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  A

  license

  -

  quality

  C

  maintenance

  Token compression for AI contexts, reducing token consumption by compressing conversation exchanges before they enter the LLM context window.

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• PromptThrift MCP

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  A

  license

  -

  quality

  D

  maintenance

  Enables 70-90% LLM API cost reduction by compressing conversation history via local Gemma 4 models or heuristics, featuring token counting, model routing, and pinned facts for preserving critical context.

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• Context Continuation MCP

  core3-coder

  A

  license

  B

  quality

  D

  maintenance

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• 

  compresh-mcpofficial

  compresh

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  license

  -

  quality

  C

  maintenance

  Provides production-grade context compression for LLM agent conversations with Q-protective ranking, epistemic markers, and semantic store, reducing token usage while preserving equivalence.

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• tokenslim-mcp

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  A

  license

  -

  quality

  C

  maintenance

  Provides context compression via the tokenslim engine, enabling MCP hosts to reduce token usage while preserving key information. Offers compress, retrieve, and stats tools for managing compressed content.

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• thread-mind-mcp

  mahmoud-nb

  A

  license

  A

  quality

  D

  maintenance

  Structures AI conversations into hierarchical thread trees, replacing full history with concise summaries to reduce token consumption and preserve context.

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  12

  26

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  MIT