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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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"Exploring Memory Persistence in DeepSeek Technology" matching MCP servers:

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  • A
    license
    A
    quality
    B
    maintenance
    Bridges MCP clients to the DeepSeek API for chat completions and model discovery, with an optional locked-down bridge that delegates prompts to local CLI harnesses like Claude, Codex, or opencode.
    4
    44 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A tool for detecting and cleaning Java memory shells via local or SSH remote execution. It enables AI agents to scan Java processes, analyze suspicious class code, and safely remove memory shells after user confirmation.
    9
    18 PyPI
    29
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Safety-gated SSH MCP server for DeepSeek Harness and standard MCP clients, enabling agents to use a laboratory server's GPU, runtime, and configured source workspace while keeping the server isolated from the public internet.
    4
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    An interactive coding agent and MCP server that provides access to various AI models via the Tsinghua University lab proxy API. It enables users to inspect files and execute shell commands within their local directory using models like DeepSeek, GLM, and Qwen.
    10
    -
  • A
    license
    A
    quality
    C
    maintenance
    Delegates coding tasks to the locally installed DeepSeek Harness CLI, enabling MCP clients to run prompts through dsh and receive results with exit code and timing.
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Hardware probe MCP server that provides deep hardware inventory and live sensor telemetry for AI agents, including CPU, memory, disk, GPU, and sensor data across platforms.
    6
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A minimal MCP server that exposes a single tool to query local hardware information (OS, CPU, memory, architecture).
    1
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables running SPICE netlists with ngspice in batch mode and returning .meas results as JSON.
    2
    11 npm
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables MCP-based interaction with a local Hermes Agent installation, providing file read/search, skill management, and optional sandboxed write, terminal, and memory tools.
    9
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to flash firmware, program memory, modify option bytes, erase chips, reset boards, and capture SWO printf traces for STM32 microcontrollers via STM32CubeCLT.
    12
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Sandboxed bash execution MCP server for AI agents, using an in-memory virtual filesystem overlay to prevent real filesystem damage, with configurable network access, timeouts, and optional Python/JS runtimes.
    9
    51 npm
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Enables an assistant to control a Tandy Color Computer 3 emulated in MAME, allowing typing, disk operations, screen viewing, and state management.
    14
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A Model Context Protocol server that generates lightweight ASCII charts directly in terminal environments, supporting line charts, bar charts, scatter plots, histograms, and sparklines without GUI dependencies.
    5
    14 npm
    9
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding assistants to capture large command outputs into an ephemeral in-memory buffer and search them via hybrid BM25 and semantic retrieval with line-level context.
    19
    231 PyPI
    4
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    FastMCP wrapper for Sysinternals CLI tools, enabling system diagnostics like process listing, handle inspection, and memory analysis through natural language.
    26
    3
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables AI assistants to start and manage LLDB debugging sessions, including loading programs, setting breakpoints, stepping through code, and examining memory.
    19
    1
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    A Node.js implementation of the Model Context Protocol that provides secure shell command execution capabilities, allowing AI models like Claude to run shell commands in a controlled environment with built-in security measures.
    1
    246 npm
    41
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    Turn any REST API into an MCP server in one command. Point mcpify at an OpenAPI spec and every endpoint becomes a tool your AI agent (Claude, Cursor, Windsurf) can call — zero glue code, always in sync with the spec.
    3
    5
    MIT