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  • A
    license
    A
    quality
    A
    maintenance
    A local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with bi-temporal querying and auditable records.
    4
    103 PyPI
    10
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend.
    7
    77 PyPI
    8
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to record, recall, correct, and forget evidence-backed factual claims with temporal history, while explaining whether remembered information is current, historical, or contested.
    5
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI agents with a temporal knowledge graph where knowledge relevance decays over time, enabling memory recall, reinforcement, and auto-archiving through MCP tools.
    10
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents and MCP clients to store, retrieve, and manage bi-temporal, graph-aware facts in an embedded SQLite memory engine with token-budgeted recall and contradiction tracking.
    6
    1
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Local-first temporal knowledge graph with six read-only MCP retrieval tools. Supports Ollama and embedded LadybugDB; additions use a separate CLI proposal queue with human approval and explicit application.
    6
    4
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Cross-client AI memory hub for AI agents. Lets Claude Code, Cursor, Windsurf, and 20+ other clients share one physical SQLite memory database. Features bi-temporal time axes, source attribution, Q-Value usage-based ranking, and FTS5 full-text search with SQLite triggers.
    3,502 PyPI
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Long-term memory for Claude Code, Cursor, and MCP clients with zero-config embedded PostgreSQL. Stores and retrieves facts, preferences, and decisions using 4-channel semantic, BM25, entity, and temporal search with cross-encoder reranking.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Persistent AI memory server with hybrid search and embedded sync. Enables AI agents to store, retrieve, and manage information across sessions with temporal knowledge graph support.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding tools and developers to store, search, and supersede durable engineering discoveries with temporal validity, and to coordinate active work across sessions via MCP.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Open-source AI memory layer for LLM agents. Importance scoring, temporal decay, hierarchical memory (facts, summaries, themes), YMYL prioritization, and active retrieval with contradiction detection. Supports OpenAI, Anthropic, Ollama. Local-first with SQLite + FAISS.
    129 PyPI
    49
    Apache 2.0
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    A local-first persistent memory server that uses Voronoi partitioning and temporal intelligence to provide LLMs with long-term context across different sessions and clients. It features automatic drift detection to prevent hallucinations by identifying and penalizing outdated information as project requirements evolve.
    25
    MIT