Where to add controls first
Browse by workflow stage, control type, or cloud provider. Find the first use case that proves value — then expand.
79 patterns
AWS Current Deployment Lane
Run AutoDevOps on the current AWS path with Bedrock routing, IAM-scoped execution, VPC endpoint posture, budgets, and append-only audit.
Microsoft Azure Deployment Track
Bring governed execution to Azure OpenAI, Azure Functions, Key Vault, private networking, budgets, and audit.
Google Cloud Deployment Track
Bring governed execution to Vertex AI, Cloud Run, Secret Manager, Firestore, private routing, budgets, and audit.
Cross-Cloud Approval Boundary
Require allow, confirm, or block decisions before cloud worker dispatch across AWS, Microsoft Azure, and Google Cloud.
Post-Run QA Review
Review agent-generated diffs after a coding session and capture follow-up work before merge.
Agent Activity Notes
Verification portal only. Teammates annotate individual agent activity events — prompts, tool calls, model calls, approvals, decisions — so the team builds a written record of what went well and what to correct. Notes are scoped to a team, written by humans, and intended as feedback substrate for agent learning: replayable context for future runs, system-prompt tuning, and judge rubric refinement.
Progressive Documentation Skills
Load documentation playbooks on demand for CI/CD-generated docs, reports, and review artifacts.
Custom Workflow Skills
Package team workflows as reusable instructions, scripts, and templates that load only when needed.
CI/CD Agent Specialization
Give delivery agents CI/CD-specific playbooks for build, test, release, and infrastructure workflows.
Security Audit Skills
Bundle security playbooks with scripts, schemas, and reference docs for repeatable audit checks.
Test Generation Skills
Load test-generation playbooks when suites fail, then create targeted coverage around the failure.
API Documentation Skills
Generate API documentation from CI context using reusable templates and project-specific references.
Infrastructure as Code Skills
Apply Terraform, Kubernetes, and Docker playbooks with bundled schemas and validation scripts.
Multi-Stage Pipeline Skills
Chain lint, test, security, and deploy playbooks across delivery stages with clear handoffs.
Performance Optimization Skills
Run profiling and benchmark playbooks before build or release work lands.
Compliance and Audit Skills
Run compliance playbooks for GDPR, SOC 2, HIPAA, and other controls with reusable templates.
Test Loop Agent
On failing test hooks, propose targeted fixes, expand coverage, and rerun suites before handoff.
Web Test Repair Loop
Iterate on browser tests, capture failures, and stabilize the user flow before release.
TODO Auditor
Require TODO comments to reference a tracking issue or owner.
Test Coverage Guard
Enforce minimum test coverage thresholds before changes merge.
Cleanup Guard
Catch debug statements and commented-out code before commit.
Code Complexity Analyzer
Flag high-complexity code and suggest refactoring before merge.
Performance Profiler
Identify performance bottlenecks before they reach production.
OpenTelemetry Injector
Add OpenTelemetry instrumentation where service visibility is missing.
Changelog Writer
Draft release notes from merged changes and reviewer context.
Compliance Checker
Check deployment artifacts against required compliance controls.
K8s Manifest Generator
Create Kubernetes manifests from approved service configuration.
Resource Calculator
Estimate CPU, memory, and storage needs before deployment.
Rollback Planner
Create rollback plans before deployment starts.
Health Check Designer
Design health checks that match service behavior and ownership.
Unit Test Skeleton Builder
Generate unit test scaffolds around changed code paths.
Polyglot Linter
Run consistent lint checks across multi-language repositories.
Code Smell Detector
Flag anti-patterns before they become long-lived technical debt.
Integration Test Generator
Create integration tests for service boundaries and handoffs.
Property Test Designer
Design property-based tests for high-risk edge cases.
Mermaid Sequence Synthesizer
Generate sequence diagrams from code paths and service calls.
Design Drift Scorer
Compare implementation changes against the intended design.
API Doc Generator
Generate OpenAPI specs from routes, schemas, and comments.
Code Comment Enhancer
Improve inline documentation where examples or intent are missing.
Language Port Stubber
Create migration stubs for planned language ports.
API Surface Translator
Keep API changes aligned across language-specific clients.
Pattern Migrator
Apply approved design patterns to repetitive code paths.
Code Style Harmonizer
Enforce consistent style across repositories and languages.
Interface Extractor
Extract interfaces from concrete implementations where boundaries are stable.
Security Hotspot Scanner
Flag potential security vulnerabilities before review.
Secrets Scanner
Detect hardcoded secrets and credentials before commit.
PII Classifier
Identify personally identifiable information before it moves into unsafe paths.
License Hunter
Check dependency licenses against approved use policies.
Encryption Validator
Verify encryption requirements for sensitive data paths.
Terraform Drift Guard
Check Terraform plans for drift before infrastructure changes merge.
Secrets Manager
Move secrets and credentials into approved secret-management paths.
Schema Validator
Validate data schemas against approved definitions.
Data Lineage Tracker
Track how data moves across systems and services.
Privacy Preserver
Check data handling against privacy requirements.
Mutation Test Planner
Identify high-risk branches that need stronger test coverage.
Test Coverage Gap Finder
Find untested paths and recommend targeted coverage.
Architecture Decision Recorder Auto-Writer
Draft architecture decision records from merged technical changes.
README Coach
Keep README files aligned with setup, usage, and deployment reality.
Wiki Sync Agent
Sync approved documentation updates into external knowledge bases.
Docker Builder
Generate Dockerfiles from approved service requirements.
Dependency Analyzer
Review outdated dependencies and known vulnerabilities.
Benchmark Suite Builder
Maintain performance benchmarks for critical paths.
C4 Context Updater
Keep C4 architecture diagrams aligned with service changes.
Dead Code Reaper
Remove unused code after usage and ownership checks.
Tech Debt Prioritizer
Rank technical debt by risk, effort, and product impact.
Dependency Modernizer
Plan safe upgrades for legacy dependencies.
CVE Patch Advisor
Recommend patches for known vulnerabilities and exposures.
Authentication Auditor
Review authentication patterns and identify weak controls.
Access Control Reviewer
Review permissions and access control lists for overexposure.
GDPR Compliance Agent
Check product and data workflows against GDPR requirements.
CI/CD Optimizer
Improve CI/CD speed without weakening required checks.
SLA Monitor
Track service-level targets after deployment.
MCP Server with macOS Native Containers
Run MCP servers with macOS sandboxing instead of broad local trust.
Data Quality Checker
Monitor data quality and flag anomalies before they spread.
Prompt Regression Tester
Test prompts and model behavior for regressions.
Intent Card Generator
Turn user stories and issues into implementation intent specs.
Monolith Decomposer
Propose service boundaries from monolith structure and ownership.
ETL Pipeline Designer
Design ETL pipelines for warehouse and analytics workflows.
Synthetic Data Generator
Generate synthetic data for test and development environments.