feat: AI-powered issue and PR triage via Claude Haiku (#1510)
Adds a GitHub Actions workflow that automatically triages new issues and PRs using Claude Haiku 4.5. Classifies with type and priority labels, and flags items that violate VISION.md or CONTRIBUTING.md guidelines with a `needs-review` label and explanatory comment. No auto-closing — maintainer makes all final decisions. Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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.github/workflows/ai-triage.yml
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.github/workflows/ai-triage.yml
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name: AI Triage
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on:
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issues:
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types: [opened]
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pull_request:
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types: [opened]
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permissions:
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issues: write
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pull-requests: write
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jobs:
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triage:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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with:
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sparse-checkout: |
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VISION.md
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CONTRIBUTING.md
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sparse-checkout-cone-mode: false
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- name: Triage with Claude
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uses: actions/github-script@v7
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env:
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ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
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with:
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script: |
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const fs = require('fs');
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const vision = fs.readFileSync('VISION.md', 'utf8');
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const contributing = fs.readFileSync('CONTRIBUTING.md', 'utf8');
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const isIssue = !!context.payload.issue;
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const item = context.payload.issue || context.payload.pull_request;
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const number = item.number;
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const title = item.title;
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const body = item.body || '';
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const type = isIssue ? 'issue' : 'pull_request';
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const existingLabels = (item.labels || []).map(l => l.name);
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const prompt = `You are a GitHub issue/PR triage bot for the GSD-2 project. Your job is to:
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1. Classify the ${type} with appropriate labels
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2. Detect if it violates project guidelines
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<vision>
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${vision}
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</vision>
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<contributing>
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${contributing}
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</contributing>
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<${type}>
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Title: ${title}
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Body: ${body}
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Existing labels: ${existingLabels.join(', ') || 'none'}
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</${type}>
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Available labels for classification (pick 1-3 that fit):
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- bug: Something isn't working
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- enhancement: New feature or request
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- documentation: Improvements or additions to documentation
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- performance: Performance improvement
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- refactor: Code restructuring without behavior change
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- tech-debt: Technical debt reduction
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- question: Further information is requested
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- good first issue: Good for newcomers
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- needs-info: Waiting for reporter information
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Available priority labels (pick exactly 1 if you can assess priority):
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- High Priority
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- Medium Priority
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- Low Priority
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Respond in this exact JSON format:
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{
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"labels": ["label1", "label2"],
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"aligned": true,
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"violation_type": null,
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"explanation": null
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}
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Set "aligned" to false if the ${type} clearly violates project guidelines. Violation types:
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- "enterprise-patterns": Enterprise patterns (DI containers, abstract factories, etc.)
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- "framework-swap": Rewriting working code in a different framework without measurable improvement
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- "cosmetic-refactor": Pure formatting/renaming churn with no user value
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- "complexity-without-value": Adds abstraction/indirection without user-visible improvement
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- "heavy-orchestration": Duplicates what agent infrastructure already provides
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- "missing-info": Issue is too vague to act on (no repro steps, no context)
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- "off-topic": Not related to GSD-2 at all
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- "security-in-public": Appears to report a security vulnerability publicly
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If aligned is false, provide a brief, polite explanation (2-3 sentences) of why this was flagged.
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Be generous in your assessment — only flag clear violations. Ambiguous cases should be marked as aligned.
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Do NOT flag issues/PRs that are legitimately reporting bugs or requesting features, even if they could be better written.`;
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const response = await fetch('https://api.anthropic.com/v1/messages', {
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method: 'POST',
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headers: {
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'x-api-key': process.env.ANTHROPIC_API_KEY,
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'content-type': 'application/json',
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'anthropic-version': '2023-06-01'
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},
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body: JSON.stringify({
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model: 'claude-haiku-4-5-20251001',
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max_tokens: 300,
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messages: [{ role: 'user', content: prompt }]
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})
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});
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if (!response.ok) {
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const err = await response.text();
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core.setFailed(`Anthropic API error: ${response.status} ${err}`);
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return;
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}
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const data = await response.json();
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const text = data.content[0].text;
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// Extract JSON from response (handle markdown code blocks)
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const jsonMatch = text.match(/\{[\s\S]*\}/);
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if (!jsonMatch) {
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core.setFailed(`Could not parse Claude response: ${text}`);
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return;
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}
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const result = JSON.parse(jsonMatch[0]);
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core.info(`Triage result: ${JSON.stringify(result, null, 2)}`);
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// Apply labels
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const labelsToAdd = result.labels.filter(l => !existingLabels.includes(l));
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if (labelsToAdd.length > 0) {
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await github.rest.issues.addLabels({
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owner: context.repo.owner,
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repo: context.repo.repo,
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issue_number: number,
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labels: labelsToAdd
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});
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core.info(`Added labels: ${labelsToAdd.join(', ')}`);
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}
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// Flag misaligned issues/PRs
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if (!result.aligned) {
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// Add needs-review label
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await github.rest.issues.addLabels({
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owner: context.repo.owner,
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repo: context.repo.repo,
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issue_number: number,
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labels: ['needs-review']
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});
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const violationNames = {
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'enterprise-patterns': 'Enterprise patterns',
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'framework-swap': 'Framework swap',
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'cosmetic-refactor': 'Cosmetic refactor',
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'complexity-without-value': 'Complexity without user value',
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'heavy-orchestration': 'Heavy orchestration layer',
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'missing-info': 'Missing information',
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'off-topic': 'Off-topic',
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'security-in-public': 'Security report in public'
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};
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const securityNote = result.violation_type === 'security-in-public'
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? `\n\n**If this is a security vulnerability, please delete this ${type} and use [GitHub\'s private vulnerability reporting](https://github.com/gsd-build/GSD-2/security/advisories/new) instead.** See [CONTRIBUTING.md](https://github.com/gsd-build/GSD-2/blob/main/CONTRIBUTING.md#security) for details.`
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: '';
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const comment = `👋 Thanks for opening this ${type}!
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This was automatically flagged for maintainer review.
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**Flag:** ${violationNames[result.violation_type] || result.violation_type}
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${result.explanation}
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Please review our [VISION.md](https://github.com/gsd-build/GSD-2/blob/main/VISION.md) and [CONTRIBUTING.md](https://github.com/gsd-build/GSD-2/blob/main/CONTRIBUTING.md) for project guidelines.${securityNote}
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A maintainer will review this shortly. If you believe this was flagged in error, no action is needed — we'll take a look.
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---
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*This is an automated triage. The maintainers make all final decisions.*`;
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await github.rest.issues.createComment({
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owner: context.repo.owner,
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repo: context.repo.repo,
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issue_number: number,
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body: comment
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});
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core.info(`Flagged as misaligned: ${result.violation_type}`);
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}
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