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"Designing a memory system for persona-based agents to improve user experience" matching MCP servers:

  • Deploy to Agents Server

    saezbaldo
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    Remote MCP server for auditing app surfaces in AI agent ecosystems, checking recommendation status, and creating distribution plans.
    Last updated
    15
    MIT

  • enhx-memory

    cbuntingde
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    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

  • agency-agents-mcp

    kriptoburak
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    B
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    Provides GitHub Copilot with 160+ AI agent personas and 1,400+ specialized skills, enabling developers to activate expert roles like backend architect or security engineer through natural language.
    Last updated
    MIT

  • MCP Memory

    Sarakael78
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    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.
    Last updated
    19

  • project-memory-mcp

    kaaustubh
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    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.
    Last updated
    16
    627
    1
    MIT

  • marm-memory

    Lyellr88
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    MARM MCP provides persistent memory and structured session context beneath any AI tool, so your agents learn, remember, and collaborate across all your workflows.
    Last updated
    14
    324
    Apache 2.0

  • Colour Memory API

    DigbyO
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    quality
    B
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    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.
    Last updated
    66
    MIT

  • RMS Memory MCP

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

  • lean-memory

    Wuesteon
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    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.
    Last updated
    16
    3
    47
    Apache 2.0

  • Memory MCP Server

    cbuntingde
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    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.
    Last updated
    7

  • universal-memory

    YanAmorelli
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    C
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    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.
    Last updated
    16
    37
    6
    Apache 2.0

  • agent-memory-mcp

    Yarmoluk
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    quality
    B
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    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.
    Last updated
    MIT