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"How to Manage AI Memory Effectively" matching MCP servers:

  • codex-substrate-memory by Substrate-memory

    codex-substrate-memoryofficial

    Substrate-memory
    A
    license
    -
    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
  • 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
    27
    7
    Apache 2.0
  • 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
  • adrex-ai by adrex-ai

    adrex-aiofficial

    adrex-ai
    A
    license
    B
    quality
    B
    maintenance
    Open-source MCP server for Google Ads (Meta Ads coming soon) that lets AI assistants manage ad campaigns, reporting, keywords, and targeting in plain English from any MCP client, with safety-first creation of paused campaigns.
    54
    77
    MIT
  • Oceanir Memory by Oceanir

    Oceanir Memoryofficial

    Oceanir
    F
    license
    -
    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
  • 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
  • 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
  • Runbook AI MCP Server by runbook-ai

    Runbook AI MCP Serverofficial

    runbook-ai
    A
    license
    B
    quality
    D
    maintenance
    MCP server that provides browser automation capabilities through a Chrome extension, enabling terminal-based agents to interact with any website via a live browser session with optimized context.
    1
    33
    3
    Apache 2.0
  • Enigma MCP Server by Enigma-Memory

    Enigma MCP Serverofficial

    Enigma-Memory
    A
    license
    -
    quality
    A
    maintenance
    Offers MCP tools for managing a local AI memory vault, including remembering, searching, context packing, deletion, and verification of receipts.
    38
    Apache 2.0
  • Memory Nexus by MemoryNexus

    Memory Nexusofficial

    MemoryNexus
    A
    license
    -
    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
    -
    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.
    5
    MIT