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Integration · Codex CLI (OpenAI)

Connect OpenAI Codex CLI to Google Search Console

4 steps · about 4 minutes

By the GSC PAP team · Updated

Codex CLI is OpenAI's terminal coding agent. It connects to remote MCP servers over Streamable HTTP and can read a bearer token from an environment variable, so the token does not have to sit in its config file.

This guide goes from a fresh Codex install to your first Search Console question in about four minutes.

How to add the Search Console MCP server to Codex CLI

  1. 1

    Install Codex CLI and sign in

    Install Codex with npm or Homebrew, then run codex login (or start codex and choose Sign in with ChatGPT). If Codex is already installed and signed in, skip this step.

    shell
    npm install -g @openai/codex
    # or
    brew install --cask codex
    
    codex login
  2. 2

    Sign in to GSC PAP and copy your token

    Go to gscpap.com and click "Sign in with Google." Approve the read-only access it asks for. The connect page then shows your bearer token once, so copy it now. If you lose it, create a new one at app.gscpap.com/account/tokens; your other tokens keep working.

  3. 3

    Register gsc-pap with Codex

    Run the command below. It adds a gsc-pap entry to ~/.codex/config.toml that points at the server and tells Codex to read the token from the GSC_PAP_TOKEN environment variable. You can also paste the same three lines into config.toml by hand.

    shell
    codex mcp add gsc-pap --url https://mcp.gscpap.com/mcp --bearer-token-env-var GSC_PAP_TOKEN
    
    # This writes the following block to ~/.codex/config.toml:
    # [mcp_servers.gsc-pap]
    # url = "https://mcp.gscpap.com/mcp"
    # bearer_token_env_var = "GSC_PAP_TOKEN"
  4. 4

    Set the token and start Codex

    Add the token to your shell profile so every new terminal has it, then start Codex. This keeps the token out of config.toml, but your shell profile now holds it in plain text, so do not commit or share that file. Use ~/.bashrc instead of ~/.zshrc if you use bash. Inside Codex, run /mcp to confirm gsc-pap is connected, then ask: "What sites are in my Search Console?" Codex calls list_sites and replies with your verified properties.

    shell
    echo 'export GSC_PAP_TOKEN="YOUR_TOKEN"' >> ~/.zshrc
    source ~/.zshrc
    codex

Codex CLI MCP troubleshooting

  • ·Codex reads GSC_PAP_TOKEN when it starts. If you set the variable in one terminal and launch Codex from another, Codex has no token and gsc-pap offers no tools. Open a new terminal or run source ~/.zshrc before you start Codex.
  • ·codex mcp list shows the server and the variable name, but it does not test the connection. Run /mcp inside a Codex session to see whether gsc-pap connected.
  • ·The Codex IDE extension reads the same ~/.codex/config.toml, so you register the server once. The extension also needs GSC_PAP_TOKEN in the environment it starts from.
  • ·A tool call that fails with "Missing or invalid bearer token" means the token is wrong or was revoked. Create a new one at app.gscpap.com/account/tokens and update GSC_PAP_TOKEN. Your other tokens keep working.

Frequently asked questions

Do I need a Google Cloud project or API key to use Search Console in Codex?

No. There is no Google Cloud project to create, no Search Console API to enable, and no OAuth client JSON to download. You sign in with Google at gscpap.com, and the bearer token you get there is the only credential Codex needs. Codex reads it from the GSC_PAP_TOKEN environment variable.

Does the Codex IDE extension use the same MCP config as the CLI?

Yes. OpenAI's docs say the Codex CLI, the IDE extension and the ChatGPT desktop app share ~/.codex/config.toml, so you add the [mcp_servers.gsc-pap] block once instead of configuring each surface separately.

Can Codex change anything in my Search Console?

No. GSC PAP holds read-only Google scopes: webmasters.readonly for Search Console and read-only access for GA4. Codex can read clicks, impressions, CTR, position, sitemap status and URL inspection results, but it cannot submit sitemaps, request indexing, or change settings.

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Done. Your AI client now has access to your Search Console data.

Got stuck? Email support@gscpap.com with the error and we will revise the guide.