This skill provides implementation strategy selection framework with meta-cognitive approach, verification levels, and integration point definitions. Automatically loaded when planning implementation strategy, selecting development approach, defining verification criteria, or when "vertical slice", "horizontal slice", "verification level", or "implementation strategy" are mentioned.

Import existing documentation files from any directory into for-the-record with auto-generated frontmatter and tags. User specifies the source.

Explore a codebase to find opportunities for architectural improvement, focusing on making the codebase more testable by deepening shallow modules. Use when user wants to improve architecture, find refactoring opportunities, consolidate tightly-coupled modules, or make a codebase more AI-navigable.

Improve skill(s) by analyzing the current session.

Include What You Use (IWYU) skill for optimizing C/C++ header includes. Use when reducing compilation cascades, interpreting IWYU reports, applying mapping files, deciding between forward declarations and full includes, or integrating IWYU with CMake. Activates on queries about IWYU, include-what-you-use, header bloat, reducing includes, forward declarations, compilation cascade, or slow C++ compilation from headers.

Generate an income statement with period-over-period comparison and variance analysis

How to read and query onchain data — events, The Graph, indexing patterns. Why you cannot just loop through blocks, and what to use instead.

Restructures a git project's directories so all worktrees (including main) are siblings under a common parent. Use when setting up a project for the sibling-worktree layout.

Use Inngest step methods to build durable workflows. Covers step.run, step.sleep, step.waitForEvent, step.waitForSignal, step.sendEvent, step.invoke, step.ai, and patterns for loops and parallel execution.

Meta-orchestrator that selects optimal reasoning patterns based on problem characteristics. Analyzes 11 dimensions and recommends ToT, BoT, SRC, HE, AR, DR, AT, RTR, or NDF patterns.

Write and run integration tests against a GenLayer environment.

Pre/post-operation validation to detect missing components and prevent future issues

Intel VTune and AMD uProf profiling skill for microarchitecture analysis. Use when analyzing hotspots, microarchitecture bottlenecks, memory access patterns, pipeline stalls, or using the roofline model. Covers VTune Community Edition (free) and AMD uProf as a free alternative. Activates on queries about VTune, uProf, microarchitecture analysis, pipeline stalls, memory bandwidth, roofline model, or hardware performance analysis.

Individual participant data meta-analysis in R, including one-stage, two-stage, survival, and IPD with aggregate data.

Decompose project descriptions into well-structured GitHub issues with user stories, acceptance criteria, dependencies, and estimates

Use throughout all work - ensures GitHub issues are updated continuously as work happens, not batched at the end

Load when adding deltas or analyzing impact on existing framework. Supports progressive development without requiring everything upfront. Used by /add-delta and /analyze-impact commands.

Generate engaging opening speeches, icebreakers, and introductions for workshops, training sessions, or presentations. Use when user asks for "opening remarks", "training opening", "icebreaker speech".

Advanced sub-skill for JAX focused on solving Partial Differential Equations (PDEs) and Differentiable Physics. Covers Finite Difference Methods (FDM), Neural Operators, and Physics-Informed Neural Networks (PINNs).

Manage Jira issues, boards, sprints, and projects via the jira-cli. Search, create, update, and transition issues directly from the command line.

# JQL Patterns Skill

Manage version control with Jujutsu (jj) — no staging area, immediate changes, smart rebasing. Use when navigating history, squashing, or pushing to Git remotes.

Use this skill when the user is new and doesn't know where to start, asks 'what should I do first,' 'what order do I do things in,' 'where do I begin,' 'I have an idea but don't know what's next,' or seems lost among the available skills. Also use when the user asks for a roadmap or overview of the full process from idea to launched product. This is the starting point — it routes users to the right skill for their current stage.

Process, filter, and transform JSON data using jq - the lightweight and flexible command-line JSON processor.

Working effectively with JSON data structures.

JWT and OAuth token attack playbook. Use when validating token trust, signing algorithms, key handling, claim abuse, bearer flows, and OAuth account-binding weaknesses.

INVOKE THIS SKILL when working with LangSmith tracing OR querying traces. Covers adding tracing to applications and querying/exporting trace data. Uses the langsmith CLI tool.

Process large datasets efficiently using chunk(), chunkById(), lazy(), and cursor() to reduce memory consumption and improve performance

Best practices for Laravel middleware including before/after patterns, terminable middleware, groups, parameters, and common middleware implementations.

Extract a learned skill from the current conversation

Proactively learn about the user through onboarding and ongoing observation. Use at session start and when you notice potential preferences.

Use when a phase or milestone is complete and you need to extract reusable knowledge, before shipping, or when reflecting on completed work. Also use when the user says "what did we learn", "capture lessons", "retrospective", "wrap up", "ship this phase", or "done with this phase". If a phase is about to ship without lesson capture, this skill must activate.

List all architecture decisions and specs with their status. Use when the user asks "what decisions have we made", "list ADRs", "show specs", or wants an overview.

Best practices for working with .NET local tools, including manifest management, tool installation, and versioning. Use when setting up dotnet-tools.json for a project, installing or updating local tools, or managing tool versions across team members.

Look up a service, team, or catalog entity in Rootly. Returns owner, on-call, recent reliability, dependencies, and any active incidents. Use when something breaks and the first question is who owns this.

Search and ingest knowledge from Lore, a research repository with citations

Guide new users through macrodata setup. Creates identity, human profile, and workspace files. Use when get_context returns isFirstRun true, or user asks to set up their profile.

Generates WPF IValueConverter or IMultiValueConverter classes with MarkupExtension pattern. Use when creating a new value converter, scaffolding a MultiValueConverter, or adding a converter with direct XAML usage. Usage: /wpf-dev-pack:make-wpf-converter <ConverterName> [multi]

Generates WAFFLES Declarations for social media posts — preemptive lists of what a post does NOT say. Use when users mention WAFFLES, ask for clarifications on their post, want to prevent misinterpretation, or request disclaimers for controversial/nuanced takes.

Linear.app issue management using Linearis CLI with JSON output and smart ID resolution. Use when creating, viewing, updating, or searching Linear issues, managing sprints/cycles, or listing teams/projects.

Generate a visual architecture overview of the codebase with Mermaid diagrams. Produces ARCHITECTURE.md at repo root. Use when the user says "map", "architecture", "overview", or wants to understand the codebase structure.

# Market & Industry Research Protocol

Professional sub-skill for Matplotlib focused on high-performance animations, complex multi-figure layouts (GridSpec), interactive widgets, and publication-ready typography (LaTeX/PGF).

# Media Converter Skill

Prepare for an upcoming meeting with context from past meetings, related docs, and attendee information

Manages the ai-context/ memory layer: initialize from scratch, update with session work, or maintain/cleanup. Trigger: /memory-init, /memory-update, /memory-maintain, initialize memory, update memory, maintain memory.

Two-tier memory system that makes Claude a true workplace collaborator. Decodes shorthand, acronyms, nicknames, and internal language so Claude understands requests like a colleague would. CLAUDE.md for working memory, memory/ directory for the full knowledge base.

Searches the Obsidian vault for prior knowledge, past decisions, and accumulated learnings — and finds unexpected connections between domains. Make sure to use this skill whenever the user asks "do I have notes on", "what did I write about", "find in my vault", "check my notes about", "have I learned about", "what did I decide about", "connect [A] and [B]", "find bridges between", or any phrasing that implies consulting personal vault knowledge rather than answering from general knowledge. Also fires when user references prior sessions or wants to know what they already know about a topic.

Weighted pandas DataFrames for survey microdata analysis - inequality, poverty, and distributional calculations. Triggers: "weighted mean", "Gini", "poverty rate", "inequality", "MicroDataFrame", "MicroSeries", "weighted statistics", "decile", "quintile", "income distribution", "microdf"

Migrate existing notes into the organized lab notebook structure

Plan and execute Convex schema migrations safely, including adding fields, creating tables, and data transformations. Use when schema changes affect existing data.

Patterns for safe database migrations in production environments

Generate summaries of therapy sessions and journal entries at various lengths and for different audiences. Supports action item extraction, highlights reels, and session prep. Use for quick recaps, sharing with others, or preparing for your next session.

Host modded Minecraft servers (CurseForge, Modrinth).

Deep methodology knowledge for ML-NMR including IPD/AgD integration, population adjustment, numerical integration, and prediction to target populations. Use when conducting or reviewing ML-NMR analyses.

Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.

Multiple testing procedures reference for clinical trials. Use when selecting or implementing multiplicity adjustments, gatekeeping procedures, or graphical approaches.

Manage smart alerts — list, create, update, toggle, delete. Use when setting up or managing token flow alerts, smart money alerts, or notification rules.

Electric neon glow effects with high-contrast color pairings for bold, attention-grabbing interfaces.

Fetches today's GitHub commits across personal and org repos, filters noise, and appends a summary as bullets into the ## Log section of today's daily note. Use when asked to log what was worked on today, check today's commits, or update the daily note with dev activity.

Organize Obsidian notes according to clawd's preferences. Use when user asks to "organize notes", "move notes to right folder", "clean up vault", "tidy vault", "file this note", or when creating new notes in the Obsidian vault. Also use when moving, renaming, or categorizing notes, or when the vault root has stray files.

Build applications and features on the OpenSaaS Stack. Use this whenever a user describes building an app, adding functionality, implementing a feature, or asks "how do I implement X" in an OpenSaaS Stack project. Also trigger when the user describes business requirements, data models, or use cases — even if they don't say "OpenSaaS" explicitly.

Implements fast O(1) lookup patterns using HashSet, FrozenSet, and optimized Dictionary in .NET. Use when building high-performance search or membership testing operations.

Merge a reviewed implementation branch into main — resolve conflicts, close the work item, and clean up the branch.

Curated bundle of governance and quality skills for ORGANVM ecosystem management. Includes ecosystem autopsy and discovery, promotion readiness, onboarding flows, stranger testing, repository standards, verification, and coding standards. Use when establishing or auditing governance practices for repositories.

Guides users through packaging Tauri v2 applications for Linux distributions including AppImage, Debian (.deb), RPM, Flatpak, Snap, and AUR submission.

DEFAULT for all research and web queries. Use for any lookup, research, investigation, or question needing current info. Fast and cost-effective. Only use parallel-deep-research if user explicitly requests 'deep' or 'exhaustive' research.

Build strategic partnership and business development plans from target selection to execution.

Automated analysis of patent claims for USPTO compliance with 35 USC 112(b) requirements - antecedent basis, definiteness, claim structure

Analyze codebase patterns, detect anti-patterns, and surface static analysis findings

Install and use pdflatex to compile LaTeX documents into PDFs on Linux. Use when generating academic papers, research publications, or any documents written in LaTeX.

Analyze OpenClaw skill permissions and explain exactly what each permission allows. Identifies over-privileged skills and suggests minimal permission sets.

Scrape phone specifications from GSM Arena, PhoneDB, and alternative sites. Use when: (1) Comparing smartphone specs, (2) Researching device features, or (3) Building phone comparison tools.

Phylogenetic tree analysis, visualization, annotation management, and iTOL troubleshooting

Physical data model — vendor-specific schema with platform types, indexes, partitioning, sharding, de-normalization driven by query patterns, DDL. Platform-specific.

Overview of all available Pinecone skills and what a user needs to get started. Invoke when a user asks what skills are available, how to get started with Pinecone, or what they need to set up before using any Pinecone skill.

Create step-by-step implementation plan for a delta

Implementation skill for player-coach. Reads the plan, writes code and tests, and addresses verification feedback.

Playwright debugging techniques and tools

Install the plugin-cross-port pre-commit hook into any git repository. Use when the user invokes /install-hook.

US survey data enhancement - CPS with PUF imputation patterns and cross-repo variable workflows. Triggers: "CPS", "Current Population Survey", "PUF", "Public Use File", "US data", "US microdata", "enhanced CPS", "policyengine-us-data", "cross-repo", "FINANCIAL_SUBSET"

Analyze changes, detect scope issues, and create a well-structured PR

Generate high-quality Product Requirements Documents (PRDs) for software systems and AI-powered features. Includes executive summaries, user stories, technical specifications, and risk analysis.

Break a PRD, plan, or spec into independently-grabbable GitHub issues using tracer-bullet vertical slices, classified HITL vs AFK with dependency ordering. Use when the user wants to convert a plan into issues, create implementation tickets, or break work into issues.

Teaches resource prefetching strategies for faster navigation. Use when you can predict which resources the user will need next and want to load them during idle time.

Use this skill when the user needs to prioritize features, define an MVP, create a roadmap, or decide what to build next. Also use when the user asks 'what should I build first,' 'is this feature worth building,' 'how do I decide between X and Y,' or 'feature prioritization.' Covers RICE prioritization, hypothesis testing, MVP definition, and ruthless feature prioritization for early-stage SaaS.

Prisma Client query patterns

Prisma relation modeling patterns

Invoke IMMEDIATELY via python script when user requests problem analysis or root cause investigation. Do NOT explore first - the script orchestrates the investigation.

Use when "product strategy", "OKR planning", "product vision", "market positioning", or asking about "competitive analysis", "product-market fit", "go-to-market strategy", "product roadmap"

Bootstrap a project CLAUDE.md from the template in docs/templates/. Detects stack signals, asks 5 focused questions, writes a compliant file under the project root.

# Project Explanation Skill

Use when creating or adapting a project-specific skill that captures a codebase's architecture, structure, engineering conventions, and delivery workflow.

Orchestrate comprehensive project planning - decompose projects into issues, generate architecture diagrams, map dependencies, and create timelines

Execute complete FPF cycle from hypothesis generation to decision

Reference guide for using PROXY_MODE with external AI models. Use when running multi-model reviews, understanding which agents support PROXY_MODE, or debugging external model integration issues.