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116,578 servers. Updated
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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  • A
    license
    A
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    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
    29
    MIT
  • A
    license
    A
    quality
    D
    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
    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
    F
    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
    A
    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
    Not graded
    quality
    C
    maintenance
    Enables remote Linux operations over Streamable HTTP, allowing MCP clients to read/write files, run shell jobs, keep disk memory, and activate operator-authored TypeScript tools, with operator confirmation for every tool call.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables an AI assistant to drive a Color Computer 3 emulated in MAME, including entering BASIC commands, mounting disk images, capturing screen snapshots, and peeking/poking memory.
    5
    MIT
  • A
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    B
    maintenance
    Enables MCP-compatible AI clients to run curated Kali Linux security tools such as nmap, gobuster, nikto, sqlmap and netcat inside an isolated microVM sandbox. Commands execute as asynchronous jobs with readable output, cancellation and persistent per-workspace storage, with configurable network, CPU and memory limits.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for live process memory introspection and debugging on Linux x86_64. Enables reading/writing process memory, searching patterns, ptrace attach/registers, running commands, and valgrind execution.
    9,627,237 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to interact with GDB for debugging via the MCP protocol. Supports setting breakpoints, stepping through code, inspecting memory and registers, and more.
    85
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes six tools over stdio that trim noisy command output, maintain capped state cards and rolling notes, and produce fixed-budget working-memory packs with reversible phrase compression, keeping per-turn context cost constant regardless of conversation length.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to perform memory forensics analysis using Volatility 3 through natural language prompts. Supports process listing, network connection analysis, and other memory artifact inspection from memory images.
    53
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to safely work on Windows developer workstations through governed, project-scoped filesystem access, durable command execution, bounded search, Windows operations, and resource-aware runtime controls. It also supports optional developer-context backends for code navigation, repository graph exploration, and memory retrieval.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Drives a SEGGER J-Link probe to debug microcontrollers, enabling firmware flashing, CPU halt/resume/reset/step, and reading or writing memory, peripheral registers and core registers. Also exposes an escape hatch for arbitrary J-Link Commander commands.
    218 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Attaches to a running C++ process and exposes tools to inspect live memory via a resident GDB subprocess, enabling LLMs to read fields, follow pointers, and access STL containers without modifying target code.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude and other MCP clients to perform memory forensics on RAM images by exposing fvol plugins as tools, including process listing and tree analysis, network scanning, malware detection, command-line and DLL/handle inspection, file scanning, and arbitrary custom plugin execution. It also provides plugin discovery resources and helpers for listing local memory dumps and identifying image metadata.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Local automation bridge that is both an MCP server and client: 234 tools across 44 namespaces for shell, filesystem, git, desktop control, browser (CDP), Android (ADB), OCR/ASR and memory, plus the ability to connect external MCP servers. Sandboxed execution with token auth, fail-closed policy and audit log.
    9
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Lets ChatGPT Web act as the reasoning layer for an agent that runs shell commands, reads and writes files inside a constrained workspace, captures screenshots as image content, and controls the mouse and keyboard. It also keeps persistent Markdown memory and identity/skill context files that load automatically into the conversation.
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to search, update, and manage files, run and control terminal commands and processes, execute code in memory, and work with Excel, PDF, and DOCX documents on local desktops.
    705,497 npm
    MIT