Intelligent context compression techniques and methods

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Intelligent context compression techniques and methods

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Why this server?
This server performs semantic compression and AST parsing to achieve a significant reduction in token usage (60-80%), directly addressing intelligent context compression.
Code Reference Optimizer MCP Server
FosterG4
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security
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license
A
quality
Extracts minimal, relevant code context from multiple programming languages while analyzing diffs and optimizing imports to reduce token usage for AI assistants. Supports TypeScript/JavaScript, Python, Go, and Rust with token-aware caching.
Last updated -
7
5
1
MIT License
Why this server?
This server explicitly focuses on context compression by packaging large repositories into optimized single files, using compression (Tree-sitter) to reduce token usage significantly.
Repomix
yamadashy
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security
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license
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quality
Repomix MCP Server enables AI models to efficiently analyze codebases by packaging local or remote repositories into optimized single files, with intelligent compression via Tree-sitter to significantly reduce token usage while preserving code structure and essential signatures.
Last updated -
27,120
19,989
MIT License
Why this server?
This server uses intelligent chunking specifically to handle large documents and enable efficient, context-aware processing, which is a form of intelligent context compression.
Claude Chunks
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security
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license
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quality
An MCP server that intelligently chunks large documents for Claude, enabling efficient context-aware processing and summary generation for enhanced document comprehension.
Why this server?
This tool implements context compression by converting HTML into efficient semantic snapshots, drastically reducing HTML token usage (up to 90%).
Better Playwright MCP
livoras
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security
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license
A
quality
A client-server browser automation solution that reduces HTML token usage by up to 90% through semantic snapshots, enabling complex web interactions without exhausting AI context windows.
Last updated -
28
38
5
Why this server?
This tool is designed to analyze and recommend optimizations for token usage patterns, directly supporting the goal of achieving 'intelligent context compression'.
Token Analyzer MCP
cordlesssteve
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security
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license
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quality
Provides intelligent analysis of token usage patterns and optimization recommendations to improve efficiency and reduce costs in Claude Code sessions. Offers real-time analysis, cost metrics, and actionable insights for better context window and tool usage optimization.
Last updated -
Why this server?
This server addresses the memory limits caused by large context windows, providing summarization functions designed to reduce file size and optimize context transfer.
MCP-summarization-functions
Braffolk
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security
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license
A
quality
Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.
Last updated -
8
35
MIT License
Why this server?
This tool focuses on token-efficient access to documentation by retrieving only the relevant sections instead of the entire document, minimizing context bloat.
llms-txt-mcp
tenequm
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security
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license
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quality
Enables fast, token-efficient access to large documentation files in llms.txt format through semantic search. Solves token limit issues by searching first and retrieving only relevant sections instead of dumping entire documentation.
Last updated -
2
MIT License
Why this server?
Similar to other top candidates, this tool explicitly mentions using semantic compression and AST parsing to achieve large token reductions (60-80%).
Ambiance MCP Server
sbarron
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security
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license
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quality
Provides intelligent code context and analysis through semantic compression, AST parsing, and multi-language support. Offers 60-80% token reduction while enabling AI assistants to understand codebases through local analysis, OpenAI-enhanced insights, and GitHub repository integration.
Last updated -
289
1
MIT License
Why this server?
This server uses 'quantum-context compression' to manage project histories efficiently, tracking and compressing information to save token usage.
Smart Tree - ST
8b-is
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security
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license
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quality
Smart Tree MCP cuts storage by up to 95% using quantum-context compression — not just files, but full project histories. Track, compress, and version smarter with zero-bloat ops across Git, FS, and memory.
Last updated -
0
168
MIT License
Why this server?
This tool provides token-aware file analysis and directory exploration, focusing on managing context size and efficiency for Large Language Models.
TokenScope
cdgaete
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security
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license
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quality
A Model Context Protocol server that enables token-aware directory exploration and file analysis for LLMs, helping them understand codebases through intelligent scanning and reporting.
Last updated -
3
MIT License