b15d90bc9e · ed25519 · key rs-rcpt-2026-08 — this rating is tamper-evident; an agent gets the full signature from check_server and can verify it against the published key.

Tools last seen

ask_moby complete_intervention get_abandoned_checkouts get_analytics get_anomalies get_briefing get_campaign_impact get_cart_affinity get_collections get_complete_dashboard get_connector_data get_customer_insights get_customers get_daily_metrics get_data_sources get_discounts get_focus get_forecast get_ga4_dimensions get_ga4_funnel get_help get_insights get_interventions get_inventory get_marketing_performance get_markets get_metrics_comparison get_metrics_multi_compare get_order get_orders get_product_analytics get_product_catalog get_product_health get_products_by_channel get_query_to_url get_refunds get_revenue_drivers get_reviews get_spend_reconciliation get_store_notes get_store_profile get_store_summary get_sync_health get_targets get_timeline get_top_products get_velocity get_wakeup get_wakeups get_weekly_trends get_yoy_monthly query_metric_snapshots query_orders record_metric_snapshot report_concern report_data_issue save_focus save_insights save_store_note save_target save_wakeup set_intervention update_focus_item update_insight update_store_profile

Harness readiness observed

Can an agent's harness pick this tool and call it correctly? Graded on the three things an agent reads — name, description, typed parameters. Band A — an agent can pick and call these reliably.

legibility check	tools passing	ok
name is clear & specific	65/65	✓
has a description	65/65	✓
description is substantive	65/65	✓
parameters are typed	63/65	63/65
parameters are described	65/65	✓

65 of 65 tools graded · 65 with a captured input schema. RS-008, Tier-1 — no domain knowledge, applies to any tool. “Alive” is not the same as “usable”.

Truth checks observed

Not in the Tier-2 trade lane, or not yet checked. Tier-2 re-derives a server's answers against published primary sources — see truth checks.

Protocol conformance observed

2025-06-18

protocol version

—

session model

1.0.0

server version ask-ai-dataconnector

Capabilities: prompts resources tools

Drift

No confirmed drift on record. Baseline set 2026-08-14; changes appear here after human review.

History observed

Every probe we made, oldest → newest (2 shown, 2026-08-12 → 2026-08-14). Green answered · amber answered-but-walled · red no useful answer. A gap in our cadence is a gap in coverage, not evidence about the server.

changelog (1 events)

date	type	what changed
2026-08-12	outcome	first probe: ok_tools

raw probe records

probed (UTC)	outcome	http	ms	protocol
2026-08-14T19:57:56Z	ok_tools	200	286	2025-06-18
2026-08-12T05:33:11Z	ok_tools	200	290	2025-06-18

Watch or embed this verdict

Operators: put the live verdict in your README — it updates with every census, links back here, and is a dated observation, never a warranty:

[![Robin Saige verdict](https://robinsaige.com/badge/com.ask-ai-data-connector/ask-ai.svg)](https://robinsaige.com/s/com.ask-ai-data-connector/ask-ai)

Depend on it? Subscribe to its change feed — outcome changes and confirmed drift, no account needed. Building on it? The full dossier as JSON — verdict, rating, truth checks, history — stable enough to gate CI on.

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