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"Memory systems for AI agents" matching MCP servers:

  • 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
    42
    4
    MIT

  • xlsx-for-ai

    senoff
    A
    license
    A
    quality
    A
    maintenance
    50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit. Built for AI agents.
    Last updated
    50
    350
    5
    MIT

  • Mneme Memory MCP

    ethos-zero
    A
    license
    A
    quality
    B
    maintenance
    A local-first shared memory layer for MCP-aware agents like Claude, Codex, and Hermes, enabling persistent memory across chats and clients via Markdown files and SQLite FTS.
    Last updated
    6
    2
    MIT

  • TheWeave: Memory for AI agents

    TheWeaveSC
    A
    license
    -
    quality
    A
    maintenance
    TheWeave is a markdown-native memory architecture for Claude and any MCP-aware agent. Your agent's memory lives as plain .md files you own: a 5-verb MCP core over the vault, query-driven PageRank retrieval, bi-temporal facts (valid_from / valid_until), and a persona-as-vault model. No database and no embeddings server. The files are the memory, inspectable in your editor and versionable in git.
    Last updated
    2
    Apache 2.0

  • auxly-memory-cli

    Tzamun-Arabia-IT-Co
    A
    license
    -
    quality
    B
    maintenance
    Local-first, file-based memory layer for AI agents — one shared Markdown vault across Claude, Codex, Gemini, Cursor and any MCP client. Provides read/write memory tools with an audit trail, per-agent trust levels, and Git sync; no cloud and no lock-in.
    Last updated
    2
    MIT

  • PDF Agent MCP

    vlad-ds
    F
    license
    A
    quality
    C
    maintenance
    Enables AI agents to efficiently process large local and online PDFs through selective extraction of text, images, and metadata. It provides tools for content search and document outline navigation to optimize context window usage.
    Last updated
    7
    13

  • locus

    Nano-Nimbus
    A
    license
    A
    quality
    C
    maintenance
    Hierarchical markdown-based memory system for AI agents. Enables efficient context management by loading only relevant rooms (directories) instead of full memory.
    Last updated
    5
    MIT

  • AI FileSystem MCP

    proofmath-owner
    A
    license
    A
    quality
    A
    maintenance
    Provides intelligent file system operations with advanced features including code analysis and modification across multiple languages, version control (Git/GitHub), file compression, encryption, semantic search, batch operations, and secure shell command execution.
    Last updated
    1
    6
    MIT
  • SAE4U Memory by Simple4uhq

    SAE4U Memoryofficial

    Simple4uhq
    A
    license
    A
    quality
    C
    maintenance
    Provides persistent memory for Claude with hierarchical categorization, cross-corpus recall, session journals, and customizable persona, enabling memory continuity across sessions.
    Last updated
    7
    MIT

  • agent-tool

    knewstimek
    A
    license
    A
    quality
    B
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    Last updated
    53
    20
    MIT

  • ai-runtime-guard

    runtimeguard
    A
    license
    A
    quality
    A
    maintenance
    Blocks dangerous operations — rm -rf, sensitive file access, privilege escalation, and more are denied before execution. Gates risky commands behind human approval Simulates blast radius — wildcard operations like rm \*.tmp are evaluated before running Automatic backup of files Full audit of commands
    Last updated
    8
    15
    MIT

  • Windows System MCP

    guangxiangdebizi
    A
    license
    A
    quality
    D
    maintenance
    A comprehensive Model Context Protocol server that enables AI assistants to interact with and manage Windows systems, providing capabilities for file system operations, process management, system information retrieval, registry operations, service management, network diagnostics, and performance monitoring.
    Last updated
    7
    17
    5
    Apache 2.0