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feat(q-dev): add Developer AI Productivity Hours dashboard (#8797)
Analyze when developers are most productive with AI tools: - AI Activity by Hour of Day (chat + completions stacked bar) - Prompt & Response Length by Hour (complexity patterns) - Feature Usage by Hour (steering/spec mode/plain chat) - AI Activity by Day of Week
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‎grafana/dashboards/DeveloperProductivityHours.json‎

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{
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"annotations": {
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"list": [
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{
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"builtIn": 1,
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"datasource": "-- Grafana --",
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"enable": true,
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"hide": true,
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"iconColor": "rgba(0, 211, 255, 1)",
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"name": "Annotations & Alerts",
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"type": "dashboard"
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}
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]
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},
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"editable": true,
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"fiscalYearStartMonth": 0,
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"graphTooltip": 1,
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"id": null,
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"links": [],
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"panels": [
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{
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"datasource": "mysql",
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"description": "Chat and completion events by hour of day",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "palette-classic" },
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"custom": {
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"drawStyle": "bars", "fillOpacity": 80, "lineWidth": 1,
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"stacking": { "mode": "normal" }, "thresholdsStyle": { "mode": "off" }
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},
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"unit": "short"
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 24, "x": 0, "y": 0 },
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"id": 1,
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"options": {
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"legend": { "calcs": ["sum"], "displayMode": "table", "placement": "right", "showLegend": true },
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"tooltip": { "mode": "multi" }
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},
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"targets": [
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{
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"datasource": "mysql",
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"format": "table",
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"rawQuery": true,
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"rawSql": "SELECT LPAD(CAST(hr AS CHAR), 2, '0') AS 'Hour',\n SUM(chat) AS 'Chat Events', SUM(comp) AS 'Completion Events'\nFROM (\n SELECT HOUR(timestamp) AS hr, COUNT(*) AS chat, 0 AS comp\n FROM _tool_q_dev_chat_log WHERE $__timeFilter(timestamp)\n GROUP BY HOUR(timestamp)\n UNION ALL\n SELECT HOUR(timestamp) AS hr, 0 AS chat, COUNT(*) AS comp\n FROM _tool_q_dev_completion_log WHERE $__timeFilter(timestamp)\n GROUP BY HOUR(timestamp)\n) t GROUP BY hr ORDER BY hr",
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"refId": "A"
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}
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],
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"title": "AI Activity by Hour of Day (UTC)",
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"type": "barchart"
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},
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{
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"datasource": "mysql",
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"description": "Average prompt complexity and response richness by hour",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "palette-classic" },
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"custom": {
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"drawStyle": "line", "fillOpacity": 10, "lineInterpolation": "smooth", "lineWidth": 2,
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"showPoints": "auto", "spanNulls": true,
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"stacking": { "mode": "none" }, "thresholdsStyle": { "mode": "off" }
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},
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"unit": "short"
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 12, "x": 0, "y": 8 },
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"id": 2,
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"options": {
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"legend": { "calcs": ["mean", "max"], "displayMode": "table", "placement": "right", "showLegend": true },
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"tooltip": { "mode": "multi" }
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},
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"targets": [
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{
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"datasource": "mysql",
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"format": "table",
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"rawQuery": true,
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"rawSql": "SELECT LPAD(CAST(HOUR(timestamp) AS CHAR), 2, '0') AS 'Hour',\n ROUND(AVG(prompt_length)) AS 'Avg Prompt Length',\n ROUND(AVG(response_length)) AS 'Avg Response Length'\nFROM _tool_q_dev_chat_log\nWHERE $__timeFilter(timestamp)\nGROUP BY HOUR(timestamp)\nORDER BY HOUR(timestamp)",
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"refId": "A"
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}
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],
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"title": "Prompt & Response Length by Hour",
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"type": "barchart"
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},
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{
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"datasource": "mysql",
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"description": "Steering and spec mode usage concentration by hour",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "palette-classic" },
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"custom": {
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"drawStyle": "bars", "fillOpacity": 80, "lineWidth": 1,
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"stacking": { "mode": "normal" }, "thresholdsStyle": { "mode": "off" }
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},
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"unit": "short"
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 12, "x": 12, "y": 8 },
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"id": 3,
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"options": {
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"legend": { "calcs": ["sum"], "displayMode": "table", "placement": "right", "showLegend": true },
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"tooltip": { "mode": "multi" }
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},
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"targets": [
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{
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"datasource": "mysql",
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"format": "table",
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"rawQuery": true,
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"rawSql": "SELECT LPAD(CAST(HOUR(timestamp) AS CHAR), 2, '0') AS 'Hour',\n SUM(CASE WHEN has_steering = 1 THEN 1 ELSE 0 END) AS 'Steering',\n SUM(CASE WHEN is_spec_mode = 1 THEN 1 ELSE 0 END) AS 'Spec Mode',\n SUM(CASE WHEN has_steering = 0 AND is_spec_mode = 0 THEN 1 ELSE 0 END) AS 'Plain Chat'\nFROM _tool_q_dev_chat_log\nWHERE $__timeFilter(timestamp)\nGROUP BY HOUR(timestamp)\nORDER BY HOUR(timestamp)",
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"refId": "A"
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}
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],
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"title": "Feature Usage by Hour",
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"type": "barchart"
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},
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{
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"datasource": "mysql",
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"description": "Day-of-week activity pattern",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "palette-classic" },
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"custom": {
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"drawStyle": "bars", "fillOpacity": 80, "lineWidth": 1,
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"stacking": { "mode": "normal" }, "thresholdsStyle": { "mode": "off" }
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},
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"unit": "short"
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 24, "x": 0, "y": 16 },
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"id": 4,
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"options": {
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"legend": { "calcs": ["sum"], "displayMode": "table", "placement": "right", "showLegend": true },
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"tooltip": { "mode": "multi" }
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},
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"targets": [
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{
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"datasource": "mysql",
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"format": "table",
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"rawQuery": true,
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"rawSql": "SELECT\n CASE DAYOFWEEK(timestamp)\n WHEN 1 THEN 'Sun' WHEN 2 THEN 'Mon' WHEN 3 THEN 'Tue'\n WHEN 4 THEN 'Wed' WHEN 5 THEN 'Thu' WHEN 6 THEN 'Fri' WHEN 7 THEN 'Sat'\n END AS 'Day',\n SUM(chat) AS 'Chat Events', SUM(comp) AS 'Completions'\nFROM (\n SELECT timestamp, COUNT(*) AS chat, 0 AS comp FROM _tool_q_dev_chat_log WHERE $__timeFilter(timestamp) GROUP BY timestamp\n UNION ALL\n SELECT timestamp, 0, COUNT(*) FROM _tool_q_dev_completion_log WHERE $__timeFilter(timestamp) GROUP BY timestamp\n) t\nGROUP BY DAYOFWEEK(timestamp)\nORDER BY DAYOFWEEK(timestamp)",
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"refId": "A"
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}
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],
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"title": "AI Activity by Day of Week",
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"type": "barchart"
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}
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],
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"preload": false,
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"refresh": "5m",
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"schemaVersion": 41,
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"tags": ["q_dev", "kiro", "productivity", "hours"],
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"templating": { "list": [] },
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"time": { "from": "now-90d", "to": "now" },
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"timepicker": {},
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"timezone": "utc",
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"title": "Developer AI Productivity Hours",
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"uid": "kiro_productivity_hours",
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"version": 1
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}

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