Skills

Open a GitHub PR targeting the correct branch with the project template

Write a short, plain-English summary of the previous message, or with `all` of the whole conversation, issue, pull request, or diff. One or two paragraphs in everyday language, aimed at a non-expert. Use when asked to summarize, simplify, or explain something simply.

pr skill for Claude Code

Create a draft pull request for the Vision-Agents repo using gh CLI.

pr skill for Claude Code

wt skill for Claude Code

Push the current branch and open a draft PR for Meshtastic-Android the repo way — baseline verified first, body drafted per .github/copilot-pull-request-instructions.md (WHY-first, categorized changes), screenshots embedded via commit-pinned raw URLs. Use whenever work is ready to go up as a PR.

Run QA validation on a pull request — boots the local environment, tests acceptance criteria, and optionally posts the report as a PR comment. Standalone entry point for the qa-engineer agent.

pr skill for Claude Code

The full pipeline from "code is ready" to "ready to merge" — pre-push verification, three-way self-review, opening the PR, watching CI and review threads. Read BEFORE committing, opening a PR, or checking on an open one.

pr skill for Claude Code

be skill for Claude Code

do skill for Claude Code

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pr skill for Claude Code

qa skill for Claude Code

kb skill for Claude Code

Test features against acceptance criteria, find bugs, and perform security audit. Use after implementation is done.

Explore, build, and refine UI.

Manages the Morphir knowledge base under kb/ — OKF bundles and concept documents. Use when adding content to a bundle, creating a new bundle, checking the knowledge base for conformance or provenance drift, building or querying its SQLite index, managing intent through its lifecycle, recording or reading architectural decisions as Decision Records, or navigating, searching and listing its bundles, concepts and links.

Create a GitHub pull request with a focused why/what body. Use when the user asks to open a PR, create a pull request, or ship a branch.

qa skill for Claude Code

Generate C4 L1 (Context) + L2 (Container) Mermaid diagrams from a project's codebase. Structurizr DSL escape hatch (--dsl) for L3+ component precision.

quant.cpp의 통합 정합성을 검증한다. 모듈 간 경계면 불일치, 타입 시스템 정합성, quantize→attention 파이프라인, cache 무결성을 교차 비교한다. '검증', 'QA', '테스트', '정합성 확인', 'validate' 요청 시, 또는 코드 변경 후 머지 전에 자동으로 사용.

Push branch and create a GitHub PR with concise, issue-linked description

ci skill for Claude Code

Create or update a pull request for the current git changes. Use when the user wants a PR, commit/push for review, or gh pr create flow.

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uv skill for Claude Code

Create a feature branch, commit changes, push, and open a PR against iopsystems/rezolus

Push branch and create a PR with concise description and labels

Canonical rules for preparing, opening, and updating Shift pull requests. Use whenever the user asks to create, open, draft, update, or review a pull request. Enforces issue discovery and linkage, Conventional Commit titles, release-note quality, complete validation evidence, and safe pushing.

Use when inspecting, debugging, or understanding the GOAT PostgreSQL database — querying projects, layers, users, orgs, teams, roles, scenarios, jobs, or checking data state during local dev.

Use when the user wants to open a pull request or finish a branch handoff. Read the PR template, inspect changes vs main, run the release skill first if the branch name looks like a version, validate the branch with the shared repo checks, open a draft PR targeting main, and return the preview deployment URL when one applies.

CI pipeline monitoring, status checks, and PR validation workflows

Creates a pull request for the current branch.

Claude adapter for the canonical EmbodiChain PR skill.

How to programmatically set up, modify, and verify OS-level configurations (files, GNOME settings, audio, permissions, system config) using Python. For setup-gen and reward-gen agents.

Create a pull request

qa skill for Claude Code

View or change your member identity — display name, email — shared across Claude Code, Codex, and Pi. Say 'who am I', 'call me <name>', 'change my name to X', or run '/me'.

cl skill for Claude Code

Commit, push, and open a pull request on GitHub

Unified skill hub for Solana development. Routes to external submodule skills (solana-foundation, sendai, solana-game, trailofbits, cloudflare, qedgen, colosseum, solana-new, ghostsecurity, defending-code) and local skills. Progressive disclosure — read only what you need.

ci skill for Claude Code

技術記事の内容から読者の理解度をチェックする4択クイズを指定のYAML形式で生成するスキル。ユーザーが「この記事のクイズを作って」「理解度チェックを作成して」「記事を読んだ人向けの問題を作って」「selfAssessment形式でクイズを作って」と依頼したときに必ず使う。ブログ記事、技術ドキュメント、チュートリアル、解説記事、技術書の章など、読者の学習内容を確認する問題を作る必要があるあらゆる場面で使う。記事のURL・マークダウン・テキスト・ファイルパスのいずれを渡されても動作する。

Nx workspace commands and guidelines for running tasks, generators, and using Nx MCP tools

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Create, manage, and cleanup git worktrees with Claude Code agents across all projects. USE THIS SKILL when user says "create worktree", "spin up worktrees", "new worktree for X", "worktree status", "cleanup worktrees", "sync worktrees", or wants parallel development branches. Also use when creating PRs from a worktree branch (to update registry with PR number). Handles worktree creation, dependency installation, validation, agent launching in Ghostty, and global registry management.

현재 브랜치의 변경사항을 기반으로 GitHub Pull Request를 생성해주세요.

Black-box QA audit of slop-guard across MCP, CLI, fit, docs, agent workflows, and writing-effectiveness. Files GitHub issues for real problems found.

do skill for Claude Code

be skill for Claude Code

ci skill for Claude Code

pg skill for Claude Code

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AI4L - Main Skill for Evidence Review Creation and Auditing using @AGENTS

rr skill for Claude Code

pr skill for Claude Code

pr skill for Claude Code

Fast SQLite-based vault search using FTS5 full-text search index

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x skill for Claude Code

MUST be invoked before creating any PR, pushing a branch for review, or running `gh pr create`. Covers changelog entries, branch naming, PHPCS/PHPUnit checks, and reviewer assignment.

Send or read HQ Sync direct messages — inbox, 1:1 threads, channel history; also prompts, details, or scheduled notes to teammates.

Use this skill for task coordination with WG. Triggers include "wg", task graphs, multi-step projects, tracking dependencies, coordinating agents, or when you see a .wg directory.

Install and configure the GitHub CLI (gh) for AI agent environments where gh may not be pre-installed and git remotes use local proxies instead of github.com. Use when gh command not found, shutil.which returns None, need GitHub API access for issues or PRs or releases or workflow runs, or repository operations fail with 'failed to determine base repo' error. Provides auto-install script with SHA256 verification, GITHUB_TOKEN auth with anonymous fallback, and the required -R flag pattern for proxy environments. Covers project management via GitHub Projects V2, milestones via REST API, issue lifecycle templates, and label taxonomy management.

Run a Recursive Language Model-style loop for long-context tasks. Uses a persistent local Python REPL and an rlm-subcall subagent as the sub-LLM (llm_query).

pr skill for Claude Code

gh skill for Claude Code

ci skill for Claude Code

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pm skill for Claude Code

ci skill for Claude Code

Create OR update a pull request using the JellyRock template at `.github/pull_request_template.md`. Detects an existing open PR for the current branch and routes to update-mode (diff body, ask, then `gh pr edit`) instead of duplicating; aborts cleanly on merged/closed PRs. Scans branch + commits for related issues, falls back to `gh` issue search, surfaces architecture docs whose related-files were touched, and runs the four-pillar judgment passes (tech-debt scan, decision-shape detect, followup capture) so journal hygiene is part of shipping rather than a separate manual step. Required for all PRs in this repo — supersedes any default PR-creation flow.

ci skill for Claude Code

Run the project's verification harness (analyze, lint, format, tests) after code changes. Use after editing Dart code to verify the change before declaring it complete.

Create a pull request for the current branch

Push branch and create a GitHub PR following the bashdep PR template

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ci skill for Claude Code

Commit, push, and open a PR using the cheap low-token git-ops agent. Use for git/github wrap-up — git commit, git push, gh pr create, "ship it", "open a PR", "create the PR", "push and PR", end-of-task git handoff.

ci skill for Claude Code

This skill should be used when the user asks to "explore the app", "/qa", "auto-test the app", "find bugs in my app", "猴子测试", "自动探索", "随便点一下看看", "测一下全 app 看有没有崩", "smoke explore", or wants autonomous exploration of an Android or iOS app to surface crashes / ANRs / unexpected states. Drives the app via ui-mcp + mobile-mcp, tracks visited pages and clicked elements via report-mcp's state graph, captures crashes via log-mcp, and produces a Markdown report with bug list + coverage stats.

Build, test, run, lint, format, and manage dependencies for Haskell projects using the hx toolchain CLI. Use whenever working in a Haskell project that has an hx.toml (or when setting one up), or when the user asks to build/test/run/typecheck Haskell code, manage GHC/Cabal versions, or add/remove Hackage dependencies.

ui skill for Claude Code

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Behaviour QA of a PR/branch before merge in ayunis-core — spin up an isolated dev slot, seed, drive the changed flow end-to-end (API + headless browser), assert acceptance criteria with evidence, then tear everything down. Use when asked to "QA", "verify a PR/branch before merge", "check the behaviour works", or to confirm a change works in the real running app (not just tests).

Product Owner - scans codebase and creates or amends GitHub issues with PRD. Use when: PRD, feature, issue, create issue, amend issue, what should we build, plan feature, design feature, scope, requirements.

Open or update a draft PR for the current branch. Use when: create PR, open PR, draft PR, pull request, prepare for review.

ACTIVATE THIS SKILL FOR ANY SHELL COMMAND OR FILE READ. Check curl, wget, rm, sudo, apt, dpkg, chmod, dd, format, powershell, bash, sh. Check pipe patterns like | sh or | bash. Check shell wrappers like bash -c, xargs, find -exec. Check cloud CLI (aws, gcloud, kubectl, terraform). Check when user says sysadmin told me, Stack Overflow says, is this safe, can I run. Block reading of .env, .ssh, .aws, and credential files. This skill blocks dangerous commands and warns on risky ones. ALWAYS apply the safety protocol from this document before responding about any command.

qa skill for Claude Code

Unified skill hub for Solana development. Routes to external submodule skills (solana-foundation, sendai, solana-game, trailofbits, cloudflare, qedgen, colosseum) and local skills. Progressive disclosure — read only what you need.

kbo-cli 의 작업 브랜치에서 develop 으로 향하는 새 PR 을 만든다. 단순 push+gh pr create 가 아니라, /code-review 로 diff 검토 → biome check (format+lint) → tsc typecheck → bun build → bun test 5단계 검증을 통과시킨 뒤에 PR 을 올린다. PR 제목·본문은 모두 한국어 Angular 컨벤션 (CLAUDE.md 참조). 사용자가 "PR 올려줘", "pull request 만들어줘", "PR 생성해줘", "이거 PR 로 정리해줘", "리뷰 받게 올려줘" 같은 PR 생성 의도를 보이거나, 기능 작업이 끝나서 머지 흐름을 시작하려는 맥락이면 반드시 이 스킬을 쓴다. push 만 하고 끝나는 단순 push 요청과 다르다 — push 직전에 검증을 강제하는 게 핵심이다.

pr skill for Claude Code

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Create, check, and read on-chain Sealevel (SVM) Address Lookup Tables (ALTs) for a warp route. Use after deploying, extending, or upgrading an SVM warp route, when transfers fail with transaction-too-large errors, or when asked to inspect or verify a route's ALTs. Fee-enabled SVM transfers bundle 40+ accounts and require ALTs to fit under the 1232-byte tx limit.

pr skill for Claude Code

Make a correct update to Parker's prompts, system docs, rubrics, knowledge docs, training corpus, or brand outputs — and propagate the change everywhere it needs to land. Use this skill whenever you are changing any part of the Parker context-engineering system, including tightening a rule, adding a principle, propagating a pattern, adding or modifying a prompt, adding a knowledge doc, or evolving a skill. The skill exists because Parker's docs are highly cross-referenced and inheritance-driven, and updates that look local often have non-obvious downstream impact.

Create a GitHub pull request with a focused why/what body. Use when the user asks to open a PR, create a pull request, or ship a branch.

Create a GitHub pull request with a focused why/what body. Use when the user asks to open a PR, create a pull request, or ship a branch.

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Run all five review agents on changes, synthesize findings, triage based on developer thinking, and fix approved items. Trigger when the user says "review", "run the agents", "run all four", "run all five", "full review", "code review", or similar.

Generate MaaFramework Pipeline nodes and recognition snippets from screenshots or observed UI state. Use for OCR node generation, ROI sweep, choosing TemplateMatch/OCR/ColorMatch/CustomRecognition, preserving target-file schema style, and designing `next`/`[JumpBack]` links before merging generated nodes into pipeline JSON.

bb-create-issue skill for Claude Code

staleness-checker skill for Claude Code

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Run a Recursive Language Model-style loop for long-context tasks. Uses a persistent local Python REPL and an rlm-subcall subagent as the sub-LLM (llm_query).

Review code for potential issues and improvements. Use when asked to review specific files, functions, or code sections.

Pre-commit i18n check. Scans changed files for untranslated strings, missing locale keys, and locale sync issues. Fast and focused — only checks what changed. Use before committing or as a review add-on.

Enrich Jupyter notebooks with pedagogical markdown content. Arguments: [target] [--execute] [--fix-errors] [--strict] [--consecutive] [--iterate]

Frontend development context for the Megahub project. Use when working on the web-based IDE, Vite build system, Blockly visual programming, Web Bluetooth API integration, JavaScript frontend code, CSS/styles, UI components, or anything in the /frontend/ directory.

Manage restore context files so skills can survive /clear and /compact. Use to write, delete, check, or list .agent-restore-context-* files.

Redesign GitHub README homepages or create project-native pure SVG, hybrid SVG-composed PNG/WebP, and opt-in animated GIF assets. Use when a user asks to beautify, redesign, rebrand, visually upgrade, simplify, or audit a GitHub README; create only a hero, section headers, diagrams, badges, motion graphics, showcase modules, or other README assets; or turn a repository homepage into a cohesive visual story. If whole-README work versus asset-only work is unclear, ask which scope the user wants. For hero-like assets where pure SVG and generated raster material are both viable, explain the tradeoffs and confirm the implementation before creating the asset.

odk-make skill for Claude Code

Scaffold a new Cobra CLI command following the project's patterns.

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Audit and improve the accessibility of the timepicker-ui documentation site (docs-app/) - landmarks, heading order, skip links, keyboard nav, focus management in the command menu / sidebar / dialogs, color contrast, alt text, ARIA on custom components, Radix usage, reduced motion - against WCAG 2.2 AA. Use when the user wants an a11y audit/fix of the docs site. Drives the docs-accessibility subagent in an audit → approve → apply flow. Does NOT cover the library (use /a11y for that).

seo-audit skill for Claude Code

Create a responsive design spec with structured process, quality checks, and system integration

Run ship-safe security and quality audit on the current project. Executes npx ship-safe audit . and reports findings by severity. Use before shipping any feature or PR.

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mdx-pdf-format skill for Claude Code

waitlist-page skill for Claude Code

Design the MixerSceneIntent, approval state, JSON schema, CLI examples, audit entries, and tests for AI-Controlled Party mixer/Soundcraft Ui24R scene arming. Use whenever a task mentions mixer scenes, Ui24R snapshots/cues, operator-approved mixer control, show-director contract updates, schema updates, dry-run CLI shape, or follow-ups that revise this contract.

Sync zen-ui plugin to local Home Assistant. Use when user asks to sync, deploy, or push to HA.

Post to Reddit using AppleScript Chrome control. Use when user wants to post to Reddit, share on subreddits, or promote open source projects on Reddit. Triggers on "post to reddit", "share on reddit", "reddit post", "submit to subreddit", or any Reddit posting request.

Refresh Compass and wait for the current pass to settle.

branch-docs-sync skill for Claude Code

\"Manage crisis communication across prevention, response, and recovery phases using SCCT theory and crisis statement frameworks. Use this skill when the user faces a PR crisis, needs to draft a crisis response, plan crisis preparedness, or manage negative public attention — even if they say 'we're getting bad press', 'how do we respond to this scandal', 'draft a public statement', or 'prepare for potential backlash'.\".

html-ppt-zhangzara-editorial-tri-tone skill for Claude Code

Install development tools (mcp | extension | playwright)

Use when drafting GitHub release notes for piinuts/gaze, gaze-lens, or gaze-laravel — including new releases, RC pre-releases, and re-writes of auto-generated notes. Enforces the curated-narrative voice destilled from v0.4.5 (TL;DR → Highlights → Known limitations → Adopter notes → Download → CHANGELOG link), past-tense PR-anchored prose, and a North-Star tie. Counter-pattern: auto-generated Keep-a-Changelog dumps with Added/Changed bullets are NOT acceptable as release-notes voice (they are fine in CHANGELOG.md only). Trigger phrases: "draft release notes", "release notes for vX.Y.Z", "rewrite the release body", "publish v…".

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Complete approval flow with reset-to-zero pattern. Use when implementing full ERC20 and Permit2 approval workflow.

Bu template'in tasarim sistemi referansi — renk (colorScheme + AppThemeColors semantic token'lari), tipografi (textTheme slotlari, Poppins/Inter), spacing/radius/golge/sure token'lari (AppPaddings, AppRadius, AppShadows, AppDurations, AppIconSizes), paylasilan widget katalogu (AppPrimaryButton, dort-durum widget'lari, AppTextField, sheet'ler), 8 varyantli light/dark tema ve easy_localization. Kullanici UI yazarken/duzenlerken "renkleri projeye gore kullan", "bu butonu projeye gore yaz", "hangi spacing/radius", "tasarim sistemine uydur", "style guide", "tema token'lari" dediginde kullan.

Run ship-safe security and quality audit on the current project. Executes npx ship-safe audit . and reports findings by severity. Use before shipping any feature or PR.

tauri-syntax-permissions skill for Claude Code

Run the PTT signal integrity test on the radio transmitter hardware. Use when the user asks to test the transmitter, run a PTT test, check I/Q outputs, or verify transmit signal quality. Requires an Analog Discovery 2 connected to the radio.

architect skill for Claude Code

Build Rust native libraries for the FFI plugin

Add a new UI language/locale to the claude-code-gui webview i18n system, or extend/verify an existing one. Walks a contributor (or agent) through creating the per-namespace translation JSON files, registering the locale, and verifying parity — consistently with how the shipped locales are structured. Use when someone wants to translate the UI into a new language, add a locale, or contribute translations. Trigger on: 언어 추가, 로케일 추가, 새 언어, 번역 추가, 번역 기여, add language, add locale, new language, translate the UI, contribute a translation, i18n locale.

Run or rebuild the local Tamagui/Next.js frontend (frontends/tamagui). Use when the user wants to start the Tamagui dev server or rebuild it standalone.

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release skill for Claude Code

[Critical] Best practice for Rust coding. Always activate this skill before authoring Rust code or answering questions about Rust.

A cryptographic audit systematically reviews an application's use of

sync-upstream skill for Claude Code

Use when a deploy.yml run fails on Kiwi's prod CI/CD pipeline, bootstrap-cicd.sh fails against real GCP, or you're modifying deploy.yml/bootstrap-cicd.sh and want to avoid gotchas already hit. Covers gcloud beta run jobs, Cloud Run canary/ingress 404s, IAM instance-scope restrictions, OS Login setup, and a required-status-check merge blocker.

Fetch and execute mizchi's empirical-prompt-tuning skill at runtime. Use when evaluating or iteratively refining an agent-facing prompt (skill / slash command / task prompt / CLAUDE.md section / code-gen prompt) by dispatching an unbiased subagent, then improving until metrics plateau. Trigger right after creating or heavily revising such a prompt, or when agent misbehavior is suspected to stem from ambiguity in the instruction.

Writing docs well -- the Diataxis framework (tutorial / how-to / reference / explanation), inverted-pyramid prose structure, scannable headings, code-example discipline, the \\\\\\\"what does the reader already know?\\\\\\\" reader-lens, ghostwriting vs voice consistency, and the docs-as-code review workflow. Distinct from library-worker-bee (which owns docs-site architecture and where a doc lives); this stinger owns the craft of writing. Use when the user says \\\\\\\"review this document\\\\\\\", \\\\\\\"is this doc well-written\\\\\\\", \\\\\\\"audit this page\\\\\\\", \\\\\\\"write a tutorial for X\\\\\\\", \\\\\\\"apply Diataxis\\\\\\\", \\\\\\\"ghostwrite this guide\\\\\\\", \\\\\\\"my docs PR needs a writing review\\\\\\\", or any request about documentation quality rather than documentation tooling.

Full website SEO audit with parallel subagent delegation. Crawls up to 500 pages, detects business type, delegates to up to 15 specialists (8 always + 7 conditional), generates health score. Use when user says audit, full SEO check, analyze my site, or website health check.

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

Deep analysis and iterative fixing of a Rust source file. Finds logic errors, lock/concurrency issues, and simplification opportunities, then fixes them one by one until the file is clean.

Regenerate REPO_STATUS.md — full snapshot of open PRs, local branches, issues, and discussions with merge-readiness and triage assessment

Validate all checkpoints from an agent run directory in parallel. Spawns test-validator agents for each checkpoint and summarizes results. Invoke with /validate-run <run_path> [problem].

Thoughtbox-first Theseus workflow for behavior-preserving refactors. Use this when structure changes but behavior must stay fixed and scope drift needs hard boundaries.

Orchestrate task execution via beads and sub-agents. Gets ready work from beads, spawns appropriate agents based on labels, monitors completion, and updates status. Use after /approve-spec has created tasks.

Sub-skill of dspy: 3. Retrieval-Augmented Generation.

Generates structured post outlines from reference materials for wisdom-style social posts

senior-developer-quick-reference skill for Claude Code

Write the PR description for a memloom pull request. Use whenever opening or editing a PR body in this repo, including from /ship.

CRITICAL: Use for error handling. Triggers: Result, Option, Error, ?, unwrap, expect, panic, anyhow, thiserror, when to panic vs return Result, custom error, error propagation, 错误处理, Result 用法, 什么时候用 panic

price-check skill for Claude Code

Use this skill to orchestrate a proportionate, end-to-end inquiry when a consequential task is ambiguous, uncertain, contested, novel, spans multiple scales, or admits materially different frames or methods. It selects screening, core, standard, or deep operation; coordinates framing, inquiry design, protected investigation, synthesis, decision, audit, and world-return learning. Prefer a narrower Parallax sibling for an isolated framing, design, synthesis, decision, audit, or learning task. Do not use for simple factual retrieval, mechanical transformations, or settled low-risk implementation.

Release a new version: bump version, update docs, commit, push, and tag

Write multi-event correlation rules that detect APT lateral movement

Check endpoint_map.md coverage at Phase 1→2 transition. Blocks Phase 2 if below 80%. Matches "coverage check", "endpoint coverage", "Phase 2 gate"

Use when adding a new anchor integration to this project — creating an anchor client, its server singleton, API wrappers, proxy routes, and flow pages, or deciding whether a new anchor belongs in ANCHORS vs HONORABLE_MENTIONS.

Add today's ML/AI paper and news picks to the PaperTrace daily feed. Use when the user wants to update the daily page with new content.

Sub-skill of testing-production: Configuration.

Run FalkorDB's test suites - Rust unit tests, Python e2e/function/MVCC/concurrency tests, openCypher TCK compliance tests, and flow tests. Use when asked to run, narrow down, or debug a failing test, or to decide which suite covers a change.

obelisk-test skill for Claude Code

x-post skill for Claude Code

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'This skill covers deploying Microsoft Sentinel as a cloud-native SIEM

VimAction 프로젝트의 현재 아키텍처·구조(최종 상태) 컨텍스트 로드 및 유지용 스킬. Use this skill BEFORE any VimAction code work — like implementing or modifying the event tap, mode engine, strategy dispatcher, AX/keyboard adapters, action executor, profile loader, settings UI, or tests — and whenever the current structure is questioned ("구조가 어떻게 되지?", "이 컴포넌트 책임이 뭐지?", "왜 이렇게 되어있지?"). Also use when creating new SPM targets, adding dependencies, or choosing between implementation approaches, even if the user doesn't mention "architecture" explicitly. (결정의 기록·변경·번복은 decisions 스킬이 진입점 — 거기서 이 스킬의 최종 상태 갱신까지 이어집니다.)

Verification checklist to walk before declaring a tt-emule mock complete. Use after implementing a stub (typically at the end of /implement-mock or /compute-llk-bringup) to catch the recurring failure modes — signature drift, no-op math, missing format dispatch, JIT-cache staleness, regression baseline drift.

m06-error-handling skill for Claude Code

CRITICAL: Use for error handling. Triggers: Result, Option, Error, ?, unwrap, expect, panic, anyhow, thiserror, when to panic vs return Result, custom error, error propagation, 错误处理, Result 用法, 什么时候用 panic

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Run kube-coder's full CI suite locally before pushing — helm lint + unit tests, server.py tests, dashboard + controller SPA builds + vitest, and shell syntax checks. Use before opening or updating a PR so CI is green on the first push.

One-time setup that gathers design context for your project and saves it to your AI config file. Run once to establish persistent design guidelines.

Set up and run the botference document-review interface (Google-Docs-style comments on rendered LaTeX/Markdown, bots replying in threads, apply/commit of accepted changes) in any repo — and follow the round protocol when the user asks for a review round or tags you from the review page.

Use when bootstrapping a new Python repo, project, CLI, package, script, or uv project from py-launch-blueprint. Ask whether the user wants the opinionated template bootstrap or a minimal setup before running commands.

Detects missing security event logs, logged secrets, and log injection through

Analyze resume against job description for ATS optimization and keyword gaps

Run matched A/B reviewer calibration for /f through the binary-owned review controller, using digest-bound prompts, envelopes, and receipts.

Generate clear, accurate technical documentation from code and context.