chatgpt-review-mcp
A Model Context Protocol (MCP) server that lets Claude Code (or any MCP-compatible client) send prompts to your logged-in ChatGPT web session via Chrome DevTools Protocol. Use it to get a second opinion from GPT without consuming Anthropic tokens or OpenAI API quota — the request goes through your normal browser session using whichever model you have selected in the ChatGPT UI.
Runs on WSL2 (Ubuntu) + Windows Chrome. Adapting it to other setups is straightforward but not covered here.
Architecture
Claude Code (WSL)
└─► MCP stdio ──► mcp_server.py (WSL)
└─► playwright.connect_over_cdp ──► 172.26.80.1:9222
│
(netsh portproxy)
▼
Chrome CDP on ::1:9222
│
chatgpt.com tab (logged in)
The MCP process runs in WSL. It reuses the Windows Chrome instance you have logged into ChatGPT — no headless browser, no API keys, no scraping-detection fights.
Prerequisites
- Windows 10/11 with WSL2 Ubuntu
- Chrome installed at
C:\Program Files\Google\Chrome\Application\chrome.exe - A paid or free ChatGPT account with a session that stays logged in
- Python 3.10+ inside WSL
Setup
1. Windows-side: launch a dedicated CDP Chrome
Use a separate profile so the CDP Chrome does not conflict with your daily Chrome. From WSL:
bash start-chrome.sh
This runs powershell.exe Start-Process chrome.exe --remote-debugging-port=9222 --user-data-dir=C:\chrome-cdp-profile https://chatgpt.com and opens a fresh Chrome window. Log in to ChatGPT once — the profile will remember it.
2. Windows-side: port forwarding for WSL access
Chrome 149+ only binds ::1:9222 (IPv6 loopback), so WSL cannot reach it directly through the 172.26.80.1 gateway. Fix with one command in administrator PowerShell:
netsh interface portproxy add v4tov6 listenaddress=0.0.0.0 listenport=9222 connectaddress=::1 connectport=9222
Optionally allow the port through Windows Firewall:
New-NetFirewallRule -DisplayName "Chrome CDP 9222 (WSL)" -Direction Inbound -Protocol TCP -LocalPort 9222 -Action Allow -Profile Any
To remove later: netsh interface portproxy delete v4tov4 listenaddress=0.0.0.0 listenport=9222
3. WSL-side: Python dependencies
cd chatgpt-review-mcp
python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
playwright is used only for CDP connection — you do not need to run playwright install, no local browsers are downloaded.
4. Verify connectivity
python test_connect.py
Expected output includes Chrome: Chrome/..., the list of open tabs, and [✓] 找到 ChatGPT 页面. If it times out, the portproxy in step 2 is usually the culprit.
5. Register with Claude Code
claude mcp add --scope user chatgpt-review -- \
/absolute/path/to/chatgpt-review-mcp/.venv/bin/python \
/absolute/path/to/chatgpt-review-mcp/mcp_server.py
Restart Claude Code, then claude mcp list should show chatgpt-review: ... - ✓ Connected.
Usage
Once registered, ask Claude Code something like:
- "让 ChatGPT 审一下这个方案:..."
- "Get a second opinion from GPT on this design"
- "用 review_with_chatgpt 帮我看看这段代码"
The review_with_chatgpt tool takes:
| Arg | Type | Default | Meaning |
|---|---|---|---|
prompt |
str | — | Message to send to ChatGPT (include enough context — GPT does not see your Claude Code conversation) |
wait_timeout |
int | 180 | Max seconds to wait for the reply to finish streaming |
new_chat |
bool | False | If True, open a fresh conversation so there is no prior turn history |
Making new_chat=True truly context-free
ChatGPT has two other memory sources besides the current conversation:
- Memory (explicitly saved facts about you)
- Reference chat history (implicit recall of your other conversations)
Both default on. For a strict "independent reviewer with no context" setup, disable both in ChatGPT: profile picture → Settings → Personalization → toggle off Memory and Reference chat history.
Command-line use
chatgpt_client.py also works standalone:
python chatgpt_client.py "explain LogSumExp in one sentence"
Troubleshooting
HTTP 探针失败: timed out— Windows Firewall or the portproxy rule is not in place. Confirm withpowershell.exe -Command "netsh interface portproxy show all".Get-NetTCPConnection ... 9222shows127.0.0.1:9222— you are on an old Chrome that still binds IPv4; use av4tov4rule instead ofv4tov6.- MCP returns
"Retry"— happens if a previous ChatGPT generation was interrupted and the page still shows a Retry button. The client now polls for text stability and filters this out; if you still hit it, refresh the ChatGPT tab manually. - Selectors break — ChatGPT occasionally changes its DOM. Update the constants at the top of
chatgpt_client.py:INPUT_SELECTORS,STOP_BUTTON_SELECTORS,ASSISTANT_MSG_SELECTOR.
Files
| File | Purpose |
|---|---|
chatgpt_client.py |
Core CDP + playwright logic; ask_chatgpt() async entry point |
mcp_server.py |
FastMCP wrapper exposing review_with_chatgpt tool |
test_connect.py |
Diagnostic script for the CDP handshake |
start-chrome.sh |
Launch CDP Chrome from WSL (recommended) |
start-chrome.bat |
Same, as a double-clickable batch file |
requirements.txt |
mcp, playwright, httpx |
License
MIT.