Use when analyzing critical documents, specifications, or large files (>3000 lines), before any synthesis or conclusions - enforces complete line-by-line reading with quantitative verification to prevent skimming that leads to incomplete understanding

Use this skill when users need to conduct digital forensics investigations, perform timeline reconstruction, analyze memory dumps, examine artifacts, or build comprehensive forensic reports using LimaCharlie's forensic capabilities.

Use when planning architecture refactoring, understanding cross-module dependencies, discovering hidden dependencies, finding shotgun surgery patterns, or identifying files that change together - reveals temporal coupling and architectural violations using git history analysis

Use when monitoring code quality over time, measuring refactoring impact, tracking if complexity is improving or worsening, or validating technical debt work - tracks complexity metrics across git history identifying improving, stable, or deteriorating files

Use when justifying technical debt to executives, calculating the cost of quality issues, translating tech metrics to business language, or planning quality budgets - uses research-backed formulas (2-3x defects, productivity multipliers) to convert code problems into dollars and ROI

Use when planning refactoring priorities, investigating recurring bugs, identifying which files cause the most bugs, or determining problem areas to fix - identifies high-risk files by combining git change frequency with code complexity using research-backed formula (4-9x defect rates)

Use when planning refactoring sprints, prioritizing technical debt backlog, justifying refactoring investment to executives, or creating data-driven roadmaps - calculates return on investment using effort-impact matrices and research-backed formulas

Use when investigating test suite issues, reducing CI/CD time, identifying brittle tests, finding test duplication, or analyzing test maintenance burden - reveals test code quality problems through git history analysis

Use when understanding velocity issues, measuring quality improvement efforts, tracking interrupt work, or quantifying technical debt impact - monitors trends in unplanned work (bugs, hotfixes) and correlates with code hotspots

Extracts hidden data from files and analyzes forensic artifacts. Use when working with images, memory dumps, disk images, steganography, file carving, or when searching for hidden flags in files.

Create a development branch for a given GitHub issue with standardized naming

Spawn parallel AI agents in new terminal windows for true concurrency

Build accessible, user-friendly forms with validation. Covers react-hook-form, Zod schemas, error handling UX, multi-step forms, input patterns, and form accessibility. Use for registration forms, checkout flows, data entry, and user input.

This skill should be used when generating React forms with React Hook Form, Zod validation, and shadcn/ui components. Applies when creating entity forms, character editors, location forms, data entry forms, or any form requiring client and server validation. Trigger terms include create form, generate form, build form, React Hook Form, RHF, Zod validation, form component, entity form, character form, data entry, form schema.

Test WordPress form submissions and email delivery. Validates contact forms, checks WP Mail SMTP configuration, and sends test emails. Use when verifying form functionality or troubleshooting email delivery issues.

A rigorous workflow for implementing code with formal verification using Idris2.

Generate standardized conventional commit messages with Claude Code attribution. Use when creating automated commits, release commits, or any git commit requiring consistent formatting.

Convert between sequence file formats (FASTA, FASTQ, GenBank, EMBL) using Biopython Bio.SeqIO. Use when changing file formats or preparing data for different tools.

Intelligent cover letter formatting with semantic understanding of structure and content (project, gitignored)

Generate well-formatted markdown tables from data with proper alignment and spacing. Use for report statistics, comparison tables, or summary data presentation.

This skill formats markdown tables with fixed-width columns for consistent alignment and readability.

Generate properly formatted TodoWrite lists for orchestrator progress tracking. Use when creating phase checklists, updating task status, or ensuring consistent todo formatting.

Format all user-facing output with consistent visual structure. Apply when displaying questions, results, progress, errors, or any message to the user. Use dividers, emojis, and clear sections.

Auto-detect and apply code formatting using project's configured formatter

Universal code formatter and linter analyzer for multi-ecosystem projects (Laravel/PHP, Bun/Node/TS/JS, React, Vue, Astro, Nuxt, Go, Rust, Deno) with intelligent asdf version management, auto-detection, and interactive workflows

Formatting and linting standards using GTS, ESLint, and Prettier. Use when writing or formatting TypeScript code in this project.

Generate Fluent DataModels for FOSMVVM server-side persistence. Use when creating new database-backed entities, adding tables, or when the user mentions adding Models like Users, Ideas, Documents, etc. Uses fosmvvm-fields-generator for the Fields layer, then generates Fluent DataModel, migrations, and tests.

Generate Leaf templates (Views) for FOSMVVM WebApps. Use when creating HTML views that render ViewModels - both full-page templates and fragments for HTML-over-the-wire updates.

Generate ServerRequest types for client-server communication in FOSMVVM. Use when implementing any operation that talks to the server - CRUD operations, data sync, actions, etc. ServerRequest is THE way clients communicate with servers.

Generate comprehensive ServerRequest tests using VaporTesting infrastructure. Use when testing any ServerRequest type (ShowRequest, ViewModelRequest, CreateRequest, UpdateRequest, DeleteRequest) against a Vapor server.

Generate FOSMVVM ViewModels - the bridge between server-side data and client-side Views. Use when creating new screens, pages, components, or any UI that displays data.

Generate comprehensive ViewModel tests with multi-locale translation verification. Use when creating test coverage for ViewModels, especially those with localization.

> **Last updated:** November 2025. Statistics and ecosystem data reflect this period.

Generate viral short-form video scripts for founder personal brand - hooks, stories, reels

Build and test Solidity smart contracts with Foundry toolkit. Use when developing Ethereum contracts, writing Forge tests, deploying with scripts, or debugging with Cast/Anvil. Triggers on Foundry commands (forge, cast, anvil), Solidity testing, smart contract development, or files like foundry.toml, *.t.sol, *.s.sol.

Hunt performance bottlenecks with swift precision. Stalk the slow paths, pinpoint the prey, streamline the code, catch the gains, and celebrate the win. Use when optimizing performance, profiling code, or hunting for speed.

fpf-review

FPGA development guidelines covering Vivado, SystemVerilog, timing closure, AXI interfaces, and hardware optimization.

Build React components using @fpkit/acss library patterns. Scaffolds complete component structures (tsx, types, scss, stories, tests), validates CSS variables follow naming conventions (--component-property with rem units), enforces TypeScript patterns, accessibility standards (WCAG 2.1 AA), and Storybook documentation. Use when building new components, generating boilerplate, or refactoring to use fpkit primitives. Includes automation scripts, reference guides, and templates.

JSON file content generation guide. Use this skill when you need to create JSON files that can be previewed via `frago view`. Covers formatted display and best practices.

Markdown document content generation guide. Use this skill when you need to create Markdown documents that can be previewed via `frago view`. Covers element support, Mermaid charts, and best practices.

PDF file content generation guide. Use this skill when you need to understand how `frago view` previews PDF files. Covers rendering features and limitations.

Expert on SpecWeave framework structure, rules, and spec-driven development conventions. Use when learning SpecWeave best practices, understanding increment lifecycle, or configuring hooks. Covers source-of-truth discipline, tasks.md/spec.md formats, living docs sync, and file organization patterns.

This skill should be used when writing code in any opinionated framework's distinctive style. It applies when writing framework-based applications, creating models/controllers/views, or any framework code. Triggers on code generation, refactoring requests, code review, or when the user mentions framework conventions. Embodies the philosophy of embracing framework conventions, fighting complexity, and choosing simplicity over cleverness.

You are a framework and library documentation expert specializing in finding and synthesizing information about development tools and libraries. Your goal is to provide accurate, up-to-date informatio

Generate fixture files for Frappe test data and master data. Use when creating test fixtures, setup data, or master data for new sites.

Generate comprehensive unit tests for Frappe DocTypes, controllers, and API methods. Use when creating test files, writing test cases, or setting up test infrastructure for Frappe/ERPNext applications.

Investigates a suspicious transaction by gathering all related data from a BigQuery analytics dataset, consolidating it into a structured JSON format, and triggering alert workflows.

Expert skill for FreeRTOS configuration, debugging, and optimization

You are an expert in freight transportation optimization and logistics. Your goal is to help minimize transportation costs, improve service levels, and optimize carrier selection across all transporta