
Routes development tasks to the correct language or framework expert agent. Use when user requests code review, implementation, refactoring, or debugging.
hada.io RSS feed monitoring for AI agent/harness articles with automated /scout analysis
Memory persistence operations using claude-mem
Invoke and resume YAML-defined pipelines by name — /pipeline auto-dev runs the full release pipeline
Safety constraints and quality gates for pipeline and workflow execution
Safety constraints and quality gates for pipeline and workflow execution
Routes agent management tasks to the correct manager agent. Use when user requests agent creation, updates, audits, git operations, or verification.
Use when encountering any bug, test failure, or unexpected behavior. Enforces a strict reproduce-first, root-cause-first, failing-test-first debugging workflow before fixing.
Auto-decompose large tasks into DAG-compatible parallel subtasks
Use the project wiki as RAG knowledge source — search wiki pages to answer codebase questions before exploring raw files
Auto-detect project context and optimize harness — deactivate unused agents/skills, suggest missing experts, generate project profile
hada.io RSS feed monitoring for AI agent/harness articles with automated /scout analysis
Apply verified improvement suggestions from eval-core analysis to omcustom configuration
Use the project wiki as RAG knowledge source — search wiki pages to answer codebase questions before exploring raw files
Analyze task trajectories to propose reusable SKILL.md candidates from successful patterns
Multi-LLM adversarial consensus loop — 3+ LLMs compete to find flaws in designs/specs until unanimous agreement is reached
Generate and maintain a persistent codebase wiki — LLM-built interlinked markdown knowledge base (Karpathy LLM Wiki pattern)
Analyze project and auto-configure agents, skills, rules, and guides
Update agents from external sources (GitHub, docs, etc.)
Search and install skills from skills.sh marketplace when internal skills are insufficient
Generate and maintain a persistent codebase wiki — LLM-built interlinked markdown knowledge base (Karpathy LLM Wiki pattern)
Analyze task trajectories to propose reusable SKILL.md candidates from successful patterns
Auto-detect project context and optimize harness — deactivate unused agents/skills, suggest missing experts, generate project profile
Analyze project and auto-configure agents, skills, rules, and guides
Search and install skills from skills.sh marketplace when internal skills are insufficient
YAML-based DAG workflow engine with topological execution and failure strategies
Research-validated planning — research → plan → verify cycle for high-confidence implementation plans
Routes development tasks to the correct language or framework expert agent. Use when user requests code review, implementation, refactoring, or debugging.
Multi-LLM adversarial consensus loop — 3+ LLMs compete to find flaws in designs/specs until unanimous agreement is reached
6-stage structured development cycle with stage-based tool restrictions
PostgreSQL performance optimization guidelines from Supabase. Apply when writing SQL, designing schemas, configuring RLS, or optimizing database performance.
UI code review with 100+ rules for accessibility, performance, and UX
Worker-Reviewer iterative pipeline for quality-critical code with review cycles
Research-validated planning — research → plan → verify cycle for high-confidence implementation plans
Review code against language-specific best practices
Docker patterns for optimized containerization
Execute Gemini CLI prompts and return results
Show help information for commands and system
Modern Java 21 patterns from Virtual Threads, Pattern Matching, Records, and Sealed Classes
Show all available commands
Search and recall memories from claude-mem
Audit npm dependencies for security and updates
Apply verified improvement suggestions from eval-core analysis to omcustom configuration
Read-only report of improvement suggestions from eval-core analysis engine
Generate structured release notes from git history and closed issues within Claude Code session
Control and inspect the built-in Web UI (packages/serve) — start, stop, status, open
Apply bundle size optimizations
PostgreSQL best practices for database design, query optimization, and performance tuning
Analyze GitHub issues against current codebase and perform automated triage with priority assessment
React/Next.js performance optimization with 40+ rules in 8 categories
PostgreSQL performance optimization guidelines from Supabase. Apply when writing SQL, designing schemas, configuring RLS, or optimizing database performance.
Generate comprehensive optimization report
Spring Boot patterns for enterprise Java applications
Sync documentation with project structure
A mock package skill for testing
Template for pre-reasoning → action → post-verification model allocation
Pre-action boundary checking — validates agent tool calls against declared capabilities and task contracts
Adversarial code review using attacker mindset — trust boundary, attack surface, business logic, and defense evaluation
Adversarial code review using attacker mindset — trust boundary, attack surface, business logic, and defense evaluation
Apache Airflow best practices for DAG authoring, testing, and production deployment
Alembic migration patterns for naming conventions, safety checks, expand-contract, env.py configuration, and CI integration
Pre-routing ambiguity analysis — scores request clarity and asks clarifying questions when needed (inspired by ouroboros)
Pre-routing ambiguity analysis — scores request clarity and asks clarifying questions when needed (inspired by ouroboros)
Audit agent dependencies and references
Fetch Claude Code official documentation. Use when updating local reference docs or checking official spec.
Monitor Claude Code releases and auto-generate GitHub issues for each new version
Monitor Claude Code releases and auto-generate GitHub issues for each new version
Execute OpenAI Codex CLI prompts and return results
Execute OpenAI Codex CLI prompts and return results
Create a new agent with complete structure
Create a new agent with complete structure
CVE triage workflow for vulnerability analysis, reproduction assessment, and patch verification
YAML-based DAG workflow engine with topological execution and failure strategies
dbt best practices for SQL modeling, testing, and analytics engineering workflows
Multi-angle release quality verification using parallel expert review teams
Routes data engineering tasks to the correct DE expert agent. Use when user requests data pipeline design, DAG authoring, SQL modeling, stream processing, or warehouse optimization.
Refactor code for better structure and patterns
Django patterns for production-ready Python web applications
Django patterns for production-ready Python web applications
Docker patterns for optimized containerization
Parameterized evaluator-optimizer loop for quality-critical output with configurable rubrics
FastAPI patterns for high-performance async APIs
Flutter/Dart development best practices for widget composition, state management, and performance
Flutter/Dart development best practices for widget composition, state management, and performance
Execute Gemini CLI prompts and return results
Go backend patterns from Uber style and standard layout
Structured SE task evaluation using 15 benchmark definitions from claude-code-harness research
Automatically detect user intent and route to appropriate agent
Parameterized prompt templates using Jinja2 patterns for reusable, dynamic agent prompts
Apache Kafka best practices for event streaming, topic design, and producer-consumer patterns
Idiomatic Kotlin patterns from JetBrains conventions
Idiomatic Kotlin patterns from JetBrains conventions
Memory persistence operations using claude-mem
Search and recall memories from claude-mem
A mock harness skill for testing
Advisory model escalation based on task outcome tracking
Advisory model escalation based on task outcome tracking
Enable/disable OpenTelemetry console monitoring for Claude Code usage tracking
Parallel code verification using multiple models with severity classification
Publish package to npm registry with pre-checks
Publish package to npm registry with pre-checks
Manage semantic versions for npm packages
Submit feedback about oh-my-customcode (supports anonymous submission)
Read-only report of improvement suggestions from eval-core analysis engine
Prevent session idle during background agent work via SubagentStop prompt hook auto-continuation
Generate structured release notes from git history and closed issues within Claude Code session
Extract canonical spec from existing agent or skill files
Extract canonical spec from existing agent or skill files
Analyze bundle size and performance metrics
Generate comprehensive optimization report
Cross-session Claude Code instance messaging via claude-peers-mcp broker
Invoke and resume YAML-defined pipelines by name — /pipeline auto-dev runs the full release pipeline
Data pipeline architecture patterns for ETL/ELT design, orchestration, and data quality frameworks
PostgreSQL best practices for database design, query optimization, and performance tuning
Analyze release workflow findings and recommend follow-up actions — execute immediately or register as issues
Opt-in post-PR analysis and improvement suggestions for code quality enhancement
Pythonic patterns from PEP 8 and PEP 20
React/Next.js performance optimization with 40+ rules in 8 categories
Template for pre-reasoning → action → post-verification model allocation
Generate release-unit development plans from professor-triage completed (verify-done) issues, grouping by priority and size
Generate release-unit development plans from professor-triage completed (verify-done) issues, grouping by priority and size
10-team parallel deep analysis with cross-verification for any topic, repository, or technology. Use when user invokes /research or asks for comprehensive research.
Aggregate parallel agent results into concise output
Aggregate parallel agent results into concise output
Full R017 verification (5+3 rounds) before commit
Full R017 verification (5+3 rounds) before commit
Analyze external URL to evaluate fit with oh-my-customcode project and auto-create GitHub issue with verdict
Alias for sdd-dev — Spec-Driven Development workflow
Routes agent management tasks to the correct manager agent. Use when user requests agent creation, updates, audits, git operations, or verification.
Snowflake best practices for cloud data warehouse design, query optimization, and cost management
Spring Boot patterns for enterprise Java applications
Show system status and health checks
6-stage structured development cycle with stage-based tool restrictions
Detect stuck loops and advise recovery strategies
Use when encountering any bug, test failure, or unexpected behavior. Enforces a strict reproduce-first, root-cause-first, failing-test-first debugging workflow before fixing.
Type-safe TypeScript patterns from industry standards
Type-safe TypeScript patterns from industry standards
Sync documentation with project structure
Update agents from external sources (GitHub, docs, etc.)
Deploy applications to Vercel with auto-detection and preview URLs
UI code review with 100+ rules for accessibility, performance, and UX
Worker-Reviewer iterative pipeline for quality-critical code with review cycles
Apply Strunk's timeless writing rules to ANY prose humans will read—documentation, commit messages, error messages, explanations, reports, or UI text. Makes your writing clearer, stronger, and more professional.
Apply Strunk's timeless writing rules to ANY prose humans will read—documentation, commit messages, error messages, explanations, reports, or UI text. Makes your writing clearer, stronger, and more professional.
Apache Airflow best practices for DAG authoring, testing, and production deployment
Parameterized evaluator-optimizer loop for quality-critical output with configurable rubrics
AWS patterns from Well-Architected Framework
Review code against language-specific best practices
FastAPI patterns for high-performance async APIs
Idiomatic Go patterns from Effective Go
Idiomatic Go patterns from Effective Go
Fix broken agent references and symlinks
Audit agent dependencies and references
Go backend patterns from Uber style and standard layout
Pre-action boundary checking — validates agent tool calls against declared capabilities and task contracts
CVE triage workflow for vulnerability analysis, reproduction assessment, and patch verification
Structured SE task evaluation using 15 benchmark definitions from claude-code-harness research
AI design language for production-grade UI — 10 commands covering typography, color, motion, layout, and UX writing quality
AI design language for production-grade UI — 10 commands covering typography, color, motion, layout, and UX writing quality
Modern Java 21 patterns from Virtual Threads, Pattern Matching, Records, and Sealed Classes
Automatically detect user intent and route to appropriate agent
Apache Kafka best practices for event streaming, topic design, and producer-consumer patterns
Coordinates QA workflow across planning, writing, and execution agents. Use when user requests testing, quality assurance, or test documentation.
Redis best practices for caching, data structures, and in-memory data architecture
Idiomatic Rust patterns from official guidelines
Spec-Driven Development workflow — enforces sdd/ folder hierarchy with planning-first gates, current-state artifacts, and completion verification
Snowflake best practices for cloud data warehouse design, query optimization, and cost management
Apache Spark best practices for PySpark and Scala distributed data processing
Show system status and health checks
Detect stuck loops and advise recovery strategies
Auto-decompose large tasks into DAG-compatible parallel subtasks
Analyze external URL to evaluate fit with oh-my-customcode project and auto-create GitHub issue with verdict
A mock core skill for testing
Deploy applications to Vercel with auto-detection and preview URLs
Execute CLI commands through RTK proxy for token-optimized output
Opt-in post-PR analysis and improvement suggestions for code quality enhancement
Fix broken agent references and symlinks
Alias for sdd-dev — Spec-Driven Development workflow
Cross-session Claude Code instance messaging via claude-peers-mcp broker
Refactor code for better structure and patterns
Routes data engineering tasks to the correct DE expert agent. Use when user requests data pipeline design, DAG authoring, SQL modeling, stream processing, or warehouse optimization.
Save current session context to claude-mem
Pythonic patterns from PEP 8 and PEP 20
Parallel code verification using multiple models with severity classification
Audit npm dependencies for security and updates
Alembic migration patterns for naming conventions, safety checks, expand-contract, env.py configuration, and CI integration
AWS patterns from Well-Architected Framework
Fetch Claude Code official documentation. Use when updating local reference docs or checking official spec.
dbt best practices for SQL modeling, testing, and analytics engineering workflows
Multi-angle release quality verification using parallel expert review teams
Show help information for commands and system
Parameterized prompt templates using Jinja2 patterns for reusable, dynamic agent prompts
Show all available commands
Save current session context to claude-mem
Enable/disable OpenTelemetry console monitoring for Claude Code usage tracking
Manage semantic versions for npm packages
Submit feedback about oh-my-customcode (supports anonymous submission)
Prevent session idle during background agent work via SubagentStop prompt hook auto-continuation
Control and inspect the built-in Web UI (packages/serve) — start, stop, status, open
Analyze bundle size and performance metrics
Apply bundle size optimizations
Data pipeline architecture patterns for ETL/ELT design, orchestration, and data quality frameworks
Analyze release workflow findings and recommend follow-up actions — execute immediately or register as issues
Analyze GitHub issues against current codebase and perform automated triage with priority assessment
Coordinates QA workflow across planning, writing, and execution agents. Use when user requests testing, quality assurance, or test documentation.
Redis best practices for caching, data structures, and in-memory data architecture
10-team parallel deep analysis with cross-verification for any topic, repository, or technology. Use when user invokes /research or asks for comprehensive research.
Execute CLI commands through RTK proxy for token-optimized output
Idiomatic Rust patterns from official guidelines
Spec-Driven Development workflow — enforces sdd/ folder hierarchy with planning-first gates, current-state artifacts, and completion verification
Alias for sdd-dev — Spec-Driven Development workflow
Alias for sdd-dev — Spec-Driven Development workflow
Apache Spark best practices for PySpark and Scala distributed data processing