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chore: add automated issue triage workflow (#21198)
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
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co-authored by
Claude Sonnet 4.5
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# WIP: This workflow assists in evaluating the severity of incoming issues to help
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# with triaging tickets. It uses AI analysis to classify issues into severity levels
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# (s0-s4) when the 'triage-check' label is applied.
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name: Classify Issue Severity
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on:
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issues:
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types: [labeled]
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permissions:
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contents: read
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jobs:
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analyze:
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name: AI Analysis
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if: github.event.label.name == 'triage-check'
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runs-on: ubuntu-latest
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outputs:
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result: ${{ steps.analysis.outputs.result }}
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steps:
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- name: Analyze Issue Severity
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id: analysis
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uses: anthropics/claude-code-action@f0c8eb29807907de7f5412d04afceb5e24817127 # v1.0.23
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with:
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anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
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prompt: |
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You are an expert software engineer triaging customer-reported issues for Coder, a cloud development environment platform.
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Your task is to carefully analyze the issue and classify it into one of the following severity levels. **This requires deep reasoning and thoughtful analysis** - not just keyword matching.
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## Issue Details
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Issue Number: ${{ github.event.issue.number }}
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Issue Content:
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```
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Title: ${{ github.event.issue.title }}
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Description:
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${{ github.event.issue.body }}
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```
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## Severity Level Definitions
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- **s0**: Entire product and/or major feature (Tasks, Bridge, Boundaries, etc.) is broken in a way that makes it unusable for majority to all customers
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- **s1**: Core feature is broken without a workaround for limited number of customers
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- **s2**: Broken use cases or features with a workaround
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- **s3**: Issues that impair usability, cause incorrect behavior in non-critical areas, or degrade the experience, but do not block core workflows
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- **s4**: Bugs that confuse or annoy or are purely cosmetic, e.g. we don't plan on addressing them
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## Analysis Framework
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Customers often overstate the severity of issues. You need to read between the lines and assess the **actual impact** by reasoning through:
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1. **What is actually broken?**
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- Distinguish between what the customer *says* is broken vs. what is *actually* broken
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- Is this a complete failure or a partial degradation?
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- Does the error message or symptom indicate a critical vs. minor issue?
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2. **How many users are affected?**
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- Is this affecting all customers, many customers, or a specific edge case?
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- Does the issue description suggest widespread impact or isolated incident?
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- Are there environmental factors that limit the scope?
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3. **Are there workarounds?**
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- Can users accomplish their goal through an alternative path?
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- Is there a manual process or configuration change that resolves it?
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- Even if not mentioned, do you suspect a workaround exists?
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4. **Does it block critical workflows?**
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- Can users still perform their core job functions?
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- Is this interrupting active development work or just an inconvenience?
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- What is the business impact if this remains unresolved?
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5. **What is the realistic urgency?**
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- Does this need immediate attention or can it wait?
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- Is this a regression or long-standing issue?
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- What's the actual business risk?
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## Your Task
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1. **Think deeply** about this issue using the framework above
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2. **Reason through** each of the 5 analysis points
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3. **Compare** the issue against all 5 severity levels (s0-s4)
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4. **Determine** which severity level best matches the actual impact
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5. **Output your analysis as JSON**
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## Insufficient Information Fail-Safe
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**It is completely acceptable to not classify an issue if you lack sufficient information.**
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If the issue description is too vague, missing critical details, or doesn't provide enough context to make a confident assessment, DO NOT force a classification.
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Common scenarios where you should decline to classify:
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- Issue has no description or minimal details
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- Unclear what feature/component is affected
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- No reproduction steps or error messages provided
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- Ambiguous whether it's a bug, feature request, or question
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- Missing information about user impact or frequency
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## Required Output Format
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You MUST output ONLY valid JSON in one of these two formats. Do not include any other text, markdown, or explanations outside the JSON.
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### Format 1: Confident Classification
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```json
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{
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"status": "classified",
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"severity": "s0|s1|s2|s3|s4",
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"reasoning": "2-3 sentences explaining your reasoning - focus on the actual impact, not just symptoms. Explain why you chose this severity level over others."
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}
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```
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### Format 2: Insufficient Information
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```json
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{
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"status": "insufficient_info",
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"reasoning": "2-3 sentences explaining what critical information is missing and why it's needed to determine severity.",
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"next_steps": [
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"Specific information point 1",
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"Specific information point 2",
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"Specific information point 3"
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]
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}
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```
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**Critical**: Output ONLY the JSON object, nothing else. The JSON will be parsed and validated.
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post-comment:
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name: Post Classification Comment
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needs: analyze
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runs-on: ubuntu-latest
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if: always() && needs.analyze.result != 'skipped'
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permissions:
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issues: write
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contents: read
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steps:
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- name: Parse and Validate Analysis
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id: parse
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env:
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RESULT: ${{ needs.analyze.outputs.result }}
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run: |
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# Parse the JSON output from claude-code-action
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echo "Raw result: $RESULT"
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# Extract JSON from the result
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JSON=$(echo "$RESULT" | jq -r '.')
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# Check if parsing succeeded
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if ! echo "$JSON" | jq -e . > /dev/null 2>&1; then
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echo "Failed to parse JSON"
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exit 1
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fi
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# Get status
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STATUS=$(echo "$JSON" | jq -r '.status // empty')
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if [ "$STATUS" = "classified" ]; then
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# Validate severity is one of the allowed values
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SEVERITY=$(echo "$JSON" | jq -r '.severity // empty')
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if ! echo "$SEVERITY" | grep -Eq '^s[0-4]$'; then
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echo "Invalid severity: $SEVERITY"
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exit 1
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fi
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REASONING=$(echo "$JSON" | jq -r '.reasoning // empty')
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# Set outputs
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{
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echo "status=classified"
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echo "severity=$SEVERITY"
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echo "reasoning<<EOF"
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echo "$REASONING"
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echo "EOF"
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} >> "$GITHUB_OUTPUT"
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elif [ "$STATUS" = "insufficient_info" ]; then
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REASONING=$(echo "$JSON" | jq -r '.reasoning // empty')
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NEXT_STEPS=$(echo "$JSON" | jq -r '.next_steps | join("\n- ")' | sed 's/^/- /')
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# Set outputs
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{
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echo "status=insufficient_info"
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echo "reasoning<<EOF"
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echo "$REASONING"
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echo "EOF"
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echo "next_steps<<EOF"
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echo "$NEXT_STEPS"
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echo "EOF"
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} >> "$GITHUB_OUTPUT"
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else
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echo "Unknown status: $STATUS"
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exit 1
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fi
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- name: Post Classification Comment
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if: steps.parse.outputs.status == 'classified'
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env:
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GH_TOKEN: ${{ github.token }}
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SEVERITY: ${{ steps.parse.outputs.severity }}
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REASONING: ${{ steps.parse.outputs.reasoning }}
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run: |
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SEVERITY_UPPER=$(echo "$SEVERITY" | tr '[:lower:]' '[:upper:]')
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gh issue comment "${{ github.event.issue.number }}" \
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--repo "${{ github.repository }}" \
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--body "## 🤖 Automated Severity Classification
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**Recommended Severity:** \`${SEVERITY_UPPER}\`
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**Analysis:**
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${REASONING}
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---
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*This classification was performed by AI analysis. Please review and adjust if needed.*"
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- name: Post Insufficient Information Comment
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if: steps.parse.outputs.status == 'insufficient_info'
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env:
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GH_TOKEN: ${{ github.token }}
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REASONING: ${{ steps.parse.outputs.reasoning }}
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NEXT_STEPS: ${{ steps.parse.outputs.next_steps }}
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run: |
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gh issue comment "${{ github.event.issue.number }}" \
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--repo "${{ github.repository }}" \
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--body "## 🤖 Automated Severity Classification
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**Status:** Unable to classify - insufficient information
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**Reasoning:**
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${REASONING}
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**Suggested next steps:**
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${NEXT_STEPS}
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---
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*This classification was performed by AI analysis. Please provide the requested information for proper severity assessment.*"
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