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

  • Memory MCP Server

    cbuntingde
    A
    license
    B
    quality
    Not graded
    maintenance
    Enables agents to maintain persistent memory through three-tiered architecture: short-term session context with TTL, long-term user profiles and preferences, and searchable episodic event history with sentiment analysis. Provides comprehensive memory management for personalized AI interactions.
    7

  • enhx-memory

    cbuntingde
    A
    license
    Not graded
    quality
    A
    maintenance
    A persistent, project-scoped memory layer for AI coding agents, providing 39 tools for capturing, searching, deduplicating, relating, and maintaining memory records across long-running coding sessions.
    0
    MIT

  • Memory MCP Server

    mayurnayak1705
    F
    license
    Not graded
    quality
    C
    maintenance
    A hybrid long-term memory server for AI assistants that stores and retrieves memories, user facts, chat history, tasks, and reminders using PostgreSQL and ChromaDB with semantic search.

  • MCP Memory

    Sarakael78
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables AI assistants to remember and retrieve user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.
    11

  • lean-memory

    Wuesteon
    A
    license
    A
    quality
    A
    maintenance
    Embedded, local-first agent memory: facts extracted into a per-namespace SQLite file (vec0 + FTS5) with hybrid retrieval and point-in-time (time-travel) queries. ADD-only history over stdio — no server process, no cloud dependency.
    7
    47
    Apache 2.0

  • marm-memory

    Lyellr88
    A
    license
    A
    quality
    A
    maintenance
    MARM MCP provides persistent memory and structured session context beneath any AI tool, so your agents learn, remember, and collaborate across all your workflows.
    14
    336
    Apache 2.0

  • universal-memory

    YanAmorelli
    A
    license
    C
    quality
    A
    maintenance
    A vendor-agnostic cognitive persistence layer for AI agents. Eliminate the "repetition tax" by transporting your context, preferences, and history across sessions. Features an auto-adaptation engine that syncs global instructions to ensure operational cohesion and optimize token usage across any LLM or multi-agent workflow.
    16
    37
    6
    Apache 2.0

  • agent-memory-mcp

    Yarmoluk
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables persistent, graph-based memory for AI agents, allowing them to store, traverse, and recall relationships between facts, decisions, and context across sessions for efficient reasoning and reduced token usage.
    MIT

  • Claude Memory MCP Server

    cbuntingde
    -
    license
    Not graded
    quality
    B
    maintenance
    Enterprise-grade MCP server for persistent, intelligent memory management across Claude Code sessions.

  • project-memory-mcp

    kaaustubh
    A
    license
    A
    quality
    A
    maintenance
    Local MCP server giving AI coding agents (Claude Code, Cursor, VS Code/JetBrains Copilot) a shared, persistent memory of your projects and every bug/issue faced during development. Stateless, plain-file storage (AGENTS.md + issues.jsonl) — no database.
    16
    128
    1
    MIT

  • Colour Memory API

    DigbyO
    A
    license
    A
    quality
    B
    maintenance
    40-tool colour intelligence API for AI agents. Cultural risk, archive-verified colour naming, palette generation, WCAG accessibility, material physics, ecommerce copy, and image generation briefs. 16,682+ named colours across 43 cultural archives.
    66
    MIT

  • RMS Memory MCP

    max-ramas
    A
    license
    A
    quality
    A
    maintenance
    Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency
    12
    38
    MIT

  • iai-personal-memory-engine

    CodeAbra
    A
    license
    A
    quality
    A
    maintenance
    A local MCP server that gives AI assistants a long-term memory by capturing sessions verbatim and surfacing relevant context automatically.
    14
    761
    MIT