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"Understanding how memory is stored or memory storage methods" matching MCP servers:

  • AgentKits Memory

    aitytech
    A
    license
    -
    quality
    C
    maintenance
    A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.
    Last updated
    59
    64
    MIT

  • thrift-memory

    YohadH
    A
    license
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    quality
    A
    maintenance
    Provides MCP tools for cost-optimized memory management in AI agent teams, enabling cheap memory storage, token-budgeted recall with savings receipts, and a local dashboard for monitoring savings.
    Last updated
    72
    4
    Apache 2.0

  • Agent Memory

    tverney
    A
    license
    A
    quality
    A
    maintenance
    MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro (CLI & IDE), Claude Desktop, Cursor, and others. The daemon does the thinking (consolidation + extraction); this server is a thin filesystem bridge so agents can read, append, and search memory through the Model Context Protocol.
    Last updated
    4
    34
    4
    MIT

  • celiums-memory

    terrizoaguimor
    A
    license
    A
    quality
    B
    maintenance
    Cognitive memory engine for AI agents with 5,100+ knowledge modules, circadian rhythm awareness, emotional state tracking (PAD model), and hybrid semantic search. Supports persistent per-user memory, project-scoped contexts, and multi-protocol access.
    Last updated
    26
    18
    Apache 2.0

  • Memory MCP

    gregpriday
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that provides AI assistants with persistent, semantic memory using Turso for storage and OpenAI for vector search. It enables natural language operations to store, retrieve, and refine information with automatic duplicate detection and quality validation.
    Last updated
    5
    4
    MIT

  • ctx-memory

    GhadiSaab
    A
    license
    B
    quality
    A
    maintenance
    A fully local persistent memory layer for LLM coding agents (Claude Code, Codex, Gemini CLI, OpenCode). A shell wrapper intercepts tool invocations, fires hooks on every tool call, then runs a 3-layer pipeline (extract → compress to ≤500-token digest → merge into project memory doc) at session end. The next session gets prior context injected automatically.
    Last updated
    6
    12
    MIT

  • n2n-memory

    n2ns
    A
    license
    C
    quality
    B
    maintenance
    Persists AI's cognitive fragments as a knowledge graph within each project directory, enabling project-level memory isolation and sharing via Git.
    Last updated
    12
    8
    4
    MIT

  • memory-mcp

    KM-it-ops
    A
    license
    -
    quality
    B
    maintenance
    A local stdio MCP server that exposes a shared brain (read/search/write) over ~/.claude/memory, allowing memories written in any agent to be readable and searchable across all three (Claude Code, Cursor, Codex). It provides tools like memory_search, memory_read, memory_write, etc., with no external services.
    Last updated
    29
    MIT

  • enhx-memory

    cbuntingde
    A
    license
    -
    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.
    Last updated
    0
    MIT