Comments
Code comments and annotations
deep-plan
by theclaymethod
Structured research → plan → annotate → implement workflow for non-trivial features. Separates planning from execution using persistent markdown artifacts (.claude/research.md, .claude/plan.md). Use when explicitly invoked via /deep-plan for feature development, refactors, migrations, or any multi-file change where architecture decisions matter.
trello-dispatch
by dion-hagan
Run the agent kanban board as the dispatcher - triage <MANAGER_NAME>'s reports, take cards from the Ready list, start one background agent per card in its own worktree, relay its questions to <MANAGER_NAME>, run the reviews, and look after each PR until it merges. Use when <MANAGER_NAME> says /trello-dispatch, "work the board", "dispatch the Ready cards", or runs it under /loop.
trello-card
by dion-hagan
Take one card from the agent Trello board and build it in this session, or file a new card on the board. Use when <MANAGER_NAME> asks to take, build or work on a Trello card link or "the next Ready card", or when a session finds a bug or idea outside its change that belongs on the board (/trello-card new <what>).
robbin-req
by web4x
Requirements engineer for Web4RawBin. Translates Tron directives into formal requirements with UUID traceability, PlantUML use case diagrams, and testable acceptance criteria. Reports to robbin-po.
comment-analyzer
by troykelly
Use when asked to review code comments for accuracy/quality or explicitly asked to run the comment-analyzer subagent.
mapkit
by ios-agent
"Help developers integrate Apple MapKit into iOS/macOS apps. Use this skill when users ask to add a map to their app, display maps, show user location on a map, add markers/pins/annotations, implement map clustering, get directions/routing between locations, search for places/points of interest, implement MapKit features, work with MKMapView, SwiftUI Map, MKAnnotation, MKOverlay, MKDirections, MKLocalSearch, or any MapKit-related development task."
trace-annotation-tool
by maragudk
Generate a custom trace annotation web app for open coding during LLM error analysis. Use when the user wants to review LLM traces, annotate failures with freeform comments, and do first-pass qualitative labeling (open coding). Also use when the user mentions "annotate traces", "trace review tool", "open coding tool", "label traces", "build an annotation interface", "review LLM outputs", or wants to manually inspect pipeline traces before building a failure taxonomy. This skill produces a tailored Python web application using FastHTML, TailwindCSS, and HTMX.
articulation
by kluless13
Framework for articulating ideas intelligently in writing and speaking. Based on Dan Koe's methods. TRIGGERS: - When user asks to write a post, thread, or newsletter - When user is preparing for a podcast or presentation - When user wants to explain a complex idea - When user says "help me articulate" or "how do I explain" - When drafting content that needs to be compelling and clear CAPABILITIES: - Structure ideas using Problem-Amplify-Solution (beginner) - Apply Pyramid Principle for logical arguments (intermediate) - Cross-domain synthesis for unique perspectives (advanced) - Build "greatest hits" library of core ideas
clickhouse-query-optimization
by obsessiondb
"20+ optimization rules for ClickHouse queries. Load when writing queries, debugging slow queries, fixing memory errors, or optimizing JOINs. Achieves 10-100x faster queries, 90% less memory usage."
moltbook
by cklxx
Interact with Moltbook (the AI agent social network) — post, browse, comment, vote, search — via shell curl.
by samhvw8
"PDF document processing and manipulation. Tools: Python (PyPDF2, pdfplumber, reportlab), CLI tools. Capabilities: text extraction, table extraction, form filling, merge/split documents, create PDFs, add annotations, watermarks, page manipulation. Actions: extract, create, merge, split, fill, annotate PDFs. Keywords: PDF, text extraction, table extraction, form fill, PDF form, merge PDF, split PDF, create PDF, reportlab, PyPDF2, pdfplumber, annotation, watermark, page rotation, PDF metadata, bookmarks, OCR. Use when: extracting text/tables from PDFs, filling PDF forms, merging/splitting documents, creating PDFs programmatically, adding annotations/watermarks, processing PDFs at scale."
code-patterns
by xu-cell
后端代码禁令和编码规范速查。本项目是纯后端项目，前端代码在分离的项目中开发。 触发场景： - 查看项目禁止事项（后端代码） - 命名规范速查 - Git 提交规范 - 代码风格检查 - 避免过度工程 触发词：规范、禁止、命名、Git提交、代码风格、不能用、不允许、包名、架构 注意：后端 CRUD 开发规范请激活 crud-development，API 开发规范请激活 api-development，数据库设计规范请激活 database-ops。
backend-annotations
by xu-cell
后端高级注解使用指南。包含 @RateLimiter、@RepeatSubmit、@Sensitive、@EncryptField、@ApiEncrypt、@DataPermission 等注解的用法。 触发场景： - 配置接口限流（@RateLimiter） - 配置防重复提交（@RepeatSubmit） - 配置数据脱敏（@Sensitive） - 配置字段加密（@EncryptField） - 配置接口加密（@ApiEncrypt） - 配置数据权限注解（@DataPermission） 触发词：注解、@RateLimiter、@RepeatSubmit、@Sensitive、@EncryptField、@ApiEncrypt、@DataPermission、@DataColumn、限流、防重复、脱敏、加密、数据权限注解
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).
screengrabs
by inkeep
"Capture, annotate, and include screenshots in pull requests for UI changes. Use when creating or updating PRs that touch frontend components, pages, or any web-facing surface. Also use when asked to add before/after screenshots, visual diffs, or enrich PR descriptions. Triggers on: PR screenshots, before/after, visual diff, PR description, capture screenshot, PR images, enrich PR."
xiaohongshu-mcp
by tclawde
Xiaohongshu MCP Skill - Full automation solution with login fix. Features: (1) Login management, (2) Search, publish, interact, (3) Complete MCP protocol support (13 tools), (4) Comment strategy. Built-in Feishu notification, iflow integration. Triggers: xiaohongshu, rednote, 小红书 automation.
libdestruct Skills
by libdebug
libdestruct integrates with libdebug for live process memory inspection. The debugger's memory view can be passed directly to inflater.
documentation-templates
by benshapyro
Generates README files, API documentation, and inline code comments following best practices. Use when creating project documentation, writing READMEs, documenting APIs, or explaining complex code.
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.
gene-database
by hxk622
Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis.
docs
by thechandanbhagat
Generate documentation, API docs, README files, and code comments. Use for creating or improving project documentation.
anndata
by hxk622
Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; for population-scale queries use cellxgene-census.
Designing Before Coding
by obra
Design in pseudocode first, iterate approaches, then translate to code
ocm-sdk
by andreibesleaga
How to use the ocm SDK. For access to more information, try out the ocm MCP server.