调试
定位并修复问题，分析错误
bug-hunt-swarm
Dimillian
"Parallel read-only multi-agent root-cause investigation for bugs, regressions, crashes, flaky behavior, or unexplained failures. Use when the user asks to investigate a bug, find the root cause, trace a regression, understand why something broke, or wants a ranked diagnosis with the fastest proof path without making code edits."
b2c-sites
SalesforceCommerceCloud
List and inspect storefront sites on B2C Commerce (SFCC/Demandware) instances with the b2c cli. Always reference when using the CLI to list storefront sites, find site IDs, or check site configuration.
b2c-logs
SalesforceCommerceCloud
Retrieve or monitor logs from B2C Commerce instances with the b2c cli. Always reference when using the CLI to fetch logs, search log entries, filter by level/time, or tail logs in real-time. Also use when a user reports errors, broken functionality, or issues with controllers, script APIs, custom API backends, jobs, or other SFCC server-side components.
b2c-logging
SalesforceCommerceCloud
Implement logging in B2C Commerce scripts using dw.system.Logger. Use when adding debug output, error tracking, or custom log files to server-side code. Covers getLogger, log categories, log levels (debug, info, warn, error, fatal), and custom named log files.
b2c-ordering
SalesforceCommerceCloud
Work with orders using OrderMgr API in B2C Commerce. Use when creating orders, managing order status, handling order failures, or implementing checkout flows. Covers order lifecycle, status transitions, async order processing, and order queries.
interaction-design
NickCrew
User flow design, micro-interactions, and interface behavior patterns with state management for all interaction conditions. Use when designing natural interactions, feedback systems, or handling error states.
condition-based-waiting
NickCrew
Use when tests have race conditions, timing dependencies, or inconsistent pass/fail behavior - replaces arbitrary timeouts with condition polling to wait for actual state changes, eliminating flaky tests from timing guesses
complexity-mitigator
tkersey
Mitigate incidental code complexity when control flow is tangled, nesting is deep, names are hard to parse, or reasoning requires cross-file hops. Use when a review stalls on readability, you need an analysis-first refactor plan before edits, or you want essential-vs-incidental verdicts, ranked simplification steps, a small structural sketch, and a TRACE assessment (analysis-only; no edits).
fast-rust
PsiACE
Practical guidance for writing, refactoring, and reviewing fast, reliable, and maintainable Rust code.
Go Ecosystem
takeokunn
This skill should be used when the user asks to "write go", "golang", "go.mod", "go module", "go test", "go build", or works with Go language development. Provides comprehensive Go ecosystem patterns and best practices.
Core Patterns
takeokunn
Base templates for error escalation, decision criteria, and enforcement. Referenced by agents and commands to avoid duplication.
Investigation Patterns
takeokunn
This skill should be used when the user asks to "investigate code", "analyze implementation", "find patterns", "understand codebase", "debug issue", "find bug", "troubleshoot", or needs evidence-based code analysis and debugging. Provides systematic investigation and debugging methodology.
analyzing-mlflow-trace
mlflow
Analyzes a single MLflow trace to answer a user query about it. Use when the user provides a trace ID and asks to debug, investigate, find issues, root-cause errors, understand behavior, or analyze quality. Triggers on "analyze this trace", "what went wrong with this trace", "debug trace", "investigate trace", "why did this trace fail", "root cause this trace".
Rust Ecosystem
takeokunn
This skill should be used when working with Rust projects, "Cargo.toml", "rustc", "cargo build/test/run", "clippy", "rustfmt", or Rust language patterns. Provides comprehensive Rust ecosystem patterns and best practices.
analyzing-mlflow-session
mlflow
Analyzes an MLflow session — a sequence of traces from a multi-turn chat conversation or interaction. Use when the user asks to debug a chat conversation, review session or chat history, find where a multi-turn chat went wrong, or analyze patterns across turns. Triggers on "analyze this session", "what happened in this conversation", "debug session", "review chat history", "where did this chat go wrong", "session traces", "analyze chat", "debug this chat".
instrumenting-with-mlflow-tracing
mlflow
Instruments Python and TypeScript code with MLflow Tracing for observability. Triggers on questions about adding tracing, instrumenting agents/LLM apps, getting started with MLflow tracing, or tracing specific frameworks (LangGraph, LangChain, OpenAI, DSPy, CrewAI, AutoGen). Examples - "How do I add tracing?", "How to instrument my agent?", "How to trace my LangChain app?", "Getting started with MLflow tracing", "Trace my TypeScript app"
querying-mlflow-metrics
mlflow
Fetches aggregated trace metrics (token usage, latency, trace counts, quality evaluations) from MLflow tracking servers. Triggers on requests to show metrics, analyze token usage, view LLM costs, check usage trends, or query trace statistics.
fiftyone-dataset-inference
voxel51
Run ML model inference (YOLO, YOLOv8, CLIP, SAM, Detectron2, etc.) on FiftyOne datasets. Use when running models, applying detection, classification, segmentation, embeddings, or any model prediction task. Also use for end-to-end workflows that include importing data then running inference.
setup-ralph
glittercowboy
Set up and configure Geoffrey Huntley's original Ralph Wiggum autonomous coding loop in any directory with proper structure, prompts, and backpressure.
build-macos-apps
glittercowboy
Build professional native macOS apps in Swift with SwiftUI and AppKit. Full lifecycle - build, debug, test, optimize, ship. CLI-only, no Xcode.
debug-like-expert
glittercowboy
Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic root cause analysis.
build-iphone-apps
glittercowboy
Build professional native iPhone apps in Swift with SwiftUI and UIKit. Full lifecycle - build, debug, test, optimize, ship. CLI-only, no Xcode. Targets iOS 26 with iOS 18 compatibility.
cc10x-router
romiluz13
THE ONLY ENTRY POINT FOR CC10X. This skill MUST be activated for ANY development task - never skip. Use this skill when: building, implementing, debugging, fixing, reviewing, planning, refactoring, testing, or ANY coding request. If user asks to write code, fix bugs, review code, or plan features - USE THIS SKILL. Triggers: build, implement, create, make, write, add, develop, code, feature, component, app, application, review, audit, check, analyze, debug, fix, error, bug, broken, troubleshoot, plan, design, architect, roadmap, strategy, memory, session, context, save, load, test, tdd, frontend, ui, backend, api, pattern, refactor, optimize, improve, enhance, update, modify, change, help, assist, work, start, begin, continue, research, cc10x, c10x. CRITICAL: Execute workflow immediately. Never just describe capabilities.
github-issue-analyzer
benmatselby
Analyzes a GitHub issue by fetching its details and exploring the relevant codebase to identify the root cause and suggest solutions. Use when given a GitHub issue URL to investigate.