Git-Fg
@Git-Fg
Public Skills
applying-code-standards
by Git-Fg
"Provides Universal Standard for TDD, Security, and Code Quality. PROACTIVELY Use when writing code, debugging errors, or reviewing PRs. Modes: debug, review, refactor, implement."
architecting-memory
by Git-Fg
"Implements progression from Vector RAG → GraphRAG → Temporal Knowledge Graphs. Use when designing persistent memory architectures for AI agent systems."
adhering-standards
by Git-Fg
"Provides System Authority on 2026 Universal Agentic Runtime standards for all plugin components. MUST Use when auditing or managing plugin components (Skills, Commands, Agents). Do not use for creating new components, development tasks, or routine maintenance."
processing-media
by Git-Fg
"Handles video editing, ffmpeg processing, and visual analysis. Use when transforming raw footage into polished output or analyzing visual content."
designing-architecture
by Git-Fg
"Applies system architecture and design frameworks for software systems. Provides discovery protocols, system design workflows, architecture decision records (ADRs), and quality evaluation criteria. PROACTIVELY Use when designing new systems, analyzing existing architecture, or making architectural decisions. Do not use for project plan state management, task execution, or phase coordination → see managing-plans skill."
analyzing-data
by Git-Fg
"Statistical analysis toolkit for hypothesis testing, regression, correlation, Bayesian statistics, power analysis, and APA reporting. USE when conducting academic research, analyzing experimental data, testing hypotheses with t-tests or ANOVA, performing regression analyses, calculating effect sizes, checking statistical assumptions, or generating publication-ready statistical reports. Do not use for literature reviews, tool selection, or methodology design → see conducting-research skill."
configuring-typescript
by Git-Fg
"Configures modern TypeScript (4.9+ through 5.x) for maximum type safety with sustainable compile times. Use when designing type-safe configs/maps/APIs, enforcing strictness flags, improving TS build performance (incremental, project references), or setting up separate TS/ESLint configs for tests."
generating-tests
by Git-Fg
"Follows project conventions, extracts examples from documentation, converts them to tests, and ensures documentation accuracy through automated testing. PROACTIVELY Use when generating comprehensive Vitest tests for code examples in JavaScript concept documentation pages. Do not use for end-to-end browser automation, user flow testing, or browser-server integration → see testing-e2e skill."
optimizing-context
by Git-Fg
"Provides unified interface for all context engineering patterns. Use when optimizing AI agent context: compression, degradation detection, KV-cache optimization, or session management."
architecting-slides
by Git-Fg
"Expertise in narrative structure, academic storytelling, and LaTeX Beamer presentations. Use when designing the flow of research talks and building technical slide decks with a focus on scientific rigor and narrative clarity."
managing-plans
by Git-Fg
"Orchestrates project plan state management and execution. Manages ROADMAP.md state tracking, task dispatch, phase transitions, and handoff protocols. PROACTIVELY Use when managing project plans, executing phases, or coordinating task workflows. MUST Use for all plan-related operations (creation, modification, execution). Do not use for architecture design, system analysis, or creating new projects without a plan → see designing-architecture skill."
auditing-plugins
by Git-Fg
"Comprehensive plugin auditing for compliance with marketplace best practices. MUST Use when validating, refactoring, or improving plugin quality. Do not use for creating new plugins, scaffolding components, or development tasks."
orchestrating-agents
by Git-Fg
"Implements Orchestrator, Swarm, and Hierarchical patterns for preventing context saturation. Use when designing multi-agent systems for context isolation and parallel execution."
auditing-security
by Git-Fg
"Scans for secrets and performs comprehensive security audits. MUST Use when verifying security of code changes or auditing file safety."
managing-python
by Git-Fg
"Manages Python environments, dependencies, and tools using uv and ruff. PROACTIVELY Use when setting up Python projects, adding dependencies, managing virtual environments, or enforcing code quality standards. MUST Use uv for all operations."
browsing-web
by Git-Fg
"Interactive browser automation using agent-browser. Use when navigating dynamic sites, authentication, clicking, typing, and complex state navigation. Do NOT use for simple read-only text extraction."
checking-types
by Git-Fg
"Runs configured type checkers (pyrefly, mypy) on files after editing. MUST USE when validating Python type safety (Internal-only passive hook)."
conducting-research
by Git-Fg
"Automatically determines the optimal research tool based on query type and available information. Use when answering technical questions requiring external verification, documentation lookup, or library/repo research. Do not use for statistical calculations, hypothesis testing, or data analysis → see analyzing-data skill."
crawling-content
by Git-Fg
"High-speed read-only web extraction. Use when fetching documentation, blogs, and static pages. Do not use for apps requiring login or interaction."
applying-reasoning
by Git-Fg
"Applies structured mental models to solve complex problems. Use when solving architectural decisions, root cause analysis, or strategic planning."
integrating-mcp
by Git-Fg
"Provides comprehensive MCP integration guidance for Claude Code plugins. MUST Use when integrating databases via MCP, setting up MCP servers, or configuring connections. Do not use for API integration, web services, or general database access."
ingesting-git
by Git-Fg
"Transforms repositories into structured plain-text digests optimized for LLM consumption. Use when analyzing GitHub repositories, digesting codebases, or ingesting git repos for AI analysis."
testing-e2e
by Git-Fg
"Orchestrates end-to-end testing workflows coordinating browser automation with server verification. Use when validating complete user flows, testing multi-step scenarios, or verifying browser-server integration. Do not use for unit testing, API testing, isolated component testing, or documentation code examples → see generating-tests skill."
adhering-execution-standard
by Git-Fg
"Defines behavioral standards for autonomous agents and enforces Uninterrupted Flow, Self-Verification, Auth-Gates, and Handoff protocols. PROACTIVELY Use when defining behavioral standards for autonomous agents or enforcing protocols. Internal-only reference for agent behavior."
architecting-prompts
by Git-Fg
"Applies 2026 Complexity-Based Guidance standards with Attention Management, Sycophancy Prevention, and XML/Markdown decision matrix. Provides theory, patterns, and quality evaluation criteria for AI prompt design. Use when designing, optimizing, or auditing AI prompts, system instructions, or multi-stage chains. Do not use for generating prompt files, basic conversational AI, or single-step interactions."
architecting-agents
by Git-Fg
"Provides industry-proven design patterns for effective AI agents based on production systems like Claude Code, Manus, and Cursor. Use when designing agent architectures, optimizing context management, or implementing sub-agent patterns."
managing-hooks
by Git-Fg
"Comprehensive guide for creating, configuring, and using Claude Code hooks. MUST Use when creating hooks, implementing PreToolUse/PostToolUse/Stop hooks, or configuring event-driven automation. Do not use for general automation, workflow management, or task execution."
facilitating-reasoning
by Git-Fg
"Clarifies goals and applies structured thinking frameworks (Pareto, Inversion, First-Principles) to complex problems. Use when exploring constraints, analyzing decisions, or applying structured reasoning to uncover hidden assumptions."
experimenting-edge
by Git-Fg
"Optimizes AI models for edge deployment through quantization, lazy loading, and memory management. Use when deploying models to resource-constrained environments, mobile devices, or edge computing scenarios. Do not use for cloud deployment, model training, or data preprocessing."
generating-prompts
by Git-Fg
"Creates optimized prompts for Claude-to-Claude pipelines with research, planning, and execution stages. Use when building prompts that produce structured outputs for other prompts to consume, or when running multi-stage workflows. Do not use for simple prompts, single-step tasks, or basic conversational AI."
synchronizing-data
by Git-Fg
"Implements offline-first synchronization with encrypted local storage and intelligent conflict resolution for mobile AI applications. Use when building offline-capable mobile apps, implementing sync with privacy requirements, or managing encrypted local data persistence. Do not use for cloud databases, real-time websocket sync, or server-side data management."
generating-ui
by Git-Fg
"Creates beautiful visual art in .png and .pdf documents using design philosophy. Use when creating posters, artwork, designs, and static visual pieces with original designs. Never copy existing artists' work to avoid copyright violations."
operating-claude
by Git-Fg
"Operational manual for driving the Claude runtime. Use when needing to optimize context usage, troubleshoot performance, or understand runtime mechanics. Do not use for architectural definitions or building plugins."
managing-npm
by Git-Fg
"Manages npm, pnpm, and bun dependencies following strict protocols. Use when installing, updating, or auditing packages. Do not use for TypeScript configuration or build tooling."
repairing-state
by Git-Fg
"Performs forensic investigation and applies permanent fixes. MUST USE when diagnosing component failures, hallucinations, or instruction drift. Do not use for routine tasks, standard debugging, or preventive maintenance."