Git-Fg
@Git-Fg
Public Skills
architecting-memory
by Git-Fg
"Implements progression from Vector RAG → GraphRAG → Temporal Knowledge Graphs. Use when designing persistent memory architectures for AI agent systems."
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."
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."
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."
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."
applying-reasoning
by Git-Fg
"Applies structured mental models to solve complex problems. Use when solving architectural decisions, root cause analysis, or strategic planning."
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)."
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."
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."
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."