LLM cost compression through intelligent RAG and multi-tier routing
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<div align="center"> # LLMC: Large Language Model Compressor **Stop burning money on LLM tokens.** <br> Get 70-95% cost reduction through local RAG, intelligent routing, and containerized security. [](https://www.python.org/) [](LICENSE) [](tests/) </div> --- ## ⚡ What is LLMC? LLMC is a **local-first RAG (Retrieval Augmented Generation) engine** and intelligent router designed to drastically reduce the cost of using Large Language Models with your codebase. Instead of sending your entire codebase to Claude or GPT-4, LLMC indexes your code locally, finds the exact relevant snippets (functions, classes, docs), and sends **only what matters**. ```mermaid graph LR A[User Query] --> B(LLMC Router); B --> C{Local Index}; C -->|Search| D[Relevant Context]; D -->|Trim & Pack| E[Optimized Prompt]; E --> F[LLM API]; F --> G[Answer]; style B fill:#f9f,stroke:#333,stroke-width:2px style E fill:#bfb,stroke:#333,stroke-width:2px ``` ## 🚀 Quick Start Get up and running in seconds. ### 1. Install ```bash # One-line install curl -sSL https://raw.githubusercontent.com/vmlinuzx/llmc/main/install.sh | bash # Or via pip pip install "git+https://github.com/vmlinuzx/llmc.git#egg=llmcwrapper[rag,tui,agent]" ``` ### 2. Index Your Code ```bash cd /path/to/your/project llmc-cli repo register . ``` ### 3. Save Money ```bash # Search without using ANY tokens llmc-cli search "authentication middleware" # Launch the visual dashboard llmc-cli tui ``` --- ## ✨ Key Features | Feature | Description | | :--- | :--- | | **💸 Massive Savings** | Reduces token usage by 70-95% by sending only relevant context. | | **🔒 Security First** | **New in v0.7.0:** "Hybrid Mode" for trusted clients (host access) vs. Container Isolation for untrusted LLMs. | |…
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