diff --git a/GROK_INTEGRATION.md b/GROK_INTEGRATION.md
new file mode 100644
index 000000000..d2488c42f
--- /dev/null
+++ b/GROK_INTEGRATION.md
@@ -0,0 +1,40 @@
+Grok bot integration for Codespaces Jupyter
+
+Overview
+- Adds a minimal Grok API client and an IPython magic to call it from notebooks.
+
+Authentication
+- Set the GROK_API_KEY environment variable to your API key, e.g. in Codespaces /devcontainer.json or your shell:
+
+  export GROK_API_KEY="sk-..."  # Linux/macOS
+  # PowerShell
+  $env:GROK_API_KEY = "sk-..."
+
+- Optionally set GROK_API_URL to a custom endpoint if your provider requires it.
+
+Usage in notebooks
+- Load the extension once per kernel:
+
+  %load_ext grok_bot.magic
+
+- Use line magic:
+
+  %grok What is the summary of this dataset?
+
+- Use cell magic for multi-line prompts:
+
+  %%grok
+  Analyze the following:
+  - Column A distribution
+  - Suggestions for visualization
+
+Notes
+- The client uses the GROK_API_KEY env var by default. The API URL is configurable via GROK_API_URL.
+- Error handling prints helpful messages in the notebook; exceptions from the HTTP client are surfaced as text.
+
+Developer notes
+- The package lives in grok_bot/ and exposes GrokClient and IPython extension loader.
+- Requirements updated to include `requests`.
+
+Security
+- Do not commit API keys to the repository. Prefer Codespaces secrets or devcontainer environment variables.
diff --git a/grok_bot/__init__.py b/grok_bot/__init__.py
new file mode 100644
index 000000000..33e62ead1
--- /dev/null
+++ b/grok_bot/__init__.py
@@ -0,0 +1,4 @@
+from .api import GrokClient
+from .magic import load_ipython_extension, unload_ipython_extension
+
+__all__ = ["GrokClient", "load_ipython_extension", "unload_ipython_extension"]
diff --git a/grok_bot/api.py b/grok_bot/api.py
new file mode 100644
index 000000000..7d4524cf0
--- /dev/null
+++ b/grok_bot/api.py
@@ -0,0 +1,34 @@
+import os
+import requests
+from typing import Optional
+
+
+class GrokClient:
+    """Minimal Grok API wrapper.
+
+    Authentication: set the GROK_API_KEY environment variable (or pass api_key).
+    Configure endpoint with GROK_API_URL if your provider uses a custom URL.
+    """
+
+    def __init__(self, api_key: Optional[str] = None, api_url: Optional[str] = None, timeout: int = 30):
+        self.api_key = api_key or os.getenv("GROK_API_KEY")
+        self.api_url = api_url or os.getenv("GROK_API_URL") or "https://api.grok.example/v1/complete"
+        self.timeout = timeout
+        if not self.api_key:
+            raise ValueError("GROK_API_KEY environment variable not set. Set it or pass api_key to GrokClient.")
+
+    def ask(self, prompt: str, model: str = "grok-1") -> str:
+        payload = {"model": model, "prompt": prompt}
+        headers = {"Authorization": f"Bearer {self.api_key}", "Content-Type": "application/json"}
+        try:
+            resp = requests.post(self.api_url, json=payload, headers=headers, timeout=self.timeout)
+            resp.raise_for_status()
+            data = resp.json()
+            # Support a couple common response shapes
+            if isinstance(data, dict) and "text" in data:
+                return data["text"]
+            if isinstance(data, dict) and "choices" in data and data["choices"]:
+                return data["choices"][0].get("text") or str(data)
+            return str(data)
+        except requests.RequestException as e:
+            raise RuntimeError(f"Grok API request failed: {e}") from e
diff --git a/grok_bot/magic.py b/grok_bot/magic.py
new file mode 100644
index 000000000..7eca73c68
--- /dev/null
+++ b/grok_bot/magic.py
@@ -0,0 +1,48 @@
+from IPython.core.magic import Magics, magics_class, line_cell_magic
+from IPython.display import Markdown, display
+from .api import GrokClient
+import os
+
+
+@magics_class
+class GrokMagics(Magics):
+    def __init__(self, shell):
+        super().__init__(shell)
+        api_key = os.getenv("GROK_API_KEY")
+        self.client = None
+        if api_key:
+            try:
+                self.client = GrokClient(api_key=api_key)
+            except Exception:
+                self.client = None
+
+    @line_cell_magic
+    def grok(self, line, cell=None):
+        """%grok <prompt>  or  %%grok <multi-line prompt>
+
+        Outputs Grok's response as rendered Markdown.
+        """
+        prompt = cell if cell is not None else line
+        if not prompt:
+            print("Usage: %grok <prompt>  or  %%grok <multi-line prompt>")
+            return
+        if not self.client:
+            try:
+                self.client = GrokClient()
+            except Exception as e:
+                print(f"Grok client initialization error: {e}")
+                return
+        try:
+            resp = self.client.ask(prompt)
+            display(Markdown("**Grok**\n\n" + resp))
+        except Exception as e:
+            print(f"Grok request failed: {e}")
+
+
+def load_ipython_extension(ipython):
+    ipython.register_magics(GrokMagics)
+
+
+def unload_ipython_extension(ipython):
+    # IPython does not provide a stable unregister API for magics; keep this as a noop.
+    pass
diff --git a/requirements.txt b/requirements.txt
index c40ef94b8..0a023d417 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -8,3 +8,4 @@ pillow>=12.1.1
 fonttools>=4.60.0
 filelock>=3.20.3
 Pygments==2.20.0
+requests>=2.30.0