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▎ Overview

ctxdebug is an MCP server platform that connects WinDbg, IDA Pro 9.x, and x64dbg to AI coding assistants for reverse engineering and Windows security research.

One stdio interface. 160+ tools. Three debuggers, one mission control.

The idea. MCO turns your debuggers into MCP (Model Context Protocol) tool servers. You talk to Claude, Kiro, or any MCP-compatible client — it talks to your debuggers. No copy-pasting output. No switching windows. No manual data correlation between tools.

One round trip. You say "analyze this crash dump and find the root cause." MCO opens the dump in WinDbg, runs !analyze -v, extracts the faulting address, pivots to IDA Pro to decompile the crashing function, and returns a combined report with pseudocode and caller chain.


Related MCP server: procmon-mcp

▎ Demo


▎ Launch Sequence

T-2 — Requirements

  • Python 3.11+

  • OS Windows 10 / 11

  • At least one debugger — WinDbg (Windows SDK) · IDA Pro 9.x · x64dbg

T-1 — Install

git clone https://github.com/DdUdle/ctxdebug.git
cd ctxdebug
pip install -e .

T-0 — Register servers

Individual servers:

claude mcp add windbg       -- python windbg_mcp.py
claude mcp add ida          -- python ida_mcp.py
claude mcp add x64dbg       -- python -m agent --mcp
claude mcp add mco          -- python mco_orchestrator.py
claude mcp add mco-sessions -- python mco_sessions.py

Or use the unified gateway — one server, every tool:

claude mcp add mco-gateway -- python mco_gateway.py

See mcp_config_example.json for full JSON configuration with environment variables.

LIFTOFF — Test it

Once a server is registered, ask your AI client:

Open C:\dumps\crash.dmp, run a full crash analysis,
and decompile the function at the fault address.

MCO chains windbg_open_dumpwindbg_analyze_crashmco_pivot_to_ida automatically and returns pseudocode with the caller chain.


▎ Features

Capability

What it does

Real-time debugger control

Run, pause, step, and inspect a live process through x64dbg. Set breakpoints on entire API groups (memory, network, crypto, bossix) instead of one address at a time.

Cross-debugger pivoting

Take an address from a WinDbg crash dump and jump straight to IDA Pro decompilation, callers, and callees with one tool call.

Autonomous analysis agent

The x64dbg server ships an optional ReAct reasoning agent (agent_analyze) that plans and executes multi-step goals — "find the unpacking loop", "identify anti-debug checks" — chaining tool calls on its own. Works with Claude, Groq, local Ollama, or heuristics-only.

Persistent memory

The agent remembers packer signatures, anti-debug patterns, and past-session insights, and recalls them automatically on new targets.

Session recording

Every tool call can be logged to SQLite with full-text search (FTS5). Replay a timeline, diff two sessions, or export a full Markdown report.

Anti-debug detect & bypass

Static scan (IDA imports/patterns) + dynamic scan (x64dbg PEB/RDTSC) combined into one report, with automatic PEB patching and instruction-level bypass patches.


▎ Architecture

  • Transport — stdio JSON-RPC (MCP 2024-11-05 spec)

  • IDA communication — HTTP REST to localhost:2022, auto-discovers endpoint from 6 candidates

  • x64dbg communication — binary framing over named pipe (X64A magic + uint32 length + 8-byte padding + JSON)

  • Agent reasoning — ReAct loop with pluggable LLM backends (Claude, Groq, OpenRouter, local Ollama, or heuristics-only)

  • Sessions — SQLite with FTS5 full-text search, WAL mode, thread-safe

  • Gateway — spawns sub-servers as child processes, proxies all tool calls through one stdio connection


▎ Fleet — Servers

Server

File

What it does

Tools

windbg

windbg_mcp.py

Crash dumps, heap analysis, shadow stack, kernel debugging

70+

ida

ida_mcp.py

Decompilation, xrefs, type recovery, binary patching

32+

x64dbg

agent/

Dynamic analysis, ReAct agent, anti-debug bypass, memory patching

38+

mco

mco_orchestrator.py

Cross-debugger compound workflows

7

mco-sessions

mco_sessions.py

Session recording, FTS search, Markdown export

13

mco-gateway

mco_gateway.py

Unified proxy — all servers through one connection

all


▎ Ground Setup — Debuggers

Needs cdb.exe from the Windows SDK. Default path:

C:\Program Files (x86)\Windows Kits\10\Debuggers\x64\cdb.exe

Set WINDBG_MCP_CDB if your path differs. No pre-launch needed — tools open dumps or attach on demand.

  1. Open IDA Pro 9.x with a binary loaded.

  2. In the Python console, run:

    exec(open(r'path\to\mco\ida_server_plugin.py').read())
  3. HTTP server starts on port 2022.

  1. Build the C++ plugin:

    cd agent\plugins
    build_plugin.bat
  2. Copy mco_agent.dp64 to x64dbg's plugin directory.

  3. Restart x64dbg — the plugin exposes named pipe \\.\pipe\x64dbg_ai_agent.


▎ Key Workflows

Crash → source code (one command)

mco_crash_to_source(dump_path="C:\\dumps\\crash.dmp")

Opens the dump, runs !analyze -v, extracts the faulting address, decompiles the crashing function in IDA, and returns pseudocode with callers.

Anti-debug detection & bypass

mco_bossix_report()
bossix_hide()            # PEB patch
bossix_patch(address)    # NOP / flip JCC at check

Pivot any address to pseudocode

mco_pivot_to_ida(address="0x7FF712340000")

Autonomous, goal-driven analysis

agent_analyze(goal="Find the unpacking loop and identify the OEP")

The agent plans a sequence of tool calls, executes them, and reports findings — with or without an LLM backend.

Session recording

session_start(name="chrome uaf analysis")
# ... do your work ...
session_end(notes="UAF at CRenderObject::Destroy")
session_export_markdown(session_id=1)

▎ x64dbg Server Modes

Mode

Command

Tool-only (default)

python -m agent --mcp

Claude reasoning

python -m agent --mcp --llm claude --api-key sk-...

Local Ollama

python -m agent --mcp --llm local --llm-model deepseek-r1

Groq (free tier)

python -m agent --mcp --llm groq

OpenRouter

python -m agent --mcp --llm openrouter

Interactive CLI

python -m agent --cli


▎ Environment Variables

Variable

Server

Purpose

WINDBG_MCP_CDB

windbg

Path to cdb.exe

IDA_MCP_HOST

ida

IDA HTTP host (default: localhost)

IDA_MCP_PORT

ida

IDA HTTP port (default: 2022)

X64DBG_PATH

x64dbg

Path to x64dbg.exe

X64DBG_PIPE

x64dbg

Named pipe path

ANTHROPIC_API_KEY

x64dbg

Only needed with --llm claude

GROQ_API_KEY

x64dbg

Only needed with --llm groq

MCO_SESSIONS_DB

sessions

SQLite database path

MCO_SERVERS

gateway

Comma-separated subset of servers to enable


▎ Project Structure

mco/
├── windbg_mcp.py           # WinDbg MCP server (production, 3000+ lines)
├── ida_mcp.py              # IDA Pro MCP server
├── ida_server_plugin.py    # IDA Python plugin (starts HTTP server)
├── mco_orchestrator.py     # Cross-debugger meta-tools
├── mco_sessions.py         # Session recording (SQLite + FTS5)
├── mco_gateway.py          # Unified gateway proxy
├── agent/
│   ├── __main__.py         # x64dbg MCP entry point + LLM backend selection
│   ├── core.py             # ReAct agent (Observe → Think → Act)
│   ├── memory.py           # Persistent memory store (~/.x64ai/)
│   ├── bridge.py           # Named-pipe IPC to x64dbg plugin
│   ├── mcp_server.py       # Tool definitions (38+)
│   ├── skills/             # Modular skill implementations
│   └── plugins/
│       ├── x64dbg_plugin.cpp
│       └── build_plugin.bat
├── mcp_config_example.json # Ready-to-use MCP client config
└── pyproject.toml

▎ Development

git clone https://github.com/DdUdle/ctxdebug.git
cd ctxdebug
pip install -e ".[dev]"
pytest

▎ Contributing

Contributions are welcome. Please open an issue before starting large changes so the approach can be discussed first.


▎ License

MIT — see LICENSE.

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