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The editorial and finishing preferences this project's work is judged against — cut rhythm, shot selection, delivery conventions, and the corrections that have already been given. Load before assembling, restructuring, or refining any cut so the same note does not have to be given twice.

Guide for writing idiomatic Rust code based on Apollo GraphQL's best practices handbook. Use this skill when: (1) writing new Rust code or functions, (2) reviewing or refactoring existing Rust code, (3) deciding between borrowing vs cloning or ownership patterns, (4) implementing error handling with Result types, (5) optimizing Rust code for performance, (6) writing tests or documentation for Rust projects.

Guide for querying databases through DBHub MCP server. Use this skill whenever you need to explore database schemas, inspect tables, or run SQL queries via DBHub's MCP tools (search_objects, execute_sql, and the opt-in explain_sql and health_check). Activates on any database query task, schema exploration, data retrieval, or SQL execution through MCP — even if the user just says "check the database" or "find me some data." This skill ensures you follow the correct explore-first workflow instead of guessing table structures.

Run and troubleshoot tests for DBHub, including unit tests, integration tests with Testcontainers, and database-specific tests. Use when asked to run tests, fix test failures, debug integration tests, troubleshoot Docker/database container issues, or add new tests. Also use when verifying code changes work correctly or when CI test failures need investigation.

Use when given a GitHub issue URL or number to investigate and implement a fix. Triggers on "fix issue", "fix bug", "fix

Guidance for installing and using Fli correctly as a CLI and MCP server. Use when: setting up Fli with pipx, running `fli` flight searches, configuring Claude Desktop with `fli-mcp`, using the HTTP MCP server, or troubleshooting Fli command availability and common usage mistakes.

Use when an agent needs to search the web, find images/news/videos/books, or extract content from a URL. Covers the ddgs Python library, CLI, and MCP server integration.

IDA Pro Python scripting for reverse engineering. Use when writing IDAPython scripts, analyzing binaries, working with IDA's API for disassembly, decompilation (Hex-Rays), type systems, cross-references, functions, segments, or any IDA database manipulation. Covers ida_* modules (50+), idautils iterators, and common patterns.

Profile-driven performance optimization protocol. Use when profiling data (CPU, heap, trace) is available or when the user requests performance analysis. Covers methodology (Profile → Analyze → Opportunity Scan → Prioritize → Optimize → Benchmark), optimization pattern catalog, safety invariants, and when-to-stop heuristics. Language-specific tooling is in languages/*.md.

LLM provider initialization for bridgic projects. Use when: (1) initializing OpenAILlm, OpenAILikeLlm, or VllmServerLlm, (2) configuring OpenAIConfiguration (model, temperature, max_tokens, timeout), (3) choosing the right provider package for a task, (4) using chat/stream interfaces or advanced protocols (StructuredOutput, ToolSelection).

面向云服务器的小红书图文自动发布 Skill。适用于需要在 Linux 云服务器上，通过 Playwright/CDP、二维码人工接管、登录缓存、龙虾代发飞书群图片消息、截图留痕与审计日志来完成小红书草稿或发布流程的场景。

当用户希望生成 AI 早报、运行晨报链路、查看今日资讯摘要，或消息中包含”早报””晨报””今日资讯””新闻摘要”等关键词时触发。

Conduct deep OSINT research on individuals. Build full digital footprint, psychoprofile (MBTI/Big Five), career history, social graph with confidence scores. Recursive self-evaluation until completeness threshold is met. Includes internal intelligence (Telegram history, email, vault contacts) before going external. Use when: "osint", "досье", "research person", "find everything about", "пробей", "разведка", "due diligence", "background check", "digital footprint", "найди всё про", "собери информацию", "кто это", "профиль человека". NOT for: company/product research without a named person, competitive analysis, market research, content generation, or general web scraping tasks.

Full-repository code sweep. Scans every file with warden, verifies findings via deep tracing, creates draft PRs for validated issues. Use when asked to "sweep the repo", "scan everything", "find all bugs", "full codebase review", "batch code analysis", or run warden across the entire repository.

Orchestration reference for the /security-audit workflow. Contains dimension scope cards for parallel subagent dispatch, subagent prompt template, and security audit report template.

PCI DSS compliance, payment gateway integration, tokenization, webhook reliability, idempotency, fraud prevention, and subscription billing.

Generates distinctive, production-grade mobile interfaces for Flutter and React Native. Prioritizes platform-native patterns, adaptive layouts, and fluid motion. Use when building mobile apps, screens, widgets, or when the user requests to style or create visually striking mobile UI.

Structured incident workflow: severity classification, triage, diagnosis, mitigation, postmortem, and prevention. Template-driven with blameless review.

Structured code review protocol for inspecting code quality against the full rule set. Use when auditing code written by yourself or another agent, during the /audit workflow, or when the user asks for a code review.

CLI tool design, argument parsing, interactive prompts, shell completions, cross-platform considerations, and distribution strategies.

CI/CD pipeline architecture: GitHub Actions, GitLab CI, multi-stage Dockerfiles, vulnerability scanning, SBOM attestation, and deployment promotion. Use when designing, creating, or debugging pipelines, container builds, or release workflows.

Playwright browser automation via MCP. Covers E2E testing, UI review, web scraping, screenshot capture, and general browser interaction. MCP-first — CLI is fallback only.

Shared protocols for all agents in the multi-agent pipeline: recursive nesting, pre-implementation restatement, agent spawn protocol, parallel dispatch format, completion reporting, and sovereign subagent awareness. Load this skill instead of inlining these protocols in every agent file.

Edit any video by conversation. Transcribe, cut, color grade, generate overlay animations, burn subtitles — for talking heads, montages, tutorials, travel, interviews. No presets, no menus. Ask questions, confirm the plan, execute, iterate, persist. Production-correctness rules are hard; everything else is artistic freedom.

Use this skill when reviewing code, checking for bugs, or analyzing code quality. Provides structured code review methodology.

A skill with a name that doesn't match the directory.

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React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance patterns. Triggers on tasks involving React components, Next.js pages, data fetching, bundle optimization, or performance improvements.

React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render props, context providers, or component architecture. Includes React 19 API changes.

Builds a complete resume from scratch as Reactive Resume JSON that conforms to the schema and imports at https://rxresu.me. Asks for each missing detail instead of inventing it, then produces valid JSON (UUIDs, HTML descriptions, template and layout). Use when the user wants to create, build or generate a new resume, turn their work history into Reactive Resume JSON, or asks about the Reactive Resume schema, sections, templates or layout. For what belongs on a resume or a resume audit use resume-content-guide; for rewriting bullets, resume-bullet-writer; for fitting one job posting, resume-tailor; for tracking applications, job-application-manager; for interviews, interview-prep or mock-interview.

Postgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema designs, or database configurations.

Generates distinctive, production-grade frontend interfaces and artifacts (React, Vue, HTML/CSS). Prioritizes bold aesthetics, unique typography, and motion to avoid generic designs. Use when building websites, landing pages, dashboards, posters, or when the user requests to style, beautify, or create visually striking UI.

Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation derivations, architecture diagrams, and data stories. Use when users request: animated explanations, math animations, concept visualizations, algorithm walkthroughs, technical explainers, 3Blue1Brown style videos, or any programmatic animation with geometric/mathematical content.

Search, download, and read academic papers from 20+ sources (arXiv, PubMed, Semantic Scholar, CrossRef, etc). Use when the user asks to find papers, search for research, look up academic literature, download a paper PDF, or extract text from a paper.

Use this skill when the user asks about Korean law through the korean-law MCP server, such as statutes (법령), precedents (판례), administrative rules (행정규칙), local ordinances (자치법규·조례), treaties, legal interpretations, or checking whether article and case citations are real. It explains which tool to call and how to treat the text the tools return.

Use this skill whenever the user wants to read, create, fill, edit, compare, validate, or preview Korean Hangul/official documents — .hwp (HWP 3.x/5.x), .hwpx, .hml (HWPML) — or convert Korean-office PDF/DOCX/XLS/XLSX to Markdown. Triggers include any mention of 'hwp', 'hwpx', 'hml', '한글 문서', '아래한글', '한컴', '공문서', '기안문', '보고서를 hwpx로', '서식 채우기', '양식 자동 작성', '신청서 채워줘', '신구대조표', '문서 비교', or uploading/attaching .hwp/.hwpx/.hml files. Also use when generating official Korean documents from Markdown (기안문·보고서·계획서·통지·회의록 presets) or when a HWPX layout preview/verification is needed. Do NOT use for authoring plain Word .docx files (kordoc reads DOCX but generates only HWPX) or for general Korean text with no document file involved.

내용을 받아 한국 행정 공문서(기안문·시행문·보고서·계획서·통지·회의록) 표준 서식의 HWPX로 뽑아주는 오케스트레이터 스킬. 행정안전부 「행정업무운영편람」·시행규칙에 근거한 항목부호 8단계(1. 가. 1) 가) (1) (가) ① ㉮), 둘째 줄 내어쓰기 정렬, 공식 여백(위20·아래10·좌우20mm), 명조 15pt, 줄간격, 날짜·붙임·끝·금액 표기법을 적용해 kordoc의 공문서 모드로 변환한다. 트리거 — "보고서 작성해줘", "기안문 만들어", "공문서로 뽑아줘", "계획서 써줘", "회의록 정리해서 hwpx", "공문 양식으로", "통지문 만들어", "공문서 hwpx", "행정 문서 작성". 단순 md→hwpx 변환(서식 불문)은 kordoc generate 직접 사용. 기존 hwp/hwpx 양식의 빈칸 채우기는 kordoc fill.

Use this skill when operating stealth-browser-mcp from an AI agent or MCP client for browser automation, page inspection, element interaction, screenshots, file uploads, CDP commands, network debugging, cookies/storage, stealth setup, or reliable multi-step browser workflows. It provides the correct tool order, state checks, lifecycle cleanup, and pre-document script guidance.

Build and use a persistent, citation-traceable knowledge wiki from documents, research papers, notes, or project documentation. Use for llmwiki projects, retrieving reusable evidence for an agent task, or compiling a corpus for repeated questions. A one-off file read or live web search does not need a wiki.

Generate a complete weekly SEO performance report for a site. Use when asked for a site summary, performance overview, or weekly report.

Audit indexing status across top pages. Use when asked about crawling, indexing issues, or whether pages are indexed by Google.

Find quick-win content optimization targets — high impressions, low CTR, position 11-20. Use when asked for content ideas or optimization opportunities.

Detect keyword cannibalization — queries where multiple pages compete for the same rankings. Use when asked about competing pages, keyword overlap, or cannibalization.

Check that this machine can actually debug - MCP connection reachable, debugger present, symbols configured - and explain how to fix whatever is missing. Use when mcp-windbg tools fail, when a session will not open, or before a first debugging session.

Attach to a live Windows kernel target over KDNET, a named pipe, or serial and drive it. Use when the user wants to debug a kernel, a driver, or a bugchecking VM. For a kernel crash dump file (MEMORY.DMP, a minidump) use analyze-dump instead.

Attach to a running Windows process through a WinDbg debug server and inspect it live. Use when the user wants to debug a process on another machine, or one already under a .server session, rather than a crash dump.

Triage a Windows crash dump - identify the exception, the faulting frame, and what to look at next. Use when the user points at a .dmp file, asks why a Windows process crashed, or asks why a machine blue-screened.

Render the provided prompt template with Jinja context and send it to the active NPC's LLM. The rendered text becomes the user prompt; the LLM response is placed in context['output'].

Domain knowledge for AI trading memory — Outcome-Weighted Memory (OWM) architecture, 5 memory types, recall scoring, and behavioral analysis. Use when recording trades, recalling similar contexts, analyzing performance, or checking behavioral drift. Triggers on "record trade", "remember trade", "recall", "similar trades", "performance", "behavioral", "disposition", "affective state", "confidence".

Risk management domain knowledge for trading agents — affective state monitoring, position sizing, drawdown management, tilt detection, and behavioral guardrails. Use when checking risk before trades, managing drawdowns, detecting behavioral drift, or enforcing discipline. Triggers on "risk", "drawdown", "tilt", "position size", "lot size", "confidence", "revenge trading", "overtrading", "discipline".

Domain knowledge for the Evolution Engine — LLM-powered autonomous strategy discovery from raw OHLCV data. Covers the generate-backtest-select-evolve loop, vectorized backtesting, out-of-sample validation, and strategy graduation. Use when discovering trading patterns, running backtests, evolving strategies, or reviewing evolution logs. Triggers on "evolve", "discover patterns", "backtest", "evolution", "strategy generation", "candidate strategy".

Bridge between Binance trading events and TradeMemory Protocol. Automatically journals trades, recalls similar past setups, detects behavioral biases, and provides outcome-weighted recall for AI trading agents. Use this skill after executing Binance spot trades to build persistent memory.

Read, search, edit, and version-control any folder of Markdown notes via the SoloMD MCP server. 13 tools including AutoGit per-note history, semantic search, and write-with-sandbox via an accept/reject branch. Includes 11 starter agent recipes (weekly review, todo extract, link suggester, …).

Use when researching a merchant, storefront, marketplace seller, or merchant of record for a buying decision, especially when identity, refund terms, fulfillment, counterfeit risk, domain history, or independent buyer outcomes are uncertain.

Use when researching or comparing a specific product, model, or variant for a buying decision, especially when specifications conflict, fit or compatibility matters, retailer copy dominates, or the evidence may be incomplete.

Create and update documentation articles for the Heym platform. Use when adding docs pages, writing reference articles from summaries, or when the user provides an outline for a new article.

Build, validate, and govern RDF/OWL ontologies using the Open Ontologies MCP server. Use when the user asks to create, modify, query, or manage ontologies, knowledge graphs, or RDF data.

Guide for creating new AI Gateway labs. Use when users want to create a new lab in the labs/ folder. This skill provides the standard lab structure, templates, and patterns used across the AI Gateway repository including Jupyter notebooks, Bicep infrastructure templates, APIM policies, and README documentation.