调试
定位并修复问题，分析错误
python:modern-python
martinffx
Modern Python language features and typing patterns. Use when writing type hints, using generics, implementing pattern matching, working with async/await, or leveraging Python 3.10+ features.
atelier-typescript-effect-ts
martinffx
Type-safe functional effects with Effect-TS. Use when building applications with Effect, using Effect.gen generators, handling typed errors, managing services with Layer and Context.Tag, validating data with Schema, or managing resources with acquireRelease.
git-worktree
NikiforovAll
This skill should be used when the user wants to manage Git worktrees - creating worktrees from local or remote branches, listing active worktrees with details, deleting worktrees, or switching between worktrees. Ideal for working on multiple branches simultaneously without stashing changes.
write-bash-script
steveclarke
Modular Bash Script Writing
commit
steveclarke
Create well-structured commit messages following Conventional Commits format. Use when committing code changes, writing commit messages, or formatting git history.
better-stimulus
steveclarke
Apply Better Stimulus best practices for writing maintainable, reusable StimulusJS controllers following SOLID principles
background-job-processing
aj-geddes
Implement background job processing systems with task queues, workers, scheduling, and retry mechanisms. Use when handling long-running tasks, sending emails, generating reports, and processing large datasets asynchronously.
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.
fiftyone-model-evaluation
voxel51
Evaluate model predictions against ground truth using COCO, Open Images, or custom protocols. Use when computing mAP, precision, recall, confusion matrices, or analyzing TP/FP/FN examples for detection, classification, segmentation, or regression tasks.
qa-test-planner
jamesrochabrun
Generate comprehensive test plans, manual test cases, regression test suites, and bug reports for QA engineers. Includes Figma MCP integration for design validation.
swift-concurrency
jamesrochabrun
Guide for building, auditing, and refactoring Swift code using modern concurrency patterns (Swift 6+). This skill should be used when working with async/await, Tasks, actors, MainActor, Sendable types, isolation domains, or when migrating legacy callback/Combine code to structured concurrency. Covers Approachable Concurrency settings, isolated parameters, and common pitfalls.
hierarchical-matching-systems
petekp
Expertise in architecting, implementing, reviewing, and debugging hierarchical matching systems. Use when working with: (1) Two-sided matching (Gale-Shapley, hospital-resident, student-school), (2) Assignment/optimization problems (Hungarian algorithm, bipartite matching), (3) Multi-level hierarchy matching (org charts, taxonomies, nested categories), (4) Entity resolution and record linkage across hierarchies. Triggers: debugging match quality issues, reviewing matching algorithms, translating business requirements into constraints, validating match correctness, architecting new matching systems, fixing unstable matches, resolving constraint violations, diagnosing preference misalignment.
techdebt
DataDog
Analyze branch changes for technical debt, code duplication, and unnecessary complexity
bug-investigator
GrishaAngelovGH
Expert guidance for systematic bug hunting, root-cause analysis, and regression testing. Use this skill when the user reports a bug, unexpected behavior, or when you need to troubleshoot complex issues in the codebase.
code-pattern-checker
camoa
Use before committing code - validates Drupal coding standards, SOLID/DRY principles, security practices, and CSS standards
fix-types
saaspegasus
Interactively fix any type checking issues in Python code
phoenix-liveview-essentials
j-morgan6
MANDATORY for ALL LiveView work. Invoke before writing LiveView modules or .heex templates.
loop
saadshahd
Start autonomous iteration loop. Triggers on "loop", "keep going", "continue until done", "implement feature", "fix all", "loop status", "cancel loop".
verify
saadshahd
Fast parallel verification before PR. Use when "verify", "review my changes", "is this ready", "pre-review", "check before PR", or after loop completes.
watch
saadshahd
Monitored development with dev3000 (d3k). Use when debugging web apps, needing full-stack visibility, reading error context, or capturing browser + server logs. Triggers on "watch", "d3k", "dev3000", "monitor app", "capture logs", "what went wrong", "error context".
webmcp
qdhenry
Implement WebMCP in web projects — add browser-native structured tools for AI agents using imperative JS or declarative HTML APIs. Full lifecycle from setup through testing and optimization.
pan-status
eltmon
"pan status — show running agents overview and system health"
pan-hygiene
eltmon
"pan hygiene [options] — audit whether orchestration work is committed, pushed, mergeable, live, and clean"
Monitor CI Command
nrwl
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