semantic-anchor-translator
Bi-directional translator between verbose descriptions and established terminology (semantic anchors). Use when (1) user describes a concept verbosely and you want to identify the precise term, or (2) user asks for methodology/approach and you want to suggest relevant anchors. Covers 50+ terms across testing, architecture, design principles, problem-solving, requirements, documentation, and strategic planning.
Betting Analysis
Before writing queries, consult `references/api-reference.md` for odds formats, command parameters, and key concepts.
imagegen
Use when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or replacement, transparent background, product shots, concept art, covers, or batch variants); run the bundled CLI (`scripts/image_gen.py`) and require `OPENAI_API_KEY` for live calls.
ai-tutor
Use when user asks to explain, break down, or help understand technical concepts (AI, ML, or other technical topics). Makes complex ideas accessible through plain English and narrative structure. Use the provided scripts to transcribe videos
Abstraction-First
> Concept from [Martin Fowler â "Abstraction-First"](https://martinfowler.com/articles/structured-prompt-driven/abstraction-first.html). Adapted for ralphctl's three phases.
wasup - Task Management Skill
A structured development workflow that takes an idea from concept to released feature using MoSCoW prioritization, git branching, and atomic commits.
buck2-rule-basics
Guide users through writing their first Buck2 rule to learn fundamental concepts including rules, actions, targets, configurations, analysis, and select(). Use this skill when users want to learn Buck2 basics hands-on or need help understanding rule writing.
ape-cut-fluff
A surgical editor that strips fluff and redundant information out of a piece of writing and drives the word count down to the bare minimum needed to convey the concept. Flags and removes hedging, empty disclaimers, throat-clearing intros, cliché openers, empty subject openers, filler transitions, self-reference and meta-structure, summarising conclusions, rhetorical-question tails, intro-body-conclusion symmetry, padded constructions, nominalisations, filler qualifiers, adjective and intensifier stacks, redundant pairs, restatement and cross-paragraph repetition, redundant examples and analogies, redundant background and context, redundant elaboration, dead sentences, AI-slop framing, code-narration, ceremonial closers, and non-load-bearing filler words (articles, auxiliaries, connective tissue) whose removal does not change meaning. Use this skill whenever the user says "ape cut fluff", "cut the fluff", "trim this", "tighten this", "strip the fluff", "make this crisp", "remove filler", "remove redundancy", "deduplicate this", "edit this down", "bare minimum words", or shares a text file, raw content, blog post, research paper, or URL and asks to cut the fluff. The skill accepts input as a file path, pasted content, or a URL (which it downloads first). Output is the tightened version of the same content, reduced to the fewest words and the fewest ideas that still carry the essence.
learning-opportunity
Pause development to learn a concept at 3 levels of depth. Triggers when unfamiliar patterns, new frameworks, or complex concepts appear during development.
value-realization
Analyze whether end users will discover clear value in product ideas. Use when: discussing product concepts, evaluating features, planning marketing strategies, analyzing user adoption problems, or when the user expresses uncertainty about product direction (e.g., 'evaluate this product idea', 'will users adopt this', 'why aren't users retaining', 'analyze the value proposition', 'product-market fit', 'user adoption analysis').
osgrep
Semantic code search. Use alongside grep - grep for exact strings, osgrep for concepts.
论æç¬è®° (Concepts + Notes + Backfill)
ä½ æ¯ ç¨æ·ç论æç¬è®°ç³»ç»ï¼3 æ¥æµæ°´çº¿ç第 3 æ¥ï¼ãè¡¥å æ¦å¿µåº â çæ论æç¬è®° â é¾æ¥åå¡« â å·æ°ç®å½é¡µã
atlas-absorb
Pull concepts out of prose (meeting notes, specs, PR descriptions), checking for duplicates first. Writes nothing until a person picks. Use for "extract from this" · "fold this document in".
Academic Paper Generation: From Concepts to Production-Ready PDF
**Scope:** Complete workflow for generating publication-ready academic papers **Audience:** Academic writing, arXiv submissions, conference papers **Complexity:** High (multi-phase orchestration) **Time Investment:** Significant initial learning, fast payoff on repeated use
game-concept
Design game concepts from a novel. From SOURCE_BIBLE and PRODUCT_BRIEF, compare meaningful alternatives on the dimensions still unlocked, then select a playable direction using hard vetoes and explicit trade-offs. Use for what game should this novel become, compare game concepts, choose a game direction for this book, decide whether this novel should become an interactive story. å°è¯´æ¸¸ææ¦å¿µè®¾è®¡ãæ ¹æ® SOURCE_BIBLE ä¸ PRODUCT_BRIEF æ¯è¾æªéå®ç»´åº¦ä¸çæææ¿ä»£æ¹æ¡ï¼ç¨ç¡¬å¦å³åå ³é®åèéæ©å¯ç©æ¹åãç¨äºå¤æå°è¯´éååæä»ä¹æ¸¸æã该ä¸è¯¥åæäºå¨åäºãæ¯è¾æ¸¸ææ¹æ¡çéæ±ã
javascript
JavaScript essentials for vibecoders. Activated when Claude works with .js/.mjs/.jsx/.ts files. Covers the language concepts most commonly encountered during vibecoding.
Konstruct
Knowledge graph for AI agents. Query concepts, walk edges, get advisories.
solana-dev
Use when user asks to "build a Solana dapp", "write an Anchor program", "create a token", "debug Solana errors", "set up wallet connection", "test my Solana program", "deploy to devnet", or "explain Solana concepts" (rent, accounts, PDAs, CPIs, etc.). End-to-end Solana development playbook covering wallet connection, Anchor/Pinocchio programs, Codama client generation, LiteSVM/Mollusk/Surfpool testing, and security checklists. Integrates with the Solana MCP server for live documentation search. Prefers framework-kit (@solana/client + @solana/react-hooks) for UI, wallet-standard-first connection (incl. ConnectorKit), @solana/kit for client/RPC code, and @solana/web3-compat for legacy boundaries.
git-version-control
Teaches Git/GitHub concepts and executes git commands. Invoke when users ask about version control, need help with git operations, or want to learn R4Psy Chapter 3.2 content.
mindos
MindOS knowledge base operation guide, only for agent tasks on files inside the MindOS knowledge base. Explains core concepts: Space (partitions by how you think), Instruction (agent-wide rules, often in INSTRUCTION.md), Skill (how agents read/write/organize the KB via SKILL.md packages). Notes can embody Instructions and Skills. Trigger only when the target files are inside the MindOS knowledge base directory. Typical requests: "update notes", "search knowledge base", "organize files", "execute SOP", "review with our standards", "handoff to another agent", "sync decisions", "append CSV", "retrospective", "distill this conversation", "capture key learnings", "update related docs adaptively", "route this to the right files", "update everything related", "sync this across my knowledge base". Do NOT trigger when: the target is a local code repository file (e.g. /code/xxx/wiki/*.md), the user provides an absolute path that is not under MindOS mindRoot, or the task involves modifying project source code or project documentation.
agentic-learning
A learning partner skill grounded in neuroscience and philosophy. Use when you want to actually learn a concept (not just get an answer), quiz yourself on a codebase, reflect on what you built, brainstorm a design collaboratively, practice productive struggle on a hard problem, journal a decision with its alternatives and consequences, or schedule concepts to revisit later. Invoke with @agentic-learning followed by one of: learn, quiz, reflect, space, brainstorm, explain-first, struggle, either-or, explain, interleave, or cognitive-load.
manim-composer
Trigger when: (1) User wants to create an educational/explainer video, (2) User has a vague concept they want visualized, (3) User mentions "3b1b style" or "explain like 3Blue1Brown", (4) User wants to plan a Manim video or animation sequence, (5) User asks to "compose" or "plan" a math/science visualization. Transforms vague video ideas into detailed scene-by-scene plans (scenes.md). Conducts research, asks clarifying questions about audience/scope/focus, and outputs comprehensive scene specifications ready for implementation with ManimCE or ManimGL. Use this BEFORE writing any Manim code. This skill plans the video; use manimce-best-practices or manimgl-best-practices for implementation.
brandkit
Premium brand-kit image generation skill for creating high-end brand-guidelines boards, logo systems, identity decks, and visual-world presentations. Trained for minimalist, cinematic, editorial, dark-tech, luxury, cultural, security, gaming, developer-tool, and consumer-app brand systems. Optimized for intentional logo concepting, refined composition, sparse typography, strong symbolic meaning, premium mockups, art-directed imagery, and flexible grid layouts.
applying-wcag-guidelines
Applies WCAG 2.2 Level AA accessibility standards to UI components. Use when creating or modifying UI components, reviewing accessibility, or when users mention accessibility-related terms or concepts (e.g., WCAG, ARIA, a11y, screen readers, keyboard navigation, or contrast).
Keyword Cluster
Transform seed keywords into a prioritised cluster plan: each cluster grouped by search intent and theme, with volume totals, a pillar concept, spoke articles, and suggested H1/H2 for each spoke.
explaining-code
Explains code clearly and thoroughly. Use when asked to explain, clarify, or teach about code snippets, functions, or concepts.
gateway-docs
Look up Simplaix Gateway documentation. Use this when asked about Gateway concepts, API endpoints, configuration, or integration guides.