refrag

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Context-Engine MCP - Agentic Context Compression Suite

compression ai mcp decoder context cursor glm codex ai-agents context-engine qdrant llm llm-inference ollama-api mcp-server refrag

REFRAG: LLM-powered representations for better RAG retrieval. Improve precision, reduce context size, same speed.

Self-hosted adaptive code search: micro-chunk precision, hybrid rerank, VS Code/MCP-ready

ai glm ai-agents context-engine qdrant context-engineering refrag

Reduce token usage for JSON, CSV, and TSV files with deterministic compression that keeps data intact for AI agents.

compression embeddable memory decoder context glm delta-compression cache-aware agent-framework llm prompt-engineering langchain context-management ai-memory mcp-server vibe-coding refrag agent-harness openclaw

🔍 Build local AI infrastructure on M2 MacBook Air with zero cloud dependencies, ensuring unlimited usage and complete privacy.

docker framework ai mcp decoder devtools glm agents hacktoberfest ai-agents llm genai ai-builder ollama llm-apps refrag

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