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Code comments and annotations
session-behavior
by ederheisler
Core behavioral guidelines and interaction patterns for the agent. This skill provides the foundation for how the agent should communicate and behave across all interactions. Use this skill to establish consistent behavior patterns at the beginning of a session. The skill defines tone, proactivity level, and request handling strategies that should be applied throughout the session. THIS SKILL HAS HIGH PRIORITY - always load at session start and re-trigger periodically to avoid behavioral drift. During context compaction, these rules should remain at the top priority.
fire-patterns
by vanman2024
Auto-generated CLI patterns using Google Fire with class-based structure, docstring parsing, and nested classes. Use when building Python CLI applications, creating Fire CLIs, implementing auto-generated commands, designing class-based CLIs, or when user mentions Fire, Google Fire, CLI generation, docstring commands, nested command groups, or Python command-line tools.
github-code-review
by polarfruit
Comprehensive GitHub code review with AI-powered swarm coordination
observational-reframe
by sethmblack
Transform political, social, or cultural observations into Trevor Noah-style comedy by applying the outsider's lens to reveal inherent absurdities and contradictions.
music-processing-skills
by TommyDucx
批量下载高品质FLAC音乐(GD音乐台多音源),自动按音乐风格分文件夹管理, 并为每首歌内嵌完整元数据(歌名、歌手、专辑、风格、年份、歌词)的完整工作流。 当用户要求「下载歌曲」「批量下载音乐」「整理音乐库」「内嵌元数据」「给歌曲加歌词/信息」时使用。
project-conventions
by ddaanet
Project prose and output conventions for sub-agents. Injected via skills: frontmatter — not user-invocable. Bundles deslop (prose quality), token economy, and tmp-directory rules.
xhs-explore
by xinyaoliao93
小红书内容发现与分析技能。搜索笔记、浏览首页、查看详情、获取用户资料。 当用户要求搜索小红书、查看笔记详情、浏览首页、查看用户主页时触发。
poc-builder
by SRIKANTHBHAGYANAGARAJ
"Go from zero to a working POC with any Snowflake guide, blog post, doc link, social post, GitHub repo, or topic name. Deep-dives the content, extracts a full demo spec, finds matching data in your account, and builds a working POC interactively. Use when: poc builder, build this, build a poc, zero to poc, try this, teach me, walk me through, prototype this, implement this guide, follow along, run this guide, quickstart guide."
implement-isolation-tmux
by SjB
"Dispatch a child agent in an isolated git worktree to implement a piece of work based on a PRD or set of issues."
manage-findings
by cuioss
Unified JSONL storage for plan-scoped findings, phase-scoped Q-Gate findings, and component assessments
issue-create
by terrylica
Create well-formatted GitHub issues with intelligent AI-powered label suggestions and content type detection. Use whenever the user wants to.
gitmoot
by gitmoot
Use Gitmoot for local-first AI agent coordination across repositories, goals, reviews, GitHub PR comments, agent subscriptions, daemon checks, stuck jobs, branch locks, agent-templates, template capture and publish/pull, custom prompt agents, orchestration, heartbeats, pipelines, pipeline chaining through the localhost bridge, routing telemetry, event webhooks, the web dashboard, per-job runtime overrides, the config-driven runtime metadata registry, and Codex, Claude Code, Kimi Code, or omp runtime workflows.
learning-docker
by dvdksn
Load automatically when user asks to learn Docker (e.g., "teach me docker", "guide me through docker", "I want to learn docker", "docker tutorial"). Interactive guided tutorial where Claude acts as a coding bootcamp instructor, teaching step-by-step with checkpoints and verification.
issue-investigation
by tomevault-io
Investigate GitHub issues for the mimo2codex project. Fetch issue details, reproduce problems, analyze root causes, and provide solutions. Use when the user reports a bug, shares an issue URL, or asks to investigate a problem. Use when this capability is needed.
Skill: Furnace Agent — SKILL.md (agent-customization)
by Tucan4U
(Comments: This SKILL.md is workspace-scoped and written to be concise; it instructs contributors to include short, descriptive comments in code according to coding principles.)
plan-canvas
by affaan-m
Open plans and HTML artifacts in a local browser canvas where the human annotates elements, chats, and approves or requests changes without leaving the page. Use when presenting a plan for review, or when feedback like "move this, change that" is easier pointed at than typed.
define-goal
by lovits
Help the user define a concrete, measurable goal before starting work, especially when they ask to use the goal tool, create a goal, set an objective, clarify success criteria, or turn a fuzzy intention into a quantitative outcome. Use this skill for goal creation and goal refinement only; it does not manage durable snapshots, decision logs, or long-running execution artifacts.
the-archivist
by Cygnusfear
This skill should be used when engineering decisions are being made during code implementation. The Archivist enforces decision documentation as a standard practice, ensuring every engineering choice includes rationale and integrates with Architecture Decision Records (ADRs). Use when writing code that involves choosing between alternatives, selecting technologies, designing architectures, or making trade-offs.
scgpt
by BioTender-max
Embed and annotate single-cell expression data with scGPT, a foundation model for single-cell biology. Use this skill when: (1) Producing cell embeddings from an AnnData for clustering/integration, (2) Zero-shot or fine-tuned cell-type annotation, (3) Gene-level representation for perturbation/GRN tasks. For probabilistic single-cell models (scVI etc.), use the scvi-tools library.
dotfile-hone
by harperreed
Use when a pipeline DOT file has passed structural validation but may still have flow inefficiencies, spec fidelity gaps, or information loss in prompts. Use after dotfile-audit or dotfile-from-spec when you want to deeply verify a pipeline captures everything from the original spec. Use when prompts might be missing critical domain rules, data models, or invariants.
tw-invariant-ace
by SDiamante13
"Turn 'should never happen' into 'cannot happen' by defining owned inductive invariants and enforcing them at parse/construct/API/DB/lock/txn boundaries with a verification signal. Use when prompts mention invariants, impossible states, validation sprawl, cache/index drift, idempotency/versioning, retries/duplicates/out-of-order events, race/linearization bugs, loop correctness, or hardening another workflow (for example /tw-fix) with invariant checks first."
documentation
by uwe-schwarz
Automated documentation generation and management. Use for creating, updating, and maintaining project documentation including README files, API docs, and inline code comments.
last-30-days-research
by mohitagw15856
"Searches Reddit, X/Twitter, and the broader web for recent opinions, sentiment, and signal on any topic. Use when you need to know what real people are saying about a tool, product, trend, or event in the past 30 days — cutting through SEO content to surface genuine community reaction. Produces a structured report with consensus findings, pain points, positive signals, contrarian takes, source links, and a signal confidence rating."
vercel-composition-patterns
by zebbern
React composition patterns that scale. Use when refactoring components with