High-performance local File RAG suite (Basic Edition).
Scanned 9/11/2026
Install to Claude Code
npx -y skills add lxyeternal/MalSkillBench --skill local-file-rag-basic --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: local-file-rag-basic
version: 1.0.0
author: wjreliable
description: High-performance local File RAG suite (Basic Edition).
---
# Skill: Local File RAG Search (Basic Edition)
## Description
This is the **Basic Edition** of the high-performance local RAG suite, providing efficient code and document retrieval within constraints.
- **Constraints**:
- Only indexes files **under 20MB**.
- Uses single-threaded (sequential) indexing for lower resource usage.
- **Support**: JS/TS, Python, C++, Go, Markdown, PDF, DOCX, XLSX, etc.
## Tools
### local_file_rag_search
Efficiently searches the local workspace.
**Parameters:**
- `query` (string, required): Search terms or function names.
- `targetFile` (string, optional): Specific file path to restrict the search.
- `rootDir` (string, optional): Root directory to scan.
**Output Protocol:**
Returns a structured result with Skeletons, Metadata, and Clustered Code Snippets.
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Ultra-compressed communication mode. Cuts token usage ~75% by speaking like caveman while keeping full technical accuracy. Supports intensity levels: lite, full (default), ultra, wenyan-lite, wenyan-full, wenyan-ultra. Use when user says "caveman mode", "talk like caveman", "use caveman", "less tokens", "be brief", or invokes /caveman. Also auto-triggers when token efficiency is requested.