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Get Started Free →Patterns for automating GitHub workflows with AI assistance, inspired by [Gemini CLI](https://github.com/google-gemini/gemini-cli) and modern DevOps practices.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 147% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 110% | 0% |
| case-13 | ✗→✓ | ▲ Improved | 262% | 0% |
| case-16 | ✗→✓ | ▲ Improved | 308% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 232% | 0% |
> Patterns for automating GitHub workflows with AI assistance, inspired by Gemini CLI and modern DevOps practices.
Use this skill when:
yaml# .github/workflows/ai-review.yml name: AI Code Review on: pull_request: types: [opened, synchronize] jobs: review: runs-on: ubuntu-latest permissions: contents: read pull-requests: write steps: - uses: actions/checkout@v4 with: fetch-depth: 0 - name: Get changed files id: changed run: | files=$(git diff --name-only origin/${{ github.base_ref }}...HEAD) echo "files<<EOF" >> $GITHUB_OUTPUT echo "$files" >> $GITHUB_OUTPUT echo "EOF" >> $GITHUB_OUTPUT - name: Get diff id: diff run: | diff=$(git diff origin/${{ github.base_ref }}...HEAD) echo "diff<<EOF" >> $GITHUB_OUTPUT echo "$diff" >> $GITHUB_OUTPUT echo "EOF" >> $GITHUB_OUTPUT - name: AI Review uses: actions/github-script@v7 with: script: | const { Anthropic } = require('@anthropic-ai/sdk'); const client = new Anthropic({ apiKey: process.env.ANTHROPIC_API_KEY }); const response = await client.messages.create({ model: "claude-3-sonnet-20240229", max_tokens: 4096, messages: [{ role: "user", content: `Review this PR diff and provide feedback: Changed files: ${{ steps.changed.outputs.files }} Diff: ${{ steps.diff.outputs.diff }} Provide: 1. Summary of changes 2. Potential issues or bugs 3. Suggestions for improvement 4. Security concerns if any Format as GitHub markdown.` }] }); await github.rest.pulls.createReview({ owner: context.repo.owner, repo: context.repo.repo, pull_number: context.issue.number, body: response.content[0].text, event: 'COMMENT' }); env: ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
`markdown# AI Review Structure ## 📋 Summary Brief description of what this PR does. ## ✅ What looks good - Well-structured code - Good test coverage - Clear naming conventions ## ⚠️ Potential Issues 1. **Line 42**: Possible null pointer exception ```javascript // Current user.profile.name; // Suggested user?.profile?.name ?? "Unknown"; ```
javascript // Add try-catch or .catch()
`### 1.3 Focused Reviews
run: | files=$(git diff --name-only origin/${{ github.base_ref }}...HEAD | \ grep -E '\.(ts|tsx|js|jsx|py|go)$' || true) echo "code_files=$files" >> $GITHUB_OUTPUT
run: | # Include relevant context files context="" for file in ${{ steps.changed.outputs.files }}; do if -f "$file" ]]; then context+="=== $file ===\n$(cat $file)\n\n" fi done
# Send to AI with full file context
`--- ## 2. Issue Triage Automation ### 2.1 Auto-label Issues
name: Issue Triage
on: issues: types: opened]
jobs: triage: runs-on: ubuntu-latest permissions: issues: write
steps:
uses: actions/github-script@v7 with: script: | const issue = context.payload.issue;
// Call AI to analyze const analysis = await analyzeIssue(issue.title, issue.body);
// Apply labels const labels = ];
if (analysis.type === 'bug') { labels.push('bug'); if (analysis.severity === 'high') labels.push('priority: high'); } else if (analysis.type === 'feature') { labels.push('enhancement'); } else if (analysis.type === 'question') { labels.push('question'); }
if (analysis.area) { labels.push(area: ${analysis.area}); }
await github.rest.issues.addLabels({ owner: context.repo.owner, repo: context.repo.repo, issue_number: issue.number, labels: labels });
// Add initial response if (analysis.type === 'bug' && !analysis.hasReproSteps) { await github.rest.issues.createComment({ owner: context.repo.owner, repo: context.repo.repo, issue_number: issue.number, body: Thanks for reporting this issue!
To help us investigate, could you please provide:
This will help us resolve your issue faster. 🙏 }); }
### 2.2 Issue Analysis Prompt
const TRIAGE_PROMPT = Analyze this GitHub issue and classify it:
Title: {title} Body: {body}
Return JSON with: { "type": "bug" | "feature" | "question" | "docs" | "other", "severity": "low" | "medium" | "high" | "critical", "area": "frontend" | "backend" | "api" | "docs" | "ci" | "other", "summary": "one-line summary", "hasReproSteps": boolean, "isFirstContribution": boolean, "suggestedLabels": "label1", "label2"], "suggestedAssignees": "username"] // based on area expertise } ;
### 2.3 Stale Issue Management
name: Manage Stale Issues
on: schedule:
jobs: stale: runs-on: ubuntu-latest steps:
with: stale-issue-message: | This issue has been automatically marked as stale because it has not had recent activity. It will be closed in 14 days if no further activity occurs.
If this issue is still relevant:
stale labelThank you for your contributions! 🙏
stale-pr-message: | This PR has been automatically marked as stale. Please update it or it will be closed in 14 days.
days-before-stale: 60 days-before-close: 14 stale-issue-label: "stale" stale-pr-label: "stale" exempt-issue-labels: "pinned,security,in-progress" exempt-pr-labels: "pinned,security"
---
## 3. CI/CD Integration
### 3.1 Smart Test Selection
name: Smart Test Selection
on: pull_request:
jobs: analyze: runs-on: ubuntu-latest outputs: test_suites: ${{ steps.analyze.outputs.suites }}
steps:
with: fetch-depth: 0
id: analyze run: | # Get changed files changed=$(git diff --name-only origin/${{ github.base_ref }}...HEAD)
# Determine which test suites to run suites="]"
if echo "$changed" | grep -q "^src/api/"; then suites=$(echo $suites | jq '. + "api"]') fi
if echo "$changed" | grep -q "^src/frontend/"; then suites=$(echo $suites | jq '. + "frontend"]') fi
if echo "$changed" | grep -q "^src/database/"; then suites=$(echo $suites | jq '. + "database", "api"]') fi
# If nothing specific, run all if "$suites" = "]" ]; then suites='"all"]' fi
echo "suites=$suites" >> $GITHUB_OUTPUT
test: needs: analyze runs-on: ubuntu-latest strategy: matrix: suite: ${{ fromJson(needs.analyze.outputs.test_suites) }}
steps:
run: | if "${{ matrix.suite }}" = "all" ]; then npm test else npm test -- --suite ${{ matrix.suite }} fi
### 3.2 Deployment with AI Validation
name: Deploy with AI Validation
on: push: branches: main]
jobs: validate: runs-on: ubuntu-latest steps:
id: changes run: | # Get commits since last deployment last_deploy=$(git describe --tags --abbrev=0 2>/dev/null || echo "") if -n "$last_deploy" ]; then changes=$(git log --oneline $last_deploy..HEAD) else changes=$(git log --oneline -10) fi echo "changes<<EOF" >> $GITHUB_OUTPUT echo "$changes" >> $GITHUB_OUTPUT echo "EOF" >> $GITHUB_OUTPUT
id: assess uses: actions/github-script@v7 with: script: | // Analyze changes for deployment risk const prompt = Analyze these changes for deployment risk:
${process.env.CHANGES}
Return JSON: { "riskLevel": "low" | "medium" | "high", "concerns": "concern1", "concern2"], "recommendations": "rec1", "rec2"], "requiresManualApproval": boolean } ;
// Call AI and parse response const analysis = await callAI(prompt);
if (analysis.riskLevel === 'high') { core.setFailed('High-risk deployment detected. Manual review required.'); }
return analysis; env: CHANGES: ${{ steps.changes.outputs.changes }}
deploy: needs: validate runs-on: ubuntu-latest environment: production steps:
run: | echo "Deploying to production..." # Deployment commands here
### 3.3 Rollback Automation
name: Automated Rollback
on: workflow_dispatch: inputs: reason: description: "Reason for rollback" required: true
jobs: rollback: runs-on: ubuntu-latest steps:
with: fetch-depth: 0
id: stable run: | # Find last successful deployment stable=$(git tag -l 'v' --sort=-version:refname | head -1) echo "version=$stable" >> $GITHUB_OUTPUT
run: | git checkout ${{ steps.stable.outputs.version }} # Deploy stable version npm run deploy
uses: slackapi/slack-github-action@v1 with: payload: | { "text": "🔄 Production rolled back to ${{ steps.stable.outputs.version }}", "blocks": { "type": "section", "text": { "type": "mrkdwn", "text": "Rollback executed\n• Version: ${{ steps.stable.outputs.version }}\n• Reason: ${{ inputs.reason }}\n• Triggered by: ${{ github.actor }}" } } ] }
---
## 4. Git Operations
### 4.1 Automated Rebasing
name: Auto Rebase
on: issue_comment: types: created]
jobs: rebase: if: github.event.issue.pull_request && contains(github.event.comment.body, '/rebase') runs-on: ubuntu-latest
steps:
with: fetch-depth: 0 token: ${{ secrets.GITHUB_TOKEN }}
run: | git config user.name "github-actionsbot]" git config user.email "github-actionsbot]@users.noreply.github.com"
run: | # Fetch PR branch gh pr checkout ${{ github.event.issue.number }}
# Rebase onto main git fetch origin main git rebase origin/main
# Force push git push --force-with-lease env: GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
uses: actions/github-script@v7 with: script: | github.rest.issues.createComment({ owner: context.repo.owner, repo: context.repo.repo, issue_number: context.issue.number, body: '✅ Successfully rebased onto main!' })
### 4.2 Smart Cherry-Pick
// AI-assisted cherry-pick that handles conflicts async function smartCherryPick(commitHash: string, targetBranch: string) { // Get commit info const commitInfo = await exec(git show ${commitHash} --stat);
// Check for potential conflicts const targetDiff = await exec( git diff ${targetBranch}...HEAD -- ${affectedFiles} );
// AI analysis const analysis = await ai.analyze( I need to cherry-pick this commit to ${targetBranch}:
${commitInfo}
Current state of affected files on ${targetBranch}: ${targetDiff}
Will there be conflicts? If so, suggest resolution strategy. );
if (analysis.willConflict) { // Create branch for manual resolution await exec( git checkout -b cherry-pick-${commitHash.slice(0, 7)} ${targetBranch} ); const result = await exec(git cherry-pick ${commitHash}, { allowFail: true, });
if (result.failed) { // AI-assisted conflict resolution const conflicts = await getConflicts(); for (const conflict of conflicts) { const resolution = await ai.resolveConflict(conflict); await applyResolution(conflict.file, resolution); } } } else { await exec(git checkout ${targetBranch}); await exec(git cherry-pick ${commitHash}); } }
### 4.3 Branch Cleanup
name: Branch Cleanup
on: schedule:
workflow_dispatch:
jobs: cleanup: runs-on: ubuntu-latest steps:
with: fetch-depth: 0
id: stale run: | # Branches not updated in 30 days stale=$(git for-each-ref --sort=-committerdate refs/remotes/origin \ --format='%(refname:short) %(committerdate:relative)' | \ grep -E '3-9]0-9]+ days|0-9]+ months|0-9]+ years' | \ grep -v 'origin/main\|origin/develop' | \ cut -d' ' -f1 | sed 's|origin/||')
echo "branches<<EOF" >> $GITHUB_OUTPUT echo "$stale" >> $GITHUB_OUTPUT echo "EOF" >> $GITHUB_OUTPUT
if: steps.stale.outputs.branches != '' uses: actions/github-script@v7 with: script: | const branches = ${{ steps.stale.outputs.branches }}.split('\n').filter(Boolean);
const body = ## 🧹 Stale Branch Cleanup
The following branches haven't been updated in over 30 days:
${branches.map(b => - \${b}\).join('\n')}
/keep branch-name\ to preserve specific branches;
await github.rest.issues.create({ owner: context.repo.owner, repo: context.repo.repo, title: 'Stale Branch Cleanup', body: body, labels: 'housekeeping'] });
---
## 5. On-Demand Assistance
### 5.1 @mention Bot
name: AI Mention Bot
on: issue_comment: types: created] pull_request_review_comment: types: created]
jobs: respond: if: contains(github.event.comment.body, '@ai-helper') runs-on: ubuntu-latest
steps:
id: question run: | # Extract text after @ai-helper question=$(echo "${{ github.event.comment.body }}" | sed 's/.@ai-helper//') echo "question=$question" >> $GITHUB_OUTPUT
id: context run: | if "${{ github.event.issue.pull_request }}" != "" ]; then # It's a PR - get diff gh pr diff ${{ github.event.issue.number }} > context.txt else # It's an issue - get description gh issue view ${{ github.event.issue.number }} --json body -q .body > context.txt fi echo "context=$(cat context.txt)" >> $GITHUB_OUTPUT env: GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
uses: actions/github-script@v7 with: script: | const response = await ai.chat( Context: ${process.env.CONTEXT}
Question: ${process.env.QUESTION}
Provide a helpful, specific answer. Include code examples if relevant. );
await github.rest.issues.createComment({ owner: context.repo.owner, repo: context.repo.repo, issue_number: context.issue.number, body: response }); env: CONTEXT: ${{ steps.context.outputs.context }} QUESTION: ${{ steps.question.outputs.question }}
### 5.2 Command Patterns
| Command | Description | | :------------------- | :-------------------------- | | @ai-helper explain | Explain the code in this PR | | @ai-helper review | Request AI code review | | @ai-helper fix | Suggest fixes for issues | | @ai-helper test | Generate test cases | | @ai-helper docs | Generate documentation | | /rebase | Rebase PR onto main | | /update | Update PR branch from main | | /approve | Mark as approved by bot | | /label bug | Add 'bug' label | | /assign @user | Assign to user |
---
## 6. Repository Configuration
### 6.1 CODEOWNERS
/src/frontend/ @org/frontend-team .tsx @org/frontend-team .css @org/frontend-team
/src/api/ @org/backend-team /src/database/ @org/backend-team
/.github/ @org/devops-team /terraform/ @org/devops-team Dockerfile @org/devops-team
/docs/ @org/docs-team .md @org/docs-team
/src/auth/ @org/security-team /src/crypto/ @org/security-team
### 6.2 Branch Protection
uses: actions/github-script@v7 with: script: | await github.rest.repos.updateBranchProtection({ owner: context.repo.owner, repo: context.repo.repo, branch: 'main', required_status_checks: { strict: true, contexts: 'test', 'lint', 'ai-review'] }, enforce_admins: true, required_pull_request_reviews: { required_approving_review_count: 1, require_code_owner_reviews: true, dismiss_stale_reviews: true }, restrictions: null, required_linear_history: true, allow_force_pushes: false, allow_deletions: false });
---
## Best Practices
### Security
- [ ] Store API keys in GitHub Secrets
- [ ] Use minimal permissions in workflows
- [ ] Validate all inputs
- [ ] Don't expose sensitive data in logs
### Performance
- [ ] Cache dependencies
- [ ] Use matrix builds for parallel testing
- [ ] Skip unnecessary jobs with path filters
- [ ] Use self-hosted runners for heavy workloads
### Reliability
- [ ] Add timeouts to jobs
- [ ] Handle rate limits gracefully
- [ ] Implement retry logic
- [ ] Have rollback procedures
---
## Resources
- [Gemini CLI GitHub Action](https://github.com/google-github-actions/run-gemini-cli)
- [GitHub Actions Documentation](https://docs.github.com/en/actions)
- [GitHub REST API](https://docs.github.com/en/rest)
- [CODEOWNERS Syntax](https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-code-owners)
## Limitations
- Use this skill only when the task clearly matches the scope described above.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.Other measured skills in the registry, with their headline benchmark lift.