10 AI Developer Workflows

Non-interactive, multi-stage pipelines designed for CLI and CI/CD use. Each workflow collects context, escalates through model tiers, and returns structured JSON output.

Looking for an interactive guided experience? Try Wizards — they wrap these same workflows in a step-by-step conversation.

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terminal

# Run any workflow
attune workflow run <name> --input '{"path": "src/"}'

# Examples
attune workflow run security-audit --input '{"path": "src/"}'
attune workflow run code-review --input '{"path": "src/api.py"}'
attune workflow run release-prep

# JSON output for CI/CD
attune workflow run bug-predict --json

🔒

Security Audit

attune workflow run security-audit

OWASP-focused security scan with vulnerability assessment across triage, analysis, severity scoring, and remediation stages.

What you get:

✓OWASP Top 10 detection
✓Secrets and credential scanning
✓Dependency vulnerability audit
✓Prioritized fix recommendations

Pre-deployment checksCompliance verificationSecurity audits

👁️

Code Review

attune workflow run code-review

Tiered code analysis with conditional premium review — classify, scan, performance check, and architect review stages.

What you get:

✓Multi-tier analysis (Haiku → Sonnet → Opus)
✓Security vulnerability detection
✓Performance suggestions
✓Architecture-level feedback

PR reviewsCode quality gatesTeam standards enforcement

🐛

Bug Prediction

attune workflow run bug-predict

Predict bugs by analyzing code against learned patterns — scan, correlate with history, predict risk, and recommend fixes.

What you get:

✓Pattern-based risk scoring
✓Historical bug correlation
✓Null pointer and race condition detection
✓Prioritized remediation list

Pre-release risk assessmentCode quality gatesTechnical debt triage

⚡

Performance Audit

attune workflow run perf-audit

Identify performance bottlenecks and optimization opportunities — profile, analyze, identify hotspots, and optimize.

What you get:

✓Hotspot identification
✓Memory leak detection
✓Query optimization suggestions
✓Caching recommendations

Performance tuningScalability planningResource optimization

🧪

Test Generation

attune workflow run test-gen

Generate tests targeting areas with historical bugs — identify gaps, analyze coverage, generate pytest suites, review output.

What you get:

✓Bug-history-driven test targeting
✓Edge case identification
✓Mock and fixture creation
✓Coverage gap analysis

New feature testingLegacy code coverageRegression prevention

📝

Documentation

attune workflow run doc-gen

Cost-optimized documentation pipeline — outline with Haiku, write with Sonnet, polish with Opus.

What you get:

✓API documentation generation
✓README creation
✓Inline comment suggestions
✓Architecture docs

API documentationOnboarding guidesTechnical specs

🔧

Refactor Plan

attune workflow run refactor-plan

Prioritize tech debt based on trajectory and impact — scan codebase, analyze complexity, prioritize issues, output action plan.

What you get:

✓Impact-ranked tech debt list
✓Complexity analysis
✓Safe refactoring sequencing
✓Breaking change detection

Code modernizationTechnical debt reductionPre-sprint planning

📦

Dependency Check

attune workflow run dependency-check

Audit dependencies for vulnerabilities and updates — inventory packages, assess CVEs, report with severity rankings.

What you get:

✓CVE vulnerability detection
✓Outdated package identification
✓Unmaintained package flagging
✓Severity-ranked action list

Security auditsDependency hygieneCompliance checks

🚀

Release Prep

attune workflow run release-prep

Multi-agent release readiness assessment with parallel validation — triage, parallel checks, synthesis, and go/no-go decision.

What you get:

✓Parallel security + test + doc checks
✓Test coverage verification
✓Documentation completeness check
✓Automated go/no-go decision

Release candidatesProduction deploymentsVersion launches

🔍

Research Synthesis

attune workflow run research-synthesis

Cost-optimized multi-document research — summarize sources with Haiku, analyze with Sonnet, synthesize findings with Opus.

What you get:

✓Multi-source aggregation
✓Structured research reports
✓Cost-optimized tier routing
✓Citation and source tracking

Architecture decisionsTechnology evaluationBest practices research

Ready to automate your dev workflow?

Install Attune AI and run all 10 workflows today.

pip install attune-ai Explore Wizards