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FEAT: AI-powered issue triage with GitHub Models
- Add code-grounded analysis: fetch source files before AI calls for accuracy - Add engineer guidance for non-bug issues (FEATURE_REQUEST/DISCUSSION) - Replace speculative code changes with evidence-based sections - Add verdict labels (Confirmed Bug/Likely Bug/Require More Analysis/Not a Bug) - Format Teams notifications with bold labels and proper HTML rendering - Add local test script (test-triage-local.js) for development - Update .gitignore for triage test output files
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4 files changed

Lines changed: 639 additions & 192 deletions

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‎.github/workflows/issue-notify.yml‎

Lines changed: 90 additions & 131 deletions
Original file line numberDiff line numberDiff line change
@@ -28,6 +28,10 @@ on:
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required: false
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type: string
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default: ''
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engineer_guidance:
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required: false
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type: string
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default: ''
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issue_number:
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required: true
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type: string
@@ -61,6 +65,7 @@ jobs:
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INPUT_RELEVANT_FILES: ${{ inputs.relevant_files }}
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INPUT_SUMMARY: ${{ inputs.summary_for_maintainers }}
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INPUT_CODE_ANALYSIS: ${{ inputs.code_analysis }}
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INPUT_ENGINEER_GUIDANCE: ${{ inputs.engineer_guidance }}
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INPUT_ACTION_TEXT: ${{ inputs.justification }}
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TEAMS_WEBHOOK_URL: ${{ secrets.TEAMS_WEBHOOK_URL }}
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run: |
@@ -96,21 +101,68 @@ jobs:
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;;
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esac
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# Truncate code analysis if too long
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CODE_ANALYSIS="$INPUT_CODE_ANALYSIS"
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if [ ${#CODE_ANALYSIS} -gt 1500 ]; then
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CODE_ANALYSIS="${CODE_ANALYSIS:0:1500}... (see Actions log for full analysis)"
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fi
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if [ -z "$CODE_ANALYSIS" ]; then
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# Parse and format code analysis from JSON into readable text
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CODE_ANALYSIS_RAW="$INPUT_CODE_ANALYSIS"
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if [ -n "$CODE_ANALYSIS_RAW" ]; then
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# Try to parse as JSON and extract structured fields
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CODE_ANALYSIS=$(echo "$CODE_ANALYSIS_RAW" | jq -r '
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[
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(if .is_bug then "Verdict: " + .is_bug else empty end),
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(if .root_cause then "\nRoot Cause: " + .root_cause else empty end),
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(if .affected_components and (.affected_components | length) > 0
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then "\nAffected Components:\n" + ([.affected_components[] | " • " + .] | join("\n"))
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else empty end),
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(if .evidence_and_context then "\nEvidence & Context: " + .evidence_and_context else empty end),
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(if .recommended_fixes and (.recommended_fixes | length) > 0
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then "\nRecommended Fixes:\n" + ([.recommended_fixes | to_entries[] | " " + ((.key + 1) | tostring) + ". " + .value] | join("\n"))
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else empty end),
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(if .code_locations and (.code_locations | length) > 0
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then "\nCode Locations:\n" + ([.code_locations[] | " • " + .] | join("\n"))
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else empty end),
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(if .risk_assessment then "\nRisk Assessment: " + .risk_assessment else empty end)
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] | join("\n")
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' 2>/dev/null || echo "$CODE_ANALYSIS_RAW")
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else
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CODE_ANALYSIS="N/A — classification did not require code analysis."
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fi
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# Build Adaptive Card payload using jq for proper JSON escaping
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# Parse and format engineer guidance from JSON into readable text
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ENGINEER_GUIDANCE_RAW="$INPUT_ENGINEER_GUIDANCE"
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if [ -n "$ENGINEER_GUIDANCE_RAW" ]; then
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ENGINEER_GUIDANCE=$(echo "$ENGINEER_GUIDANCE_RAW" | jq -r '
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[
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(if .technical_assessment then "<b>Technical Assessment:</b> " + .technical_assessment else empty end),
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(if .verdict then "<b>Verdict:</b> " + .verdict else empty end),
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(if .effort_estimate then "Effort Estimate: " + .effort_estimate else empty end),
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(if .affected_files and (.affected_files | length) > 0
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then "<b>Affected Files:</b><br>" + ([.affected_files[] | "&nbsp;&nbsp;• " + .] | join("<br>"))
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else empty end),
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(if .implementation_approach then "<b>Implementation Approach:</b> " + .implementation_approach else empty end),
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(if .risks_and_tradeoffs then "<b>Risks &amp; Tradeoffs:</b> " + .risks_and_tradeoffs else empty end),
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(if .suggested_response then "<b>Suggested Response to User:</b><br>" + .suggested_response else empty end),
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(if .related_considerations and (.related_considerations | length) > 0
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then "<b>Related Considerations:</b><br>" + ([.related_considerations | to_entries[] | "&nbsp;&nbsp;" + ((.key + 1) | tostring) + ". " + .value] | join("<br>"))
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else empty end)
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] | join("<br><br>")
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' 2>/dev/null || echo "$ENGINEER_GUIDANCE_RAW")
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else
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ENGINEER_GUIDANCE=""
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fi
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# Set severity color indicator
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case "$SEVERITY" in
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critical) SEV_INDICATOR="🔴" ;;
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high) SEV_INDICATOR="🟠" ;;
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medium) SEV_INDICATOR="🟡" ;;
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*) SEV_INDICATOR="🟢" ;;
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esac
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# Build well-formatted HTML message using jq for proper JSON escaping
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jq -n \
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--arg emoji "$EMOJI" \
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--arg category "$CATEGORY" \
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--arg category_display "$CATEGORY_DISPLAY" \
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--arg severity "$SEVERITY" \
165+
--arg sev_indicator "$SEV_INDICATOR" \
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--arg confidence "$INPUT_CONFIDENCE" \
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--arg issue_num "$INPUT_ISSUE_NUMBER" \
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--arg issue_title "$INPUT_ISSUE_TITLE" \
@@ -120,131 +172,38 @@ jobs:
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--arg relevant_files "$INPUT_RELEVANT_FILES" \
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--arg summary "$INPUT_SUMMARY" \
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--arg code_analysis "$CODE_ANALYSIS" \
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--arg engineer_guidance "$ENGINEER_GUIDANCE" \
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--arg action "$ACTION" \
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--arg repo_url "https://github.com/microsoft/mssql-python" \
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'{
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"type": "message",
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"attachments": [
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{
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"contentType": "application/vnd.microsoft.card.adaptive",
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"content": {
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"$schema": "http://adaptivecards.io/schemas/adaptive-card.json",
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"type": "AdaptiveCard",
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"version": "1.4",
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"body": [
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{
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"type": "TextBlock",
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"size": "large",
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"weight": "bolder",
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"text": ($emoji + " mssql-python Issue Triage"),
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"wrap": true,
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"style": "heading"
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},
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{
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"type": "ColumnSet",
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"columns": [
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{
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"type": "Column",
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"width": "auto",
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"items": [
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{
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"type": "TextBlock",
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"text": $category_display,
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"weight": "bolder",
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"color": (if $category == "BREAK_FIX" then "attention"
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elif $category == "BUG" then "warning"
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else "default" end),
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"size": "medium"
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}
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]
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},
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{
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"type": "Column",
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"width": "auto",
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"items": [
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{
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"type": "TextBlock",
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"text": ("Severity: " + $severity),
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"size": "medium",
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"color": (if $severity == "critical" then "attention"
169-
elif $severity == "high" then "warning"
170-
else "default" end)
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}
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]
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},
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{
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"type": "Column",
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"width": "auto",
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"items": [
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{
179-
"type": "TextBlock",
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"text": ("Confidence: " + $confidence + "%"),
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"size": "medium"
182-
}
183-
]
184-
}
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]
186-
},
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{
188-
"type": "FactSet",
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"separator": true,
190-
"facts": [
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{ "title": "Issue", "value": ("#" + $issue_num + " — " + $issue_title) },
192-
{ "title": "Author", "value": ("@" + $issue_author) },
193-
{ "title": "Keywords", "value": $keywords },
194-
{ "title": "Relevant Files", "value": $relevant_files }
195-
]
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},
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{
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"type": "TextBlock",
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"text": "**📝 Analysis**",
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"weight": "bolder",
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"spacing": "medium",
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"wrap": true
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},
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{
205-
"type": "TextBlock",
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"text": $summary,
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"wrap": true
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},
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{
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"type": "TextBlock",
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"text": "**🔍 Code Analysis**",
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"weight": "bolder",
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"spacing": "medium",
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"wrap": true
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},
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{
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"type": "TextBlock",
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"text": $code_analysis,
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"wrap": true,
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"fontType": "monospace",
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"size": "small"
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},
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{
224-
"type": "TextBlock",
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"text": ("⚡ **Action Required:** " + $action),
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"weight": "bolder",
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"color": "attention",
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"spacing": "medium",
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"wrap": true,
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"separator": true
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}
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],
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"actions": [
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{
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"type": "Action.OpenUrl",
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"title": "📋 View Issue",
237-
"url": $issue_url
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},
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{
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"type": "Action.OpenUrl",
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"title": "📂 View Repository",
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"url": "https://github.com/microsoft/mssql-python"
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}
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]
245-
}
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}
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]
179+
"text": (
180+
"<h2>" + $emoji + " mssql-python Issue Triage</h2>" +
181+
"<p><b>" + $category_display + "</b> &nbsp;|&nbsp; " +
182+
$sev_indicator + " Severity: <b>" + $severity + "</b> &nbsp;|&nbsp; " +
183+
"Confidence: <b>" + $confidence + "%</b></p>" +
184+
"<hr>" +
185+
"<p>" +
186+
"📌 <b>Issue:</b> <a href=\"" + $issue_url + "\">#" + $issue_num + " — " + $issue_title + "</a><br>" +
187+
"👤 <b>Author:</b> @" + $issue_author + "<br>" +
188+
"🏷️ <b>Keywords:</b> " + $keywords + "<br>" +
189+
"📂 <b>Relevant Files:</b> " + $relevant_files +
190+
"</p>" +
191+
"<hr>" +
192+
"<h3>📝 Analysis</h3>" +
193+
"<p>" + $summary + "</p>" +
194+
"<h3>🔍 Code Analysis</h3>" +
195+
"<p>" + $code_analysis + "</p>" +
196+
(if $engineer_guidance != "" then
197+
"<h3>💡 Engineer Guidance</h3>" +
198+
"<p>" + $engineer_guidance + "</p>"
199+
else "" end) +
200+
"<hr>" +
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"<p>⚡ <b>Action Required:</b> " + $action + "</p>" +
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"<p><i>⚠️ AI-generated analysis — verified against source code but may contain inaccuracies. Review before acting.</i></p>" +
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"<p><a href=\"" + $issue_url + "\">📋 View Issue</a>" +
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" &nbsp;|&nbsp; " +
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"<a href=\"" + $repo_url + "\">📂 View Repository</a></p>"
206+
)
248207
}' > /tmp/teams_payload.json
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echo "Sending notification to Teams Channel..."

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