Manufacturing-fokussierter Continuous Improvement Skill fuer fabrikIQ. Implementiert Lean Manufacturing Prinzipien (5 Whys, Ishikawa, PDCA) fuer systematische Problemloes — from…
Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid overcomplication, make surgical changes, surface assumptions,…
Guidelines to improve coding style and avoid common pitfalls. Use when writing, reviewing, or refactoring any kind of code.
Auto-generate code structure index (Repo Map). Extracts class names and method signatures for component types defined in ecw.yml (e.g., Facade/BizService/Manager), grouped by…
Use after completing a refactor, implementing a major feature, or when skills may be outdated. Analyzes code changes, identifies affected skills, and proposes updates to keep team…
Use when reviewing implemented Kotlin Multiplatform / Compose Multiplatform code for architecture consistency, business-logic placement, state correctness, concurrency, Compose…
Refactor discipline for existing codebases. Enforces scope control, migration safety, compatibility, observability, and tests to keep refactors reviewable and low-risk.
Use when designing, reviewing, or refactoring module boundaries in KMP or Android projects — feature, data, app, and common modules, dependency direction, visibility control, and…
Reviews LangGraph code for bugs, anti-patterns, and improvements. Use when reviewing code that uses StateGraph, nodes, edges, checkpointing, or other LangGraph features.
Use when Claude Code hits "File content exceeds maximum allowed tokens" error, or when files are too large to read.
Guardrails, protocols, and operating constraints for large-scale, long-running, or parallelized AI coding tasks — migrations, codebase-wide refactors, framework upgrades, and any…
Autonomous bug-elimination loop. Iteratively invokes /bug-hunt and /implement-batch until findings converge below an operator-specified severity floor.
Autonomous technical lead. Takes commander's intent and drives a project to completion through an OODA loop over implementation, refactoring, review, and bug-hunting skills.
Autonomous comprehensive refactoring. Three-phase pipeline — Phase 1 /refactor (tactical, loops internally to convergence) → Phase 2 loop of /review-arch + /implement-batch until…
Interactive LeetCode-style teacher for technical interview preparation. Generates coding playgrounds with real product challenges, teaches patterns and techniques, supports…
Expert system for identifying deprecated patterns, suggesting refactoring to modern standards (Python 3.12+, ES2024+), checking test coverage, and leveraging AI-powered tools.
Investigate unfamiliar legacy code before edits. Triggers: legacy module, unknown repo, risky refactor, trace ownership. Triggers:
Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compatibility.
Knowledge steward for Johnny-Decimal/Zettelkasten Obsidian vaults. Use when managing vault structure, auditing links, cleaning up notes, constructing new vault sections, reviewing…
Reviews Phoenix LiveView code for lifecycle patterns, assigns/streams usage, components, and security. Use when reviewing LiveView modules, .heex templates, or LiveComponents.
Worker that checks DRY/KISS/YAGNI/architecture compliance with quantitative Code Quality Score. Validates architectural decisions via MCP Ref: (1) Optimality - is chosen approach…
Checks DRY/KISS/YAGNI/architecture compliance with quantitative Code Quality Score. Use when implementation tasks are Done and need quality scoring.
Auto-fixes low-risk tech debt (unused imports, dead code, commented-out code) with >=90% confidence. Use when audit findings need safe automated cleanup.
Audit code comments and docstrings quality across 6 categories (WHY-not-WHAT, Density, Forbidden Content, Docstrings, Actuality, Legacy).
Logic optimization and image-based code tasks with Codex CLI in --yolo mode. Use when (1) optimizing code logic or algorithms, (2) processing image inputs (screenshots, diagrams,…
Run multi-axis implementation review through Loom critique. Use before merge, after feature or bug-fix implementation, when receiving review feedback, when reviewing AI/human…
Use when a code diff, branch, PR, worker output, or implementation-complete ticket needs a code-focused quality review across correctness, tests, architecture, security,…
Implement changes in small verified slices. Use when a feature, refactor, migration, or bug fix touches multiple files, feels too large to land at once, needs feature flags, or…
Run Ralph implementation packets. Use for larger feature, refactor, test, migration, or cleanup slices when a Ralph-ready ticket needs fresh context, explicit write scope,…
Maintain bounded execution and acceptance. Use when adding or changing code, tests, docs, config, refactors, migrations, cleanup, blockers, evidence/review disposition, or any…
Reviews Rust macro code for hygiene issues, fragment misuse, compile-time impact, and procedural macro patterns.
Analyzes existing code and guides new type design to make invalid states unrepresentable using type system techniques such as sum types, newtypes, typestate, branded types, and…
Finds oversized files, binary bloat, and accidental artifact commits in a repo — large files currently tracked, large blobs hiding in git history, LFS migration candidates, asset…
Aide à identifier, prioriser et planifier le remboursement de la dette technique avec des métriques de suivi.
Help users manage technical debt strategically. Use when someone is dealing with legacy code, planning refactoring work, deciding between rewrites vs.
Pre-refactor context loading -- queries Pensyve memory for past decisions, failures, and patterns related to a refactoring target, then compiles a briefing.
Use when the user wants to rename, extract, split, move, or restructure code safely. Examples: "rename this function", "extract this into a module", "split this class", " — from…
Generates, reviews, and fixes Mermaid-only sequence diagrams following syntax rules and best practices.
Design the small details — triggers, rules, feedback, loops and modes — that separate good products from great ones.
Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
Choose, review, or refactor project profiles that map mise tools to ecosystem-specific reference sets.
Use when CUDA Tile or tile-shaped GPU refactors need Mission Control planning, validation, and benchmark discipline.
Run a safe Mission Control refactor workflow. Use when the user wants non-trivial refactors that need codebase understanding, snapshots, path locks, contracts, validation…
Request a Mission Control snapshot or restore point before risky work. Use when the user wants rollback safety before refactors, broad edits, or uncertain changes, preferably…
Execute migration to Mistral AI from OpenAI, Anthropic, or other providers. Use when migrating to Mistral AI from another provider, performing major refactoring, or re-platforming…
Use when asked to audit a module, check its health, or assess whether it should be refactored. Runs structural query, risk check, and test generation automatically.
Run a structured pre-merge review across correctness, readability, architecture, security, and performance instead of relying on a shallow spot check.
Stage ④.h verify sub-workflow — 4-specialist Agent Team Pattern C 多维度审查 (关键发布 / 大重构 PR 升级, code-review + gstack-review + gstack-cso + gstack-qa 4 teammate 互相 SendMessage 质询, NOT…
Manufacturing-fokussierter Continuous Improvement Skill fuer fabrikIQ. Implementiert Lean Manufacturing Prinzipien (5 Whys, Ishikawa, PDCA) fuer systematische Problemloes — from…
Create native modules with sequential native-bridge-builder then code-reviewer agents
Refactoring, migration, cleanup, extraction of responsibilities. Use when user mentions 'refactoring', 'migration', 'nettoyage résidus', 'extraction'.
Run autonomous maintenance tasks (dependency updates, dead code removal, small refactors) in an isolated branch.
Capture and compare per-op activations between two TorchTitan runs to spot numerics divergence (eager vs aot_fx_trace, FSDP vs no-FSDP, before vs after a refactor).
Review Odoo addon code for correctness, security, performance, migrations, tests, and official Odoo coding guidelines.
After a code change, sync the project's ontology vault — read what's already there, identify new capabilities / elements / domains introduced by the change, and write them back…
Performs AI-powered code review on Git changes using the `ocr` CLI from alibaba/open-code-review. Use when the user asks to review code, review a pull request, review…
Refactor macOS SwiftUI views and scenes into stable structure. Use when splitting large views, tightening scene state, or narrowing AppKit escapes.
Use when completing tasks, implementing major features, or before merging to verify work meets requirements — from phamlongh230-lgtm/yamtam-engine
Delegate coding tasks to OpenCode CLI agent for feature implementation, refactoring, PR review, and long-running autonomous sessions.
Codex deep ops-safety review of a proposed Bash command BEFORE it executes. Invoke MANUALLY (via /ops-preflight) when the ops-risk-triage hook has emitted an `ask` for an…