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"Context compression techniques and methods" matching MCP servers:

  • Context Mode

    mksglu
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    license
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    An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.
    11
    19,258
    19,717
    Elastic 2.0

  • Massive Context MCP

    egoughnour
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    license
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    quality
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    maintenance
    An MCP server that enables processing of massive datasets up to 10M+ tokens using a recursive language model pattern for strategic chunking and analysis. It automates sub-queries and result aggregation using free local inference via Ollama or the Claude API to handle context beyond standard prompt limits.
    17
    1
    MIT

  • Context Optimizer MCP Server

    malaksedarous
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    Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.
    5
    13
    62
    TypeScript
    MIT

  • Context Pods

    conorluddy
    F
    license
    -
    quality
    C
    maintenance
    Context-Pods is a comprehensive development framework for creating, testing, and managing Model Context Protocol (MCP) servers. It provides a Meta-MCP Server that can generate other MCP servers through natural language descriptions or by wrapping existing scripts.
    39

  • IMCP - Insecure Model Context

    nav33n25
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    license
    C
    quality
    D
    maintenance
    IMCP - Insecure Model Context Protocol The DVWA for AI Security! Welcome to IMCP – a deliberately vulnerable framework that exposes 16 critical security weaknesses in AI/ML systems. Whether you're a security researcher, developer, or educator, IMCP is your playground for hands-on learning about real
    15
    4
    JavaScript

  • Template MCP Server

    redhat-data-and-ai
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    license
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    quality
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    maintenance
    A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.
    65
    Apache 2.0

  • swipl-mcp-server

    vpursuit
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    quality
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    maintenance
    This server lets tools-enabled LLMs work directly with SWI‑Prolog. It supports loading Prolog files, adding/removing facts and rules, listing symbols, and running queries with two modes: deterministic pagination and true engine backtracking.
    37
    9
    BSD 3-Clause

  • Figma MCP Server

    1yhy
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    license
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    quality
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    maintenance
    A Model Context Protocol server that integrates Figma design files with AI coding tools like Cursor, Windsurf, and Cline, allowing AI tools to access and understand Figma design data for generating more accurate code.
    195
    29
    MIT

  • MCP - Model Context Protocol

    CodePlayData
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    license
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    quality
    D
    maintenance
    A TypeScript wrapper library for the Model Context Protocol SDK that provides a simplified interface for creating MCP servers with tools, resources, and prompts without needing to work directly with the protocol.
    13
    AGPL 3.0