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"A memory-efficient MCP server with vectorized memory bank synchronization" matching MCP servers:

  • substrate-memory by Substrate-memory

    substrate-memoryofficial

    Substrate-memory
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides Claude Co-work with MCP tools to search and record organizational memory, including search, read, query, ingest, remember, sync, and status operations.
    MIT
  • codex-substrate-memory by Substrate-memory

    codex-substrate-memoryofficial

    Substrate-memory
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server providing durable Substrate organizational memory tools, including search, read, query, ingest, remember, and sync. It integrates with Codex to automatically capture completed turns and session boundaries for persistent memory.
    MIT
  • SAE4U Memory by Simple4uhq

    SAE4U Memoryofficial

    Simple4uhq
    A
    license
    A
    quality
    D
    maintenance
    Provides persistent memory for Claude with hierarchical categorization, cross-corpus recall, session journals, and customizable persona, enabling memory continuity across sessions.
    7
    MIT
  • Ragionex Memory MCP by ragionex

    Ragionex Memory MCPofficial

    ragionex
    A
    license
    A
    quality
    B
    maintenance
    Dynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation.
    10
    23
    1
    MIT
  • Memory Nexus by MemoryNexus

    Memory Nexusofficial

    MemoryNexus
    A
    license
    Not graded
    quality
    D
    maintenance
    Persistent memory and handoff intelligence layer for MCP agents. Most memory servers retrieve text — Memory Nexus compounds operational context, learning from usage and progressively synthesizing observations into higher-order intelligence across sessions and tools.
    MIT
  • hive-memory by hivemem-dev

    hive-memoryofficial

    hivemem-dev
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for personal and shared memory with full-text search (SQLite FTS5) and outcome tracking, compatible with any MCP agent like Claude Code, Cursor, and Codex CLI.
    18
    MIT
  • Oceanir Memory by Oceanir

    Oceanir Memoryofficial

    Oceanir
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent long-term memory for AI coding agents by storing entities, relations, and observations across different sessions. It enables users to manage and query structured knowledge like coding preferences, project patterns, and technical solutions via a graph-based storage system.
    1
  • style-memory-mcp by hexingyuofficial

    style-memory-mcpofficial

    hexingyuofficial
    A
    license
    A
    quality
    B
    maintenance
    A tiny local MCP server that learns a user's conversational style, catchphrases, dialect markers, emoji habits, tone preferences, and concrete collaboration preferences without storing private memories.
    15
    1
    MIT
  • Enigma MCP Server by Enigma-Memory

    Enigma MCP Serverofficial

    Enigma-Memory
    A
    license
    Not graded
    quality
    A
    maintenance
    Offers MCP tools for managing a local AI memory vault, including remembering, searching, context packing, deletion, and verification of receipts.
    53
    Apache 2.0
  • M5 Petit Memory by PetitOnes

    M5 Petit Memoryofficial

    PetitOnes
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that gives Claude-based agents persistent long-term memory with semantic search, BM25 hybrid reranking, associative recall, episode grouping, and sleep consolidation.
    Apache 2.0
  • Memstate AI - Agent Memory System by memstate-ai

    Memstate AI - Agent Memoryofficial

    memstate-ai
    A
    license
    A
    quality
    D
    maintenance
    Provides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.
    7
    30
    7
    Apache 2.0
  • Tribal by tribal-memory

    Tribalofficial

    tribal-memory
    F
    license
    A
    quality
    A
    maintenance
    Semantic memory for AI builders: capture the tacit engineering know-how that never reaches your docs, recall it the moment it applies. Built in Rust on Postgres and pgvector.
    10
    9