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116,605 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
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    Enables security analysts to carry structured investigation state across sessions by storing typed observations, hypotheses, tasks, evidence and versioned decisions in a local SQLite graph with full-text search. It also enforces authorized scope and request controls, redacted and content-hashed evidence, duplicate-test signatures and validation gates that leave findings in draft until reproducibly confirmed, then produces technical and executive reports for Antigravity, Codex and other stdio MCP clients.
    20
    1
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables Antigravity to act as an automated Cheat Engine/memory editor for singleplayer Windows games, providing process attachment, memory scanning/reading/writing, freezing, pointer and AOB resolution, Lua scripting, Cheat Table support, and stealth-oriented operations such as low-footprint syscalls and DLL injection.
    GPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to perform reverse engineering and debugging of Windows executables through x64dbg, with tools for loading executables, controlling execution, analyzing memory and security, and generating reports.
    39
    130 npm
    8
    MIT
  • A
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    Safety-bounded MCP server bridging Codex to Bit Slicer's memory inspection engine on macOS ARM64, enabling process attach, memory reads, scans, pointer chains, and disassembly with explicit approval.
    16
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables any MCP-capable AI to headlessly launch and dynamically instrument Windows executables via IDA Pro's PIN tracer, with tools for breakpoints, register/memory access, execution control, and instruction tracing without opening the IDA GUI.
    15
    MIT
  • F
    license
    A
    quality
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    maintenance
    MCP server providing direct tool-access to security-testing primitives for bug bounty hunting, including recon, request replay, IDOR/BOLA fuzzing, vulnerability detection, secrets scanning, and persistent hunt memory with confidence-scored findings.
    38
    -
  • A
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    A comprehensive MCP server for Frida dynamic instrumentation, enabling AI agents to manage devices, processes, scripts, memory, and ADB operations.
    39
    37
    MIT
  • A
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    A
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    Enables AI agents to symbolically execute binaries and solve them mathematically — unflattening OLLVM control flow, using Z3 and angr to derive exact inputs that reach target branches, tracing taint to dangerous sinks, devirtualizing bytecode VMs, and hot-patching live process memory without touching disk.
    20
    1
    MIT
  • A
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    quality
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    maintenance
    An MCP server that enables AI-assisted mobile security testing by exposing Frida functionality for Android application research. It provides tools for hooking Java methods, manipulating memory, managing device processes, and executing custom Frida scripts.
    37
    15
    MIT
  • A
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    quality
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    Exposes Evan's Debugger (EDB) features as MCP tools, enabling AI-driven debugging, reverse engineering, and exploit development with 147 tools including program control, breakpoints, memory analysis, ROP gadgets, and pwntools integration.
    100
    64 PyPI
    5
    MIT
  • A
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    quality
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    Enables AI agents to programmatically control Cheat Engine for memory scanning, editing, cheat table management, and reverse engineering tasks.
    42
    MIT
  • A
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    quality
    C
    maintenance
    MCP server wrapping GDB and GEF for dynamic analysis, enabling interactive debugging and memory inspection via GDB/MI protocol.
    14
    1
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    A Frida MCP server for authorized dynamic analysis and application security research, exposing device/session management, script injection, process and memory inspection, and platform-specific workflows.
    2
    100
    4
    MIT
  • A
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    Not graded
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    maintenance
    Enables proof-backed code audit via MCP tools for AST-based code maps, symbol lookup, callers, audit commands, and persistent verdict memory.
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables AI agents to analyze memory dumps for forensic investigation, leveraging a fast Rust engine and full Volatility3 plugin coverage via the Model Context Protocol.
    1
    MIT
  • A
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    Not graded
    quality
    F
    maintenance
    Enables AI-driven reverse engineering with x64dbg via 71+ MCP tools for breakpoints, memory, disassembly, tracing, debug control, PE analysis, and anti-anti-debugging, supporting HTTP, SSE, and stdio transports.
    2
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Enables LLM-driven security assessments by exposing Kali tools like nmap, httpx, sqlmap, and ffuf as MCP tools, with explicit planning, parallel tool calls, tiered memory, MITRE ATT&CK mapping, and human approval gates for intrusive operations.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to perform low-level Windows process memory research, including process attachment, memory scanning, reading/writing, pointer chasing, remote code execution, and inline hooking via MCP tools and Lua scripting.
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables autonomous AI agents and penetration testers to conduct authorized security audits with persistent cross-session memory, zero-trust secret scrubbing, dynamic OWASP/ASVS checklists, and hallucination-free exploit PoC generation from captured traffic.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables an AI agent to reverse-engineer a compiled program with Ghidra — inspecting decompiled code, instructions, callers, memory bytes, and strings — without any source code. Every reply is labelled as fact, computed, or guess, and each claim traces back to hash-checked saved evidence.
    110 PyPI
    Apache 2.0
  • A
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    Not graded
    quality
    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
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    Not graded
    quality
    F
    maintenance
    MCP server for Renef, providing dynamic instrumentation and reverse engineering capabilities for Android ARM64, including native hooking, Java interception, and memory manipulation.
    9
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents to dynamically instrument Android and iOS apps through Frida 17, exposing 40 tools for exploring apps, hooking Java/ObjC/native methods, tracing calls, bypassing SSL pinning, capturing TLS keys and plaintext, and inspecting memory. Results use Ghidra/IDA-style module+offset addresses and carry an evidence envelope, with optional UI automation through mobile-mcp.
    146 npm
    19
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables Windows-native malware analysis and reverse engineering inside Flare-VM by exposing 50 tools for static and dynamic analysis, memory injection scanning, debugging, network simulation, and automated triage playbooks without requiring a Kali Linux host, WinRM, or SMB shares.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to share a local SQLite memory for authorized pentest intelligence, letting them record, retrieve, and work with vulnerabilities, assets, snapshots, and related findings through stdio MCP tools.
    652 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients such as Claude, Cursor, Cline, and Codex to remotely drive IDA Pro over HTTP through 88 tools, covering Hex-Rays decompilation, disassembly, cross-reference tracing, type and struct reconstruction, C header import, memory reading and patching, and full dynamic debugging with breakpoints, registers, and stepping.
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables agents to run server-side security audits through callable tools that sweep attack surfaces, trace source-to-sink reachability, verify live findings, and manage scope, recon, chains, manuals, intelligence, and memory from any MCP client.
    4,402 npm
    515
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Connects AI models and autonomous agents to the x64dbg debugger through the Model Context Protocol, exposing 234 tools for live execution control, register and memory inspection, disassembly, breakpoints, thread scheduling, console I/O, and PE analysis. It also parses saved .trace32/.trace64 trace files offline for instruction search, register lookups, and timeline navigation without x64dbg running.
    1
    GPL 3.0