Comments
Code comments and annotations
sanskrit-skills
by thapakrish
Suite of Sanskrit learning skills covering verse analysis, grammar, vocabulary, literature, and devotional hymns. Use as an entry point when users ask general Sanskrit questions or need guidance on which specific skill to use.
java
by mbarbieri
Use when writing, modifying, or reviewing Java code - applies SOLID principles, clean code practices, minimal documentation, and pragmatic abstraction to create maintainable Java applications
database-indexing
by 1Mangesh1
Database indexing strategies and query optimization. Use when user asks to "optimize queries", "create indexes", "database performance", "query analysis", "explain plans", "index selection", "slow queries", "database tuning", "schema optimization", or mentions database performance and query optimization.
unslop
by HugoRCD
Remove AI-generated "slop" from codebases by deleting redundant comments and unused code, tightening formatting, and normalizing styling patterns (e.g., Tailwind class consistency, Nuxt UI color tokens). Use when a user asks to clean up code, remove unnecessary comments, reduce unused imports/variables, or align Tailwind/Nuxt UI conventions.
comment-analyzer
by troykelly
Use when asked to review code comments for accuracy/quality or explicitly asked to run the comment-analyzer subagent.
pr-comment-analysis
by auldsyababua
Extract, consolidate, and prioritize all comments from GitHub Pull Requests for systematic code review. Fetches both inline review comments and general PR conversation, then analyzes and organizes them by priority (critical bugs/security, design improvements, style nitpicks). Use when working with PR reviews, consolidating feedback from multiple reviewers, or creating action plans from review comments.
inline-documentation
by troykelly
Use when writing code - ensure complete JSDoc, docstrings, and inline comments assuming documentation will be generated from code
optimizing-queries
by galihcitta
Analyzes and optimizes SQL/NoSQL queries for performance. Use when reviewing query performance, optimizing slow queries, analyzing EXPLAIN output, suggesting indexes, identifying N+1 problems, recommending query rewrites, or improving database access patterns. Supports PostgreSQL, MySQL, SQLite, MongoDB, Redis, DynamoDB, and Elasticsearch.
issue-lifecycle
by troykelly
Use throughout all work - ensures GitHub issues are updated continuously as work happens, not batched at the end
docs
by thechandanbhagat
Generate documentation, API docs, README files, and code comments. Use for creating or improving project documentation.
warehouse-optimization
by timequity
Query optimization, partitioning, clustering, and warehouse tuning.
sql-analysis
by spjoshis
Master SQL for data analysis with complex queries, joins, aggregations, window functions, and query optimization.
easy-query-expert
by cc123hh
Guidance for Easy-Query ORM (Java), covering type-safe proxy queries, implicit joins, and tracking updates.
shap
by eyadsibai
Use when "SHAP", "Shapley values", "feature importance", "model explainability", or asking about "explain predictions", "interpretable ML", "feature attribution", "waterfall plot", "beeswarm plot", "model debugging"
explain-code-concepts
by ricardogomes
Guided concept discovery for learners who notice patterns, architectural choices, or design decisions in code and want to understand the ideas behind them. Use when a learner can read and write code but is glimpsing higher-level shapes they can't yet name or fully articulate — recurring structures across a codebase, architectural conventions, design trade-offs, or unfamiliar paradigms. Triggers on phrases like "I keep seeing this pattern", "why is the codebase structured this way", "there's a shape here I can't name", "what's the idea behind this approach", "I notice everything follows this structure", or when a learner describes a recurring pattern without knowing the concept it embodies.
typescript-implementation
by pluginagentmarketplace
Implement TypeScript patterns, convert JavaScript to TypeScript, add type annotations, create generics, implement decorators, and enforce strict type safety in Angular projects.
learn-from-real-code
by ricardogomes
Teaches learners to extract transferable design lessons from real-world codebases through critical evaluation and systematic exploration. Use when a learner wants to study existing code to learn patterns, architecture, or design decisions—not just understand what it does. Guides through navigation, pattern recognition, critical evaluation (deliberate choice vs. compromise), and lesson extraction. Triggers on phrases like "learn from this codebase", "study how X is implemented", "understand design patterns in Y", or when a learner wants to improve by reading real code.
ty-skills
by jiatastic
Python type checking expertise using ty - the extremely fast type checker by Astral. Use when: (1) Adding type annotations to Python code, (2) Fixing type errors reported by ty, (3) Migrating from mypy/pyright to ty, (4) Configuring ty for projects, (5) Understanding advanced type patterns (generics, protocols, intersection types), (6) Setting up ty in editors (VS Code, Cursor, Neovim, PyCharm).
bitbucket-server
by skempken
This skill enables interaction with BitBucket Server REST API for Pull Request management. Use when the user wants to create, review, comment on, merge, list pull requests, read comments, or manage tasks on BitBucket Server.
pdd
by dtinth
'Skills for Puzzle Driven Development (PDD). Refer to this skill when a project uses PDD or the operator mentions PDD or puzzle-driven development. Use this skill when: (1) Breaking a large feature into incremental deliverables, (2) Writing @todo stub comments to mark unimplemented code, (3) Picking up an existing @todo puzzle to implement, (4) Deciding whether to wrap up a task with a stub or keep working.'
unity-review-code-pr
by cuozg
GitHub PR C# logic review — posts inline comments via gh api. Use this skill whenever the user wants to review a PR, check a pull request, post review comments to GitHub, or run automated review before merge — even if they don't say "PR review" explicitly. Triggers — 'review PR', 'review pull request', 'PR review', 'check this PR', 'give feedback on this PR', 'review before merge'.
technical-writing
by tenzir
Write clear technical documentation following Google's style guide. Use when writing docs, README files, API documentation, code comments, user guides, or asking about documentation style.
enforcing-type-safety
by sumik5
REQUIRED for all TypeScript/Python code. Automatically load when writing type annotations or handling external data. Any/any types strictly prohibited. Enforces strict mode configuration and type guard implementation.
implement-plan
by ferueda
Implement a spec document phase-by-phase, writing robust idiomatic code that follows codebase patterns.