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    • A
      license
      Not graded
      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.
      3
      Business Source 1.1
    • A
      license
      Not graded
      quality
      C
      maintenance
      Compresses tool outputs, manages token budgets, deduplicates content, and filters by relevance to optimize context window usage for AI agents.
      MIT
    • F
      license
      Not graded
      quality
      B
      maintenance
      Enables AI agents and developers to dynamically tokenize session context windows and compact dialogue history into structured outputs via MCP, CLI, or Python client. Runs on pure standard library Python with no external dependencies for deterministic, low-latency execution.
      7
      -