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

  • memory-vault

    JohnXu22786
    A
    license
    A
    quality
    B
    maintenance
    Provides cross-session persistent memory for coding agents via MCP tools to store, retrieve, and manage notes with hybrid keyword/semantic search and automatic deduplication.
    8
    165
    MIT

  • memory-mcp

    credp
    A
    license
    B
    quality
    A
    maintenance
    A local MCP server that provides agents with tools to list, read, search, inspect history and diffs, and capture unstructured text in a user-owned Git repository of durable memory.
    5
    MIT

  • memory-mcp

    otaviosenne
    A
    license
    B
    quality
    D
    maintenance
    Personal memory MCP server for Claude Code with an Obsidian-style graph. Enables persistent, queryable memories across sessions using Markdown files with bidirectional wiki-links and a D3.js force-directed graph UI.
    8
    26
    MIT

  • codex-memory

    a4913994
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides curated long-term memory for Codex CLI via MCP, with Markdown-based storage, deduplication, and decay-based forgetting.
    24
    MIT

  • prospective-memory

    Daemon-Killer
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that lets users capture quick phone thoughts via Android and later query them from AI assistants like Grok or Claude, functioning as a simple task memory store without notifications or geolocation.
    MIT

  • zime-memory

    zime78
    F
    license
    Not graded
    quality
    D
    maintenance
    A personal memory MCP server for Claude Code that stores and retrieves memories via natural language, supporting text, images, files, and secrets with vector search.

  • memory-wiki

    FloLey
    F
    license
    Not graded
    quality
    B
    maintenance
    A persistent personal memory system for Claude that accumulates and organizes knowledge over time using plain Markdown in a local git repo, providing tools for reading, searching, and capturing short-term memories.
    1

  • OpenClaw Memory

    liuhao6741
    A
    license
    A
    quality
    D
    maintenance
    Automatically records AI conversation turns and code changes to local Markdown files to provide persistent context across chat sessions. It enables AI agents to search history through MCP tools and provides a web viewer for browsing past discussions.
    3
    4
    Apache 2.0

  • Simple Memory MCP Server

    AojdevStudio
    F
    license
    A
    quality
    D
    maintenance
    A lightweight MCP server that provides persistent knowledge graph storage for AI assistants, enabling memory across sessions through entity-relationship storage with JSON file persistence.
    10
    1

  • vault-memory

    owrede
    A
    license
    A
    quality
    A
    maintenance
    Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware agents to search, retrieve, and compile knowledge with provenance and task contracts.
    37
    360
    MIT

  • Caduceus Memory MCP

    ethos-zero
    A
    license
    A
    quality
    C
    maintenance
    A local shared-memory MCP server for Claude, Codex, Hermes, and other MCP-aware agents, providing a durable memory layer with Markdown files and SQLite fact store.
    6
    MIT

  • Memory MCP Server

    orkuhh
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides tools for AI agents to manage long-term memories, daily notes, and TODO lists through a structured markdown file system. It enables context awareness by allowing agents to read, write, and search entries for persistent information storage.
    13
    MIT

  • memory-plugin

    alexanderop
    A
    license
    Not graded
    quality
    A
    maintenance
    Persistent memory management for Claude Code, allowing agents to store and retrieve user preferences, environment notes, and skills across sessions.
    10
    4
    MIT

  • Mnemo Agent Memory

    SiamAlSobari
    A
    license
    Not graded
    quality
    B
    maintenance
    A lightweight MCP memory engine for AI coding agents that provides zero-token-waste memory recall, knowledge graph management, and Obsidian-compatible notes. It enables agents to persist and retrieve project decisions, inspect file structures efficiently, and manage a persistent knowledge graph without Python dependencies.
    176
    3
    MIT

  • ai-memory-mcp

    chen789654
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to retain memory across sessions by storing conversations locally in Markdown files, allowing personalization and continuity without external servers.
    MIT

  • Memory Bear

    ag4852
    F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that transforms markdown notes into a searchable knowledge base with semantic search, smart note creation, and flashcard management for AI assistants.
    1

  • NFTS Memory MCP

    newforesttech
    F
    license
    Not graded
    quality
    C
    maintenance
    Self-hosted SQLite-backed memory server for Claude that syncs memories across claude.ai, Claude Desktop, and Claude Code via a single MCP server with OAuth.