Use Case Directory
Explore the full catalog of AI agents available to automate your software development lifecycle.
Claude QA Print Mode
When a Claude Code session stops, spawn a Codex print-mode reviewer to QA the diff and append fresh follow-up items to todos.md.
Claude Skills: Progressive Documentation
Load Claude Skills on-demand to generate docs (PowerPoint, Excel, PDF) in CI/CD. Only the Skills you trigger consume context—no upfront token cost.
Claude Skills: Custom Workflow Skills
Package your team's workflows as custom Skills. Claude loads filesystem-based instructions, scripts, and templates only when needed—scale without context penalty.
Claude Skills: CI/CD Agent Specialization
Transform Claude into a CI/CD specialist. Skills provide domain expertise via progressive disclosure—metadata loads at startup, full instructions only when triggered.
Claude Skills: Security Audit Skills
Bundle security playbooks as Skills with scripts, schemas, and reference docs. Claude executes code via bash—output only, no context bloat.
Claude Skills: Test Generation Skills
Load test generation Skills when tests fail. Bundled templates and examples guide Claude to create comprehensive test suites—no manual prompting.
Claude Skills: API Documentation
Pre-built document Skills (PowerPoint, Word, PDF) auto-generate API docs in CI. Filesystem-based resources mean unlimited reference material at zero token cost.
Claude Skills: Infrastructure as Code
Custom Skills for Terraform, K8s, Docker. Bundled schemas and validation scripts execute without loading into context—deterministic IaC generation.
Claude Skills: Multi-Stage Pipeline
Chain Skills across CI/CD stages. Lint Skill → Test Skill → Security Skill → Deploy Skill. Each loads only when needed, sharing context efficiently.
Claude Skills: Performance Optimization
Performance profiling Skills with bundled benchmark scripts. Claude runs analysis code via bash—results only, maintaining clean context windows.
Claude Skills: Compliance & Audit
GDPR, SOC2, HIPAA compliance Skills with regulatory templates. Progressive loading ensures comprehensive checks without overwhelming context.
Test Loop Codex
On failing test hooks, delegate to a Codex agent that expands coverage, regenerates specs, and reruns suites until everything passes.
Web Test Navigator
Trigger a Codex agent with the Google Chrome MCP tool to iterate on browser tests and capture new TODOs until the UI flow is stable.
TODO Auditor
Ensures TODO comments are linked to tracking issues for accountability.
Test Coverage Guard
Enforces minimum test coverage thresholds to maintain quality standards.
Cleanup Guard
Detects leftover debugging statements and commented-out code blocks.
Code Complexity Analyzer
Analyzes cyclomatic complexity and suggests refactoring for maintainability.
Performance Profiler
Identify performance bottlenecks before they hit production.
OpenTelemetry Injector
Automatically add OpenTelemetry for end-to-end observability.
Changelog Writer
Generate human-readable release notes from commit messages.
Compliance Checker
Verify that your deployment artifacts meet regulatory compliance.
K8s Manifest Generator
Create Kubernetes manifest files from a simple configuration.
Resource Calculator
Estimate CPU, memory, and storage needs for your application.
Rollback Planner
Automatically create rollback strategies for your deployments.
Health Check Designer
Design comprehensive health checks for your services.
Unit Test Skeleton Builder
Generate boilerplate unit tests and mock objects.
Polyglot Linter
Lint code across multiple languages with a single tool.
Code Smell Detector
Find anti-patterns and code smells before they become tech debt.
Integration Test Generator
Create integration tests that cover interactions between services.
Property Test Designer
Design property-based tests to catch edge cases.
Mermaid Sequence Synthesizer
Generate Mermaid sequence diagrams from your code.
Design Drift Scorer
Measure the alignment between your code and its intended design.
API Doc Generator
Generate OpenAPI specs from your code and comments.
Code Comment Enhancer
Improve inline documentation with examples and explanations.
Language Port Stubber
Create stubs for porting code from one language to another.
API Surface Translator
Sync API changes across different programming languages.
Pattern Migrator
Apply design patterns to your code automatically.
Code Style Harmonizer
Enforce a consistent code style across your entire codebase.
Interface Extractor
Extract interfaces from concrete implementations.
Security Hotspot Scanner
Find potential security vulnerabilities in your code.
Secrets Scanner
Detect hardcoded secrets and credentials in your code.
PII Classifier
Identify and classify personally identifiable information (PII) in your data.
License Hunter
Check for license compatibility of your dependencies.
Encryption Validator
Ensure that sensitive data is properly encrypted.
Terraform Drift Guard
Prevent infrastructure drift by checking Terraform plans.
Secrets Manager
Manage secrets and credentials in a secure way.
Schema Validator
Validate data schemas against your definitions.
Data Lineage Tracker
Track the flow of data through your systems.
Privacy Preserver
Ensure that data privacy regulations are being followed.
Mutation Test Planner
Identify high-risk branches that need more testing.
Test Coverage Gap Finder
Find untested code paths and suggest new tests.
Architecture Decision Recorder Auto-Writer
Create architecture decision records (ADRs) automatically.
README Coach
Ensure that your README files are complete and up-to-date.
Wiki Sync Agent
Update external wikis and knowledge bases with your documentation.
Docker Builder
Generate Dockerfiles for your applications.
Dependency Analyzer
Check for outdated dependencies and security vulnerabilities.
Benchmark Suite Builder
Create and maintain a suite of performance benchmarks.
C4 Context Updater
Keep your C4 architecture diagrams up-to-date.
Dead Code Reaper
Remove unused code from your codebase.
Tech Debt Prioritizer
Rank and prioritize technical debt in your backlog.
Dependency Modernizer
Update legacy dependencies to modern versions.
CVE Patch Advisor
Recommend patches for common vulnerabilities and exposures (CVEs).
Authentication Auditor
Review authentication patterns and recommend improvements.
Access Control Reviewer
Review user permissions and access control lists.
GDPR Compliance Agent
Ensure that your application is compliant with GDPR.
CI/CD Optimizer
Optimize your CI/CD pipelines for speed and efficiency.
SLA Monitor
Track service level agreement (SLA) compliance.
MCP Server with macOS Native Containers
Deploy MCP servers using macOS sandboxing—no Docker needed.
Data Quality Checker
Monitor the quality of your data and detect anomalies.
Prompt Regression Tester
Test for regressions in your AI prompts and models.
Intent Card Generator
Create intent specifications from user stories and issues.
Monolith Decomposer
Suggest microservice boundaries based on your monolith.
ETL Pipeline Designer
Design ETL pipelines for your data warehouse.
Synthetic Data Generator
Generate synthetic data for testing and development.