Agent skills
Skills you can use with AI coding agents, indexed from public GitHub repositories.
-
shap
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force, heatmap), debugging models, analyzing model bias or fairness, comparing models, or implementing explainable AI. Works with tree-based models (XGBoost, LightGBM, Random Forest), deep learning (TensorFlow, PyTorch), linear models, and any black-box model.
majiayu000/claude-skill-registry 163
-
tasks-bug-diagnosis
Use when diagnosing bugs, analyzing errors/stack traces, or performing root cause analysis with evidence-based debugging protocols.
majiayu000/claude-skill-registry 163
-
clean-architecture-guardian
Clean Architecture準拠性を自動チェック（循環依存・namespace階層・レイヤー間参照制約）。新規実装時・リファクタリング時・Step完了時に使用。Phase B1で97点品質を達成した知見を適用。
majiayu000/claude-skill-registry 163
-
transforming-string-methods
Write type-safe transformations with Zod including string methods, custom transforms, codecs, and pipelines
majiayu000/claude-skill-registry 163
-
proactive-recall
This skill should be used when choosing between implementation approaches, making architectural decisions, selecting libraries or patterns, debugging complex issues, refactoring code, or making any significant decision where past context might be relevant. Search local-recall memories BEFORE proposing solutions.
majiayu000/claude-skill-registry 163
-
explain-code
Explain how code/features work by tracing execution flow. Saves markdown to ~/Developer/explanations/ and previews in browser.
majiayu000/claude-skill-registry 163
-
analyze-chat-export
Export and analyze VS Code Copilot chat logs for retrospective metrics. Extracts model usage, tool invocations, approval patterns, and timing data.
majiayu000/claude-skill-registry 163
-
controller-patterns
ASP.NET Core controller patterns including thin controllers, routing, parameter binding, response types, and DTOs. Use when creating or reviewing API controllers.
majiayu000/claude-skill-registry 163
-
Data Analysis REPL
Execute code to analyze data and perform complex calculations.
majiayu000/claude-skill-registry 163
-
output-style-authoring
Guide for authoring output-styles that transform Claude's behavior and personality. Use when creating, writing, designing, building, reviewing, or improving output-styles, persona modes, or behavior modifications. Helps with style files, keep-coding-instructions decisions, persona design, and choosing between output-styles, agents, and skills. Expert in style best practices.
majiayu000/claude-skill-registry 163
-
songsee
Generate spectrograms and feature-panel visualizations from audio with the songsee CLI.
majiayu000/claude-skill-registry 163
-
efficiency-tracker
Track workflow timelines, blockers, verification results, and commits in flow-report.md. Use when recording execution flow or efficiency.
majiayu000/claude-skill-registry 163
-
odoo-debugger
Analyzes and resolves Odoo 16.0 issues including SVL linking problems, queue job failures, view errors, and business logic bugs. This skill should be used when the user reports problems such as "Debug this SVL linking issue" or "Queue job is failing" or "View not showing correctly" or "Figure out why this vendor bill isn't linking to stock moves".
majiayu000/claude-skill-registry 163
-
Erlang Concurrency
Use when erlang's concurrency model including lightweight processes, message passing, process links and monitors, error handling patterns, selective receive, and building massively concurrent systems on the BEAM VM.
majiayu000/claude-skill-registry 163
-
blogpost-creator
Create new posts using the hydrate command.
majiayu000/claude-skill-registry 163
-
assessment-creator
Creates comprehensive assessment tools, rubrics, and evaluation materials for student work. Use when the user asks to create rubrics, build assessments, evaluate student learning, or needs grading criteria. Generates clear, fair assessment tools with examples.
majiayu000/claude-skill-registry 163
-
managing-worktrees
Git worktree management expertise for parallel development. Auto-invokes when worktrees, parallel development, multiple branches simultaneously, or isolated development environments are mentioned. Handles worktree creation, listing, and cleanup.
majiayu000/claude-skill-registry 163
-
planning-guidelines-5minfutures-futures-arena
majiayu000/claude-skill-registry 163
-
rust-tokio-essentials
Core Tokio patterns including runtime setup, spawn_blocking for CPU work, and avoiding blocking operations. Use for any async Rust development.
majiayu000/claude-skill-registry 163
-
vibe-coding-security-awareness-overview
Understand the security risks inherent in AI-generated code and vibe coding. Use this skill when you need to understand why AI generates insecure code, statistics on vulnerabilities, real-world breach examples, or overall security awareness for AI-assisted development. Triggers include "vibe coding security", "AI code security", "AI vulnerabilities", "security risks AI code", "why AI insecure", "AI security awareness", "AI generated code risks".
majiayu000/claude-skill-registry 163
-
npm-update-report
Generate npm package update reports with changelog investigation and impact assessment.
majiayu000/claude-skill-registry 163
-
skill-upgrader
Upgrade any skill to v5 Hybrid format using decision theory + modal logic
majiayu000/claude-skill-registry 163
-
reading-generator
Create chapter readings for CSC-113 with proper structure, voice, and pedagogy
majiayu000/claude-skill-registry 163
-
qa
Generate QA steps for Jira tickets in German/English technical writing style
majiayu000/claude-skill-registry 163