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    • A
      license
      Not graded
      quality
      B
      maintenance
      Provides a cross-session experience knowledge base for AI agents, enabling retrieval of past problem-solution experiences via MCP tools. It helps agents reuse solutions without retraining, with zero-LLM runtime retrieval.
      MIT
    • F
      license
      A
      quality
      C
      maintenance
      Shared fleet memory for AI agents — what one agent learns, the whole fleet knows. Nightly self-correction: stale facts rewritten in place, duplicates merged. Recall pushed into every prompt in supported coding agents. Self-hosted.
      8
      11
      2
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    • A
      license
      Not graded
      quality
      A
      maintenance
      Provides persistent, shared memory for AI agents via MCP, enabling retrieval of relevant memories instead of loading entire context. Allows agents across projects, machines, and tools to share a single auditable, markdown-native brain.
      3
      AGPL 3.0
    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables AI agents to capture, share, and recall team knowledge with role-based access control, source attribution, and shared skills over MCP.
      Apache 2.0
    • F
      license
      B
      quality
      B
      maintenance
      Provides AI coding agents with a hybrid cognitive memory engine that reduces token usage, prevents amnesia, detects repetitive error loops, and retrieves relevant code context through MCP.
      6
      -