mangowhoiscloud

@mangowhoiscloud source repo

73 skills
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16 hours ago last updated

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PDF · mangowhoiscloud bundle
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.

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Geo 2 · mangowhoiscloud
Design, implement, or evaluate GEODE's GEO capability with source-grounded stage diagnosis, frozen measurement contracts, and no-model preflight before live engine runs.

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Grilling 2 · mangowhoiscloud
Design or audit GEODE's dependency-aware grilling flow and slash integration without speculative branch execution or parser-heavy interviews.

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Long Task Watcher 2 · mangowhoiscloud
Monitor long-running GEODE work, CI, audits, and training without losing output to buffering or confusing a watcher with the underlying state authority.

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Gitflow · mangowhoiscloud
Branch strategy + PR rules. feature → develop → main merge flow (or feature → main when single-branch), Pre-PR Quality Gate (CI guardrails + docs-sync loop), Post-PR CI ratchet (gh pr checks --watch mandatory), Korean PRs, assignee settings. Triggers on "branch", "git", "pr", "merge", "커밋", "풀리퀘스트".

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LLM Wiki · mangowhoiscloud bundle
The foundational knowledge distillation pattern for building and maintaining an AI-powered Obsidian wiki. Based on Andrej Karpathy's LLM Wiki architecture. Use this skill whenever the user wants to understand the wiki pattern, set up a new knowledge base, or needs guidance on the three-layer architecture (raw sources → wiki → schema). Also use when discussing knowledge management strategy, wiki structure decisions, or how to organize distilled knowledge. This is the "theory" skill — other skills handle specific operations (ingesting, querying, linting).

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Changelog · mangowhoiscloud
CHANGELOG.md management rules — Keep a Changelog 1.1.0 + SemVer 2.0.0. Version releases, change logging, scope determination, format standards. Triggers on "changelog", "release", "version", "릴리스", "변경사항", "버전".

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Wiki Lint · mangowhoiscloud
Audit and maintain the health of the Obsidian wiki. Use this skill when the user wants to check their wiki for issues, find orphaned pages, detect contradictions, identify stale content, fix broken wikilinks, or perform general maintenance on their knowledge base. Also triggers on "clean up the wiki", "what needs fixing", "audit my notes", or "wiki health check".

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Wiki Query · mangowhoiscloud
Answer questions by searching the compiled Obsidian wiki. Use this skill when the user asks a question about their knowledge base, wants to find information across their wiki, asks "what do I know about X", "find everything related to Y", or wants synthesized answers with citations from their wiki pages. Also use when the user wants to explore connections between topics in their wiki. Works from any project. Includes an index-only fast mode triggered by "quick answer", "just scan", "don't read the pages", "fast lookup" — returns answers from page summaries and frontmatter without reading page bodies.

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Wiki Setup · mangowhoiscloud
Initialize a new Obsidian wiki vault with the correct structure, special files, and configuration. Use this skill when the user wants to set up a new wiki from scratch, initialize the vault structure, create the .env file, or says things like "set up my wiki", "initialize obsidian", "create a new vault", "get started with the wiki". Also use when the user needs to reconfigure their existing vault or fix a broken setup.

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Wiki Export · mangowhoiscloud
Export the Obsidian wiki's knowledge graph to structured formats for use in external tools. Use this skill when the user says "export wiki", "export graph", "export to JSON", "export to Gephi", "export to Neo4j", "graphml", "visualize wiki", "knowledge graph export", or wants to use their wiki data in another tool. Outputs graph.json, graph.graphml, cypher.txt (Neo4j), and graph.html (interactive browser visualization) into a wiki-export/ directory at the vault root.

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Wiki Ingest · mangowhoiscloud bundle
Ingest documents into the Obsidian wiki by distilling their knowledge into interconnected wiki pages. Use this skill whenever the user wants to add new sources to their wiki, process a document or directory, import articles, papers, or notes into their knowledge base, or says things like "add this to the wiki", "process these docs", "ingest this folder". Also triggers when the user drops a file and wants it incorporated into their existing knowledge base. Also handles raw mode: "process my drafts", "promote my raw pages", or any reference to the _raw/ staging directory.

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Wiki Status · mangowhoiscloud
Show the current state of the wiki — what's been ingested, what's pending, and the delta between sources and wiki content. Use this skill when the user asks "what's the status", "how much is ingested", "what's left to process", "show me the delta", "what changed since last ingest", "wiki dashboard", or wants an overview of their knowledge base health and completeness. Also use before deciding whether to append or rebuild. Includes an insights mode triggered by "wiki insights", "what's central", "show me the hubs", "central pages", "what's connected", "wiki structure" — analyzes the shape of the wiki itself to surface top hubs, cross-domain bridges, and orphan-adjacent pages.

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Wiki Update · mangowhoiscloud
Sync the current project's knowledge into the Obsidian wiki. Use this skill from any project when the user says "update wiki", "sync to wiki", "save this to my wiki", "update obsidian", or wants to distill what they've been working on into their knowledge base. This is the cross-project skill that lets you push knowledge from wherever you are into the vault.

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Crumb · mangowhoiscloud
Crumb — Multi-Agent Game Prototyping Skill (v0.1)

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Cross Linker · mangowhoiscloud
Scan the Obsidian wiki and automatically discover missing cross-references between pages. Use this skill when the user says "link my pages", "find missing links", "cross-reference", "connect my wiki", "add wikilinks", "what pages should be linked", or after any large ingestion to ensure new pages are woven into the existing knowledge graph. Also trigger when the user mentions "orphan pages" in the context of wanting to connect them, or says things like "my wiki feels disconnected" or "pages aren't linked well". This is a write-heavy skill — it actually modifies pages to add links, unlike wiki-lint which just reports issues.

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Tag Taxonomy · mangowhoiscloud
Enforce consistent tagging across the Obsidian wiki using a controlled vocabulary. Use this skill when the user says "fix my tags", "normalize tags", "clean up tags", "tag audit", "what tags should I use", "tag taxonomy", or whenever you're creating or updating wiki pages and need to choose the right tags. Also trigger when the user asks about tag conventions, wants to add a new tag to the taxonomy, or says "my tags are a mess". Always consult this skill's taxonomy file before assigning tags to any wiki page.

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Wiki Rebuild · mangowhoiscloud
Archive existing wiki knowledge and rebuild from scratch, or restore from a previous archive. Use this skill when the user wants to start fresh, rebuild the wiki from all sources, archive current knowledge before a major change, or restore an older version. Triggers on "rebuild the wiki", "start over", "archive and rebuild", "restore from archive", "nuke and repave", "clean rebuild". Also use when the wiki has drifted too far from sources and incremental fixes won't cut it.

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Skill Creator · mangowhoiscloud bundle
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

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Mermaid Diagrams · mangowhoiscloud
LangGraph-style Mermaid diagram authoring guide. Applies the mermaid.live editor palette (Tailwind CSS-based). Use when generating architecture diagrams, StateGraph visualizations, or flowcharts. Triggers on the keywords "mermaid", "diagram", "flowchart", "topology", "graph".

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Serve Game · mangowhoiscloud
Open a previously generated Crumb game (single-file `game.html` or multi-file `index.html` + ES modules + service worker) in the browser. Trigger on "이전 게임 열어줘", "전에 만든 거 열어줘", "고양이 퍼즐 열어줘", "그 게임 다시 보자", "open the (cat / match-3 / merge / etc.) game", "open the previous game", "serve the multi-file game", "demo 열어줘", "결과물 열어줘", or any "show me what we built" phrasing. Multi-file games (`<script type="module">`, service worker, anything that needs CORS) MUST be served over http:// — `file://` protocol blocks ES module imports + service worker registration. Single-file games open with `file://` directly. The skill auto-detects which case applies, starts a local http server when needed, and opens the browser.

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Crumb Debug · mangowhoiscloud
Diagnose Crumb routing faults against the F1-F7 fault matrix (adapter spawn fail / subprocess timeout / schema validation / qa.result missing / self-bias risk / infinite loop / env not propagated). Trigger on "왜 멈췄어?", "에러 났어?", "왜 안 돼?", "어디서 막혔어?", "session stuck", "debug", "fault", "이거 왜 이래?", or signs of trouble (no progress, repeated kinds, error events). Read-only. Returns table + suggested actions per detected fault.

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Crumb Model · mangowhoiscloud
Show or change Crumb per-actor model + effort + per-provider activation (claude-local / codex-local / gemini-cli-local). Defaults to all high-end models (claude-opus-4-7 / gpt-5.5-codex / gemini-3-1-pro) + effort=high. Gemini model IDs accept both dot ("gemini-3.1-pro") and dash ("gemini-3-1-pro") forms — internally normalized. Trigger on "verifier 모델을 X 로", "set builder model to Y", "effort 다 high 로", "effort all to low", "codex 비활성화", "disable gemini", "어떤 모델 쓰고 있어?", "모델 설정 보여줘", "show model config", "어떤 effort?", or any per-actor / per-provider tuning request. Read-only when no instruction given. Do NOT trigger for preset recommendation (use `crumb-config` skill) or environment readiness (use `crumb-doctor` skill).

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Crumb Config · mangowhoiscloud
Recommend a Crumb preset (ambient / video-research / mock) based on the user's setup intent. Trigger on "preset 추천", "추천해줘", "어떤 셋업", "which preset", "suggest a config", "혼자 돌릴까", or hints about installed tools / API keys. Output: recommended preset + reason + alternatives. Default recommendation = ambient (no --preset, entry host follows every actor). Crumb suggests only — user picks. Read-only. Do NOT trigger for game pitches (use `crumb` skill) or status checks (use `crumb-status` skill).

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Crumb Doctor · mangowhoiscloud
Check whether the host environment can run Crumb — 3 host CLI authentication (Claude Code / Codex / Gemini), playwright availability, htmlhint fallback. Returns viable-preset table. Trigger on "환경 점검해줘", "doctor", "어떤 preset 가능?", "preset 가능한 거 알려줘", "is my setup ready?", "what can I run?", "환경 어때?", or before starting a fresh session in an unfamiliar environment. Read-only.

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Crumb Export · mangowhoiscloud
Export a Crumb session transcript to OpenTelemetry GenAI Semantic Conventions (otel-jsonl), Anthropic Console import format (anthropic-trace), or chrome://tracing (chrome-trace). Trigger on "OTel 로 변환", "datadog 으로", "Vertex 로", "trace export", "convert to OTel", "Anthropic Console 에 올려", "chrome tracing", or any request to ship the transcript to an external observability platform. Read-only.

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Crumb Status · mangowhoiscloud
Show current Crumb session status — last 10 signal events, latest D1-D6 scorecard with source-of-truth, total cost / cache hit / wall, stuck count. Trigger on "지금 어디까지 갔어?", "상황 어때?", "status", "session progress", "어떻게 진행 중?", "점수가 얼마야?", "scorecard 보여줘", or any "what's happening with my session" question. Read-only. Requires an active or recent session id (ULID). Do NOT trigger for new game pitches (use `crumb` skill) or preset questions (use `crumb-config` skill).

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Crumb Explain · mangowhoiscloud
Explain a Crumb transcript event kind (39+ kinds: qa.result, judge.score, step.judge, user.intervene, handoff.rollback, etc.). Returns category, emitter, parent chain, payload shape, source-of-truth (D1-D6), and wiki spec ref. Trigger on "judge.score 가 뭐야?", "qa.result 는 뭔가요?", "explain <kind>", "이 kind 어디 emit?", "what is the X kind", "어떤 actor 가 emit해?", or any schema-vocabulary question. Read-only. Do NOT trigger for general "what is Crumb" or status questions.

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Crumb Suggest · mangowhoiscloud
Recommend the user's next action in an active Crumb session — /approve, /veto, /redo, /pause, wait, or open summary. Branches on last event + verdict + audit + stuck_count. Trigger on "이제 뭐 하지?", "다음에 뭐 할까?", "what next", "next action", "다음 단계", "이거 끝난 거야?", "이거 어떻게 마무리?", or any "I'm not sure what to do" hesitation. Read-only. Output: primary recommendation + 1-3 alternatives. Do NOT trigger for status snapshots (use `crumb-status`) or fault diagnosis (use `crumb-debug`).

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Defect Matrix · mangowhoiscloud
Audit a feature/component for defects by cross-referencing with mature OSS patterns. Produce a prioritized matrix of defects + improvement proposals BEFORE implementing. Use when user says "결함 더 파고들어", "audit this", "find more defects", "improvement proposals first", "이 기능에서 뭐가 잘못됐는지 찾아".

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Crumb Deep Dive · mangowhoiscloud
Crumb Deep-Dive Ritual (4-단계 스캐폴드)

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Geo · mangowhoiscloud
Audit and improve Generative Engine Optimization as a measurable discovery-to-citation pipeline. Use for /geo, AI-search visibility, citation readiness, and GEO benchmark work.

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Grilling · mangowhoiscloud
Stress-test a plan, decision, or idea as a dependency-aware design tree. Use for grill-me requests, assumption audits, and decision clarification before implementation.

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Wiki Sync · mangowhoiscloud
Ingest GEODE research/knowledge into the mango-wiki Obsidian vault (render + sync).

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Slop Audit · mangowhoiscloud
6-lens diagnostic slop audit — unused imports, dead private fns, duplicate signatures, abandoned TODOs, lint bypass markers, stale refs.

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Geode Eval · mangowhoiscloud bundle
Scope, preregister, execute, audit, normalize, and publish GEODE evaluations with research-question, reproduction, attempt-lineage, trajectory, verifier-receipt, and immutable artifact contracts. Use for benchmark runs or comparisons, eval-artifact and cache-accounting audits, GPT or subscription result normalization, research question or hypothesis framing, retry diagnosis, trajectory publication, DPO or reward-data readiness reviews, and requests involving MCPMark, tau2, BFCL, Agent-World, HAL, Terminal-Bench, or Toolathlon.

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Pr Reviewer · mangowhoiscloud
Automated Git PR review — diff analysis + quality checks.

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Geode Serve · mangowhoiscloud
Slack Gateway operations guide. Socket Mode credentials, config.toml bindings, serve restart, receiver debugging, reaction behavior. Triggers on "serve", "gateway", "slack", "바인딩", "binding", "소켓", "socket", "폴러", "poller", "config.toml".

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Arxiv Digest · mangowhoiscloud
Auto-search and summarize latest AI/agent papers.

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Geode Context · mangowhoiscloud
GEODE runtime context for model selection and metadata, architecture, packaging, release, docs, CI, AgenticLoop, async runtime, and plugin boundaries.

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Geode Gitflow · mangowhoiscloud
Prepare GEODE worktrees, Korean PRs, CI-gated merges, and guarded cleanup. Use for repository branch, commit, PR, merge, or release work; apply only the stages the user authorized.

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Codebase Audit · mangowhoiscloud
Codebase audit + refactoring workflow. Dead code detection, God Object splitting, duplicate function removal, design flaw identification, frontier comparison verification. Triggered by "audit" ("감사"), "dead code" ("데드코드"), "refactor" ("리팩토링"), "god object", "duplication" ("중복"), "design flaw" ("설계 결함") keywords.

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Geode Workflow · mangowhoiscloud bundle
GEODE evidence-first development workflow. Use for feature work, provider/model changes, GUI/computer-use work, PDF/document ingestion, observability/schema/event/state changes, verification planning, GitFlow merge prep, and requests to "follow the workflow" or "scaffold the process".

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Prompt Writing · mangowhoiscloud bundle
GEODE prompt-writing standards. Use when creating or editing runtime prompts, system prompts, tool/developer instructions, model-facing identity text, prompt templates, or scaffold rules that affect model behavior; especially when avoiding identity assertions such as "You are ...".

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Deep Researcher · mangowhoiscloud
Evidence-first multi-step research with bounded parallel collection, contradiction checks, and cited synthesis.

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Docs Link Audit · mangowhoiscloud
Docs 사이트 (`site/` Next.js) 의 본문/JSX/markdown 링크 audit. broken 내부 링크 탐지, build-time copy 인지, 옵트인 HTTP probe. 신규 페이지 추가 / slug 이전 / chapter 삭제 후 회귀 방지. Triggered by "broken link", "404", "docs link", "hyperlink", "링크 점검", "링크 깨짐", "audit links", "link checker" 키워드.

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Geode Changelog · mangowhoiscloud
GEODE CHANGELOG.md management rules. Version releases, change logging, scope determination, format standards. Triggers on "changelog", "release", "version", "릴리스", "변경사항", "버전".

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Viz Frame Audit · mangowhoiscloud bundle
Trigger when: (1) the user mentions "noise", "slop", "frame audit", "video review", "letter spacing", "padding intrusion", "frame extract", "naive arrow", or Korean equivalents (노이즈, slop, 프레임 검수, 글자 깨짐), or (2) after rendering a new or modified Manim scene, or (3) the user asks to review an mp4 in `media/videos/` or `~/Downloads/`. Post-render audit workflow for Manim 1080p60 videos. Extracts keyframes via ffmpeg, inspects them through Claude Code's Read tool, and classifies any defects into four standing categories (naive arrow / padding intrusion / glyph kerning drift / frame-order error). Catalogues 12+ verified incidents across the four GEODE scenes so each is caught the first time, not rediscovered. The companion authoring skill is [[manim-scene-craft]].

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Codex MCP Verify · mangowhoiscloud
Use an available Codex MCP integration as a read-only second-opinion verifier for GEODE code reviews, GAP audits, and contract checks. Use only when the user requests Codex cross-checking and the current tool inventory exposes the required MCP tools.

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Kent Beck Review · mangowhoiscloud
Code review from the Kent Beck Simple Design 4 Rules perspective. God Object splitting, SRP, duplication removal, naming, cyclomatic complexity. Triggered by "kent beck", "simple design", "simplify", "refactoring" ("리팩토링"), "refactor", "god object", "SRP" keywords.

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Model Onboarding · mangowhoiscloud
Add or update a GEODE model or provider from current primary documentation and repository call-site evidence. Use for model IDs, context limits, pricing, reasoning controls, provider routes, capability gates, or fallback changes.

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Smoke Green Loop · mangowhoiscloud
Diagnose and repair a failed GEODE smoke workflow within the requested acceptance criteria. Preserve failed evidence, verify the shared root cause, and apply merge, rebuild, or live rerun stages only when authorized.

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Tech Blog Writer · mangowhoiscloud
Technical blog post writing guide. rooftopsnow.tistory.com style — Korean formal technical prose, architecture diagrams, code blocks + design intent commentary, table comparisons, checklist wrap-up. Triggers on "blog", "포스팅", "블로그", "기술 글", "tech blog".

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Long Task Watcher · mangowhoiscloud
Reliable progress watching for long-running background commands (training runs, live audits, batch jobs, CI) without losing output to stdout buffering. Prefer post-completion cat-and-grep over tail -F.

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Dependency Review · mangowhoiscloud
Review GEODE dependency direction, composition boundaries, circular imports, and optional-dependency loading when changing package or subsystem dependencies.

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Karpathy Patterns · mangowhoiscloud
Reference when designing autonomous agent systems or deciding agent freedom/safety/context management/collaboration infrastructure. 10 design principles distilled from Karpathy autoresearch (autonomous ML experiment loop) + AgentHub (agent-native Git DAG). Triggered by "autoresearch", "agenthub", "ratchet" ("래칫"), "context budget", "dumb platform", "program.md", "overnight", "autonomous experiment" ("자율 실험"), "branchless", "single-file constraint" ("단일 파일 제약"), "fixed time budget" ("고정 시간 예산") keywords.

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Manim Scene Craft · mangowhoiscloud bundle
Trigger when: (1) the user mentions "manim", "scene", "video", "EN/KO render", "GEODE_HERO_LANG", "1080p60", or (2) editing files under `scripts/visualizations/` ending in `.py`, or (3) the user asks to render, re-render, or extend any of the four validated scenes (`geode_hero.py`, `autoresearch_filewalk.py`, `autoresearch_compare.py`, `critical_floor.py`). GEODE Manim Scene authoring standard. Locks the patterns the four validated scenes already share — Anthropic-style palette, Helvetica Neue + Pretendard font pairing with weight=NORMAL, EN/KO multilingual lang via `GEODE_HERO_LANG` env, `_dashed_arrow_with_head` stage-coupled tinting, `verify_hero_layout.py` ratchet — so the next scene does not re-discover the kerning / padding / transition regressions catalogued in [[viz-frame-audit]].

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Openclaw Patterns · mangowhoiscloud
Agent system design patterns distilled from the OpenClaw codebase. Gateway-centric control, Session Key hierarchy, Binding routing, Lane Queue concurrency, Sub-agent Spawn+Announce, 4-tier automation, Plugin architecture, Policy Chain, Failover strategies. Triggered by "gateway", "session", "binding", "lane", "spawn", "announce", "heartbeat", "cron", "hook", "plugin", "policy", "failover" keywords.

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Verification Team · mangowhoiscloud
Select complementary review lenses for a requested multi-perspective review or a high-risk GEODE change. Covers design, agent constraints, gateway operations, and CLI/tool behavior; not a mandatory four-agent gate for ordinary edits.

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Agent Anti Pattern · mangowhoiscloud bundle
Audit agent runtimes and their tests for lifecycle inference, capability overload, context pollution, correlated verification, prompt-only control, false success, dead compatibility paths, test-only seams, and complexity without contribution. Use for whole-repository agent audits, slop or dead-code triage, test contribution reviews, large refactors, tool/context simplification, and cleanup requests that need proof before deleting code or tests.

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Explore Reason Act · mangowhoiscloud
Mandatory 3-phase explore-reason-act workflow before code modification. Enforces read-before-write, root cause hypothesis formulation, minimal change application. Triggered by "explore" ("탐색"), "reason" ("추론"), "read before write", "root cause" ("근본 원인") keywords.

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Geode Distribution · mangowhoiscloud
Publish and verify a released GEODE version across GitHub Release and PyPI/uv. Use for uv/uvx distribution, stable promotions, release repair runs, and public installation-channel audits.

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Agent Ops Debugging · mangowhoiscloud
Diagnose agent operational failures through default-policy checks, multi-gap analysis, explicit service ownership, request-context lifetime, and degradation-versus-correctness checks.

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Code Review Quality · mangowhoiscloud
Python code quality review lens. SOLID principles, dead code, exception handling, resource leaks, thread safety, performance. Triggered by "quality" ("품질"), "SOLID", "dead code" ("데드코드"), "exception", "resource leak", "thread safety" keywords.

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Scandinavian Design · mangowhoiscloud bundle
Apply a refined Scandinavian visual system with a neutral black-and-white foundation, restrained sans-serif typography, purposeful product imagery, generous spacing, clear page chapters, and minimal decoration. Use when the user invokes /scandinavian-design or requests a Nordic, monochrome, calm, spacious, restrained, or minimalist interface.

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Agent World Benchmark · mangowhoiscloud bundle
Align, run, audit, and publish GEODE benchmark comparisons against Agent-World arXiv 2604.18292v1 across MCP-Mark, BFCL V4, and tau2-bench. Use for Agent-World or AgentWorld comparison requests, cross-suite agent benchmark design, Tau2 comparator/profile diagnosis, paired thin-runtime-versus-GEODE experiments, mean-accuracy@8 replication, or benchmark comparability and artifact reviews.

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Architecture Patterns · mangowhoiscloud
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use when architecting complex backend systems or refactoring existing applications for better maintainability.

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Frontier UI UX Catalog · mangowhoiscloud bundle
Source-grounded catalog of dynamic terminal UI/UX patterns in Claude Code 2.1.170 and Codex CLI 0.142.4 — live status lines, spinner verb sets, streaming and progress affordances. Reference for GEODE CLI/REPL UX work.

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Geode Code Conventions · mangowhoiscloud bundle
Apply GEODE's measured architecture, module and symbol naming, Python type/class, persisted schema, test, site, and versioning conventions. Use when adding or moving modules, choosing dataclass/Pydantic/Protocol/ABC forms, naming classes or files, designing stored data, reviewing convention compliance, or deciding compatibility and release version treatment.

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Anti Deception Checklist · mangowhoiscloud
Verification checklist to prevent fake success. Detects test deletion/disabling, coverage regression, lint bypass, secret exposure. Triggered by "deception", "fake" ("가짜"), "fake success", "verification" ("검증"), "checklist" ("체크리스트"), "deletion detection" ("삭제 탐지"), "regression" keywords.

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Baseline Epoch Partition · mangowhoiscloud
Content-addressed baseline-archive epoch partitioning. Partition baseline_archive.jsonl + the self-improving hub's baseline serving by a HASH of the full baseline-production+measurement spec — when the spec (margin_rule, fitness/margin logic version, the 4 roles' model+source, rubric/dim-set, bench, seed-pool identity) changes, the hash changes → a new epoch series (like seed-gen gen-*). Triggered by "baseline epoch", "baseline 아카이빙", "epoch partition", "spec hash", "content-addressed", "margin_rule namespace", "production logic 구분", "baseline 하위 서빙" keywords.

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Frontier Harness Research · mangowhoiscloud
Research process for comparing frontier harnesses (Claude Code, Codex, OpenClaw, autoresearch, Prime Agent) with the original/upstream implementation and performing GAP analysis before feature implementation. Triggered by "research" ("리서치"), "gap", "frontier", "harness", "case study" ("사례 조사"), "pattern exploration" ("패턴 탐색"), "comparative analysis" ("비교 분석") keywords.

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Stanford Test Time Compute · mangowhoiscloud bundle
Ground GEODE design and evaluation work in Stanford CS329A Parts 2 and 5. Use for test-time compute, planning, multi-step reasoning, deep research, LATS, independent subplans, best-of-N, repair depth, measurement replication, verifier authority, and GEODE/Eco²/SIL/Crucible comparisons.

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73 published skills