ChatGPT desktop app
The ChatGPT app for Mac, Windows and Linux, with Codex built in. It shares its MCP config with Codex CLI and the Codex IDE extension.
Connect with the GigaRAG CLI
ChatGPT desktop app reads the same settings file as another tool, so the CLI sets both up at once. Signing in happens in your browser, so no key is written into any config file.
npm install -g gigarag gigarag login gigarag connect codex-cli
Paste what it prints, then restart ChatGPT desktop app afterwards. Nothing here expires, and gigarag connect --remove takes GigaRAG back out of everything it touched.
Sign in with GigaRAG
Connect without a key: ChatGPT desktop app opens your browser, you sign in to GigaRAG and pick this workspace.
- 1.
Open Settings, then MCP servers, then Add
Name it gigarag and set the transport to Streamable HTTP.
- 2.
Paste this as the server URL
Server URLhttps://mcp.gigarag.com/mcp
- 3.
Click Authenticate next to gigarag
- 4.
Sign in with your GigaRAG account
Your browser opens GigaRAG. Pick the workspace to share and approve. No key is stored in the app, and the connection does not expire.
Or paste a prompt
Paste this into ChatGPT desktop app. It carries your agent key and tells the agent exactly what to change, so it sets the connection up itself.
Merge into ~/.codex/config.toml:
[mcp_servers.gigarag]
url = "https://mcp.gigarag.com/mcp"
http_headers = { "Authorization" = "Bearer <api-key>" }
Then tell me to restart the app. Don't repeat the key.Or set it up by hand
- 1.
Add this to your Codex config
On Windows the file is %USERPROFILE%\.codex\config.toml. The Add form in settings has no header field, so the key goes in the file.
~/.codex/config.toml[mcp_servers.gigarag] url = "https://mcp.gigarag.com/mcp" http_headers = { "Authorization" = "Bearer <api-key>" } - 2.
Restart the app
Type /mcp in a Codex chat to see gigarag listed.
Check it worked
Send this once it is connected. An answer drawn from your workspace means the connection is live.
List my GigaRAG buckets.
Written from the official docs: Codex MCP, The new ChatGPT desktop app