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    • A
      license
      A
      quality
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      maintenance
      Persistent memory for LLM agents — episodic/semantic/procedural memory, auditable forgetting, and a benchmark proving it actually recalls things days later.
      5
      MIT
    • A
      license
      A
      quality
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      maintenance
      Long-term memory for AI agents. Compiles conversations into a structured knowledge base with Claim/Evidence model, source provenance, append-only timeline, and contradiction detection. Multi-path retrieval (Exact + BM25 + Graph + weighted RRF + reranker) — 96.6% R@5 on LongMemEval-S, zero vector dependencies.
      8
      3
      MIT
    • A
      license
      Not graded
      quality
      D
      maintenance
      Long-term memory for AI agents over MCP — episodic + semantic memory, a temporal knowledge graph, and a dialectic user model, exposed as 32 tools (recall, remember, context, graph, dreaming, peers). Zero dependencies, runs fully offline; leads the LoCoMo benchmark at ~35x fewer LLM calls.
      2
      Apache 2.0

    TDQS

    A3.9/5.0

    Scored across 10 tools

    Disambiguation4/5

    The read path (recall → read_key → read_memory) is a coherent pipeline with distinguishable roles, and the mutation tools (remember, correct, forget, dismiss, confirm_memory) have distinct intents. However, the boundaries are subtle enough that descriptions must repeatedly explain how each differs from its neighbors (e.g. dismiss vs correct vs forget, read_key vs read_memory), which signals real potential for misselection. remember vs remember_batch is a clean single/batch pair.

    Naming Consistency3/5

    There is a mix of bare verbs (recall, correct, dismiss, forget, remember) and verb_noun names (read_memory, read_key, confirm_memory, browse_keys, remember_batch). Both are readable and individually clear, but the conventions are not uniform, and the noun target varies (key vs memory) across similar read operations.

    Tool Count4/5

    Ten tools is well within a reasonable range for a memory subsystem and each tool maps to a real operation. The only mild redundancy is remember vs remember_batch, where the batch variant is an efficiency convenience rather than a distinct capability.

    Completeness4/5

    The surface covers the core memory lifecycle: recall/search, browse, key and memory reads, write, update (correct), delete (forget), confirmation, and link feedback (dismiss). Gaps are minor — no namespace listing/management, key merging, or export/stats operations — but these are workarounds, not blockers, for the primary recall/remember workflow.

    Maintenance

    ActivityActive
    ResponsivenessNo issues