Investigate the intended scope of a codebase topic through discussion with a human, propose a research-note outline, and only create a .memory-bank/research file after explicit human confirmation.

Use this skill for browser automation through Reflex Agent using the reflex CLI, including session handling, command flow, selectors, and protocol-safe request patterns.

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Launch and manage background tasks for parallel droid execution using background-manager.py. Factory Droid has no native run_in_background, so this uses manual Python-based background management.

Package text and images into valid ePub 3 e-books — chapters, TOC, cover images, and metadata for Kindle and Apple Books.

PDF processing: extraction, text mining, form filling, manipulation, OCR integration

Implement Medusa v2 payment processing — payment module, provider abstraction, payment sessions, authorization/capture/refund lifecycle, and Stripe/PayPal integration. Use when adding payment providers.

Functional mythological compression for OCTAVE documents. Semantic shorthand for LLM audiences, not prose decoration

Use this skill when you need to analyze code for design patterns, anti-patterns, naming conventions, and code duplication. This skill excels at identifying architectural patterns, detecting code smells, and ensuring consistency across the codebase.

> **"The code looks correct" is NOT validation.**

Chrome browser control: open pages, take ref snapshots, click, type, screenshot. Requires cli-jaw server running.

Comprehensive guidance for managing projects with Fossil SCM from the command line, covering repository management, commits, branching, multi-user workflows, and the ticketing system.

Generate content drafts when a PR is merged or significant code ships. Produces a Twitter/X thread, blog post outline, and changelog entry from PR title, changed files, and commit messages. Keywords: content, tweet, blog, changelog, announce, write about, PR merged, shipped, released, draft post, social, thread

Apply when creating or editing prompts targeting GPT-5.4. Covers output contracts, scope discipline, reasoning_effort tuning, long-context handling, ambiguity management, tool persistence, completeness and verification contracts, structured extraction, research mode with citation discipline, personality controls, coding autonomy, compaction awareness, and migration from older GPT models.

Commit staged/unstaged changes and push to the remote branch in one step

How the atopile Language Server works (pygls), how it builds per-document graphs for completion/hover/defs, and the invariants for keeping it fast and crash-proof.

Audit Android Jetpack Compose repositories for performance, state management, side effects, and composable API quality. Scans source code, scores each category from 0-10, writes a strict markdown report, and summarizes the most important fixes. Use when reviewing a Compose codebase, rating repository quality, inspecting recomposition/state issues, or running a Compose audit.

> **Attribution**: [Beads](https://github.com/steveyegge/beads) by [Steve Yegge](https://github.com/steveyegge)

Expert guidance for building cross-platform desktop applications with Tauri 2.0 and Rust. Use when developing Tauri apps including commands and IPC, file system operations, window management, state management, system tray, menus, plugin development, security configuration (capabilities/permissions), bundling/distribution, and auto-updates. Covers patterns for editor applications requiring file dialogs, native menus, and frontend-backend communication.

PCF (Power Apps Component Framework) control development. Use when: building PCF controls, ReactControl, dataset controls, manifest patterns, Fluent UI v9 integration, Canvas App deployment, debugging PCF.

Run APR (Automated Plan Reviser) workflow for FCP specification refinement. Use when asked to run APR, revision rounds, spec review, integrate GPT feedback, or harmonize docs. Handles Oracle remote setup, running rounds, integrating feedback, and syncing README/implementation docs.

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shadcn/ui component library for React with Tailwind CSS - copy-paste accessible components with full code ownership

The RLM pattern enables processing massive contexts (10M+ tokens) that exceed Claude's context window by recursively chunking, processing, and aggregating results. Instead of failing on large files, u

Set up codebase intelligence for AI agents. Runs the agentifind CLI to extract code structure using LSP (pyright/tsserver) with tree-sitter fallback, then synthesizes a CODEBASE.md navigation guide. Run this skill to get a complete codebase map in .claude/ directory.

Problem solving using Fishbone (Ishikawa) diagrams and 5 Whys technique. Identifies root causes systematically and recommends corrective actions.

Orchestrates Change Request Document workflow. Manages context, captures changes, analyzes impact, and generates CRD files.

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Create versioned OpenSCAD (.scad) files for 3D printing, render previews, and compare iterations. Use this when designing or iterating on 3D models.

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Manage LlamaFarm worktrees for isolated parallel development. Create, start, stop, and clean up worktrees.

Use for hands-on Pulumi CLI work: running deployments, fixing broken stacks, and managing infrastructure state. Handles: recovering from stuck or interrupted `pulumi up` with pending operations, cleaning orphaned resources from state after out-of-band cloud deletions, protecting critical resources from accidental `pulumi destroy`, moving resources between stacks without recreating them, targeting specific resources during deployment, migrating between backends (local file to Pulumi Cloud, S3), stack lifecycle management, state export/import/repair, CI/CD pipeline setup, and importing existing cloud resources. Use this skill — not the language-specific Pulumi skills — whenever the user's question is about operating, troubleshooting, or recovering Pulumi infrastructure rather than writing program code.

Generate an AI-synthesised summary of your GitHub activity (issues, PRs, commits) for a specified organisation and time period. Creates a natural language narrative with inline URL references. Use when user wants to summarise their work, review their contributions, or generate a work log.

Create a new backport branch with prefix `ai-backport-` by cherry-picking all commits from a GitHub PR onto a target release branch or commit. Use when the user wants to backport a PR, create a backport branch, cherry-pick PR commits to a release branch, or mentions backporting changes from dev/main to a version branch (e.g. v25.1.x, v25.2.x). Requires two arguments: TARGET (the release branch or commit hash to backport onto) and PR_NUM (the GitHub PR number to backport).

Use when implementing complex multi-step tasks, fixing critical bugs, or when quality and completeness matter more than speed - ensures comprehensive implementation without shortcuts through systematic analysis, implementation, and verification phases

Make technology decisions for every capability your product needs — starting with what you already have, then evaluating what fits, then deciding what to build.

Track progress, update plan statuses, manage Claude Tasks, generate reports, coordinate docs updates. Use for project oversight, status checks, plan completion, task hydration, cross-session continuity.

!`gh issue view $ARGUMENTS --json title,body,comments,labels,assignees 2>/dev/null || echo "ERROR: Could not fetch issue $ARGUMENTS. Check the issue number and try again."`

Train or retrain a credit scoring model. Use when the user asks to train, retrain, fine-tune, or calibrate a model, or when new training data is available.

Example skill demonstrating the full skill directory structure with scripts, references, assets, and examples. Use when learning how to structure Codex skills.

Creates or updates `docs/<artifactId>.md` based on the existing project

Guide for using the `arc42-mcp-server` MCP server to create and maintain architecture documentation following the proven [arc42 template](https://arc42.org/). The server provides 6 tools, supports 11

Canonical GitHub issue execution route after plan approval — strengthened resource intelligence, TDD-first implementation, targeted validation, adversarial review, delegation controls for Claude agent teams, GitHub progress posting, future-issue capture, and commit/push with closeout discipline.

Guide to working effectively with Claude Code CLI.

Orchestrates Story tasks. Prioritizes To Review -> To Rework -> Todo, delegates to ln-401/402/403/404. Sets Story to To Review when all tasks Done. Metadata-only loading.

workflow-team

Guide for creating custom Claude Code slash commands with proper structure, argument handling, frontmatter configuration, and best practices. Use when the user wants to create slash commands, custom commands, reusable prompts, or mentions creating/designing/building commands.

Full project audit orchestration - Architecture + Security + Code Quality → consolidated report → optional remediation. Use when user invokes /audit command, for pre-release health checks, when onboarding to an unfamiliar codebase, for periodic project quality reviews, or before/after a major architectural change. Covers scope detection, severity aggregation, report format, health scoring, and remediation routing.

Use when building a HISAT2 graph-based index from reference sequences for splice-aware RNA-seq alignment, optionally incorporating SNPs, haplotypes, splice sites, or exon annotations.