diff --git a/skills/huggingface-gradio/SKILL.md b/skills/huggingface-gradio/SKILL.md
index eaa6732e..9e95f9fb 100644
--- a/skills/huggingface-gradio/SKILL.md
+++ b/skills/huggingface-gradio/SKILL.md
@@ -103,7 +103,7 @@ Creates a button that can be assigned arbitrary .click() events.
 ### `Markdown(value: str | I18nData | Callable | None = None, label: str | I18nData | None = None, every: Timer | float | None = None, inputs: Component | Sequence[Component] | set[Component] | None = None, show_label: bool | None = None, rtl: bool = False, latex_delimiters: list[dict[str, str | bool]] | None = None, visible: bool | Literal['hidden'] = True, elem_id: str | None = None, elem_classes: list[str] | str | None = None, render: bool = True, key: int | str | tuple[int | str, ...] | None = None, preserved_by_key: list[str] | str | None = "value", sanitize_html: bool = True, line_breaks: bool = False, header_links: bool = False, height: int | str | None = None, max_height: int | str | None = None, min_height: int | str | None = None, buttons: list[Literal['copy']] | None = None, container: bool = False, padding: bool = False)`
 Used to render arbitrary Markdown output.
 
-### `HTML(value: Any | Callable | None = None, label: str | I18nData | None = None, html_template: str = "${value}", css_template: str = "", js_on_load: str | None = "element.addEventListener('click', function() { trigger('click') });", apply_default_css: bool = True, every: Timer | float | None = None, inputs: Component | Sequence[Component] | set[Component] | None = None, show_label: bool = False, visible: bool | Literal['hidden'] = True, elem_id: str | None = None, elem_classes: list[str] | str | None = None, render: bool = True, key: int | str | tuple[int | str, ...] | None = None, preserved_by_key: list[str] | str | None = "value", min_height: int | None = None, max_height: int | None = None, container: bool = False, padding: bool = False, autoscroll: bool = False, buttons: list[Button] | None = None, props: Any)`
+### `HTML(value: Any | Callable | None = None, label: str | I18nData | None = None, html_template: str = "${value}", css_template: str = "", js_on_load: str | None = "element.addEventListener('click', function() { trigger('click') });", apply_default_css: bool = True, every: Timer | float | None = None, inputs: Component | Sequence[Component] | set[Component] | None = None, show_label: bool = False, visible: bool | Literal['hidden'] = True, elem_id: str | None = None, elem_classes: list[str] | str | None = None, render: bool = True, key: int | str | tuple[int | str, ...] | None = None, preserved_by_key: list[str] | str | None = "value", min_height: int | None = None, max_height: int | None = None, container: bool = False, padding: bool = False, autoscroll: bool = False, buttons: list[Button] | None = None, server_functions: list[Callable] | None = None, props: Any)`
 Creates a component with arbitrary HTML.
 
 
@@ -240,6 +240,59 @@ Supported events per component:
 - **UploadButton**: click, upload
 - **Video**: change, clear, start_recording, stop_recording, stop, play, pause, end, upload, input
 
+## Prediction CLI
+
+The `gradio` CLI includes `info` and `predict` commands for interacting with Gradio apps programmatically. These are especially useful for coding agents that need to use Spaces in their workflows.
+
+### `gradio info` — Discover endpoints and parameters
+
+```bash
+gradio info <space_id_or_url>
+```
+
+Returns a JSON payload describing all endpoints, their parameters (with types and defaults), and return values.
+
+```bash
+gradio info gradio/calculator
+# {
+#   "/predict": {
+#     "parameters": [
+#       {"name": "num1", "required": true, "default": null, "type": {"type": "number"}},
+#       {"name": "operation", "required": true, "default": null, "type": {"enum": ["add", "subtract", "multiply", "divide"], "type": "string"}},
+#       {"name": "num2", "required": true, "default": null, "type": {"type": "number"}}
+#     ],
+#     "returns": [{"name": "output", "type": {"type": "number"}}],
+#     "description": ""
+#   }
+# }
+```
+
+File-type parameters show `"type": "filepath"` with instructions to include `"meta": {"_type": "gradio.FileData"}` — this signals the file will be uploaded to the remote server.
+
+### `gradio predict` — Send predictions
+
+```bash
+gradio predict <space_id_or_url> <endpoint> <json_payload>
+```
+
+Returns a JSON object with named output keys.
+
+```bash
+# Simple numeric prediction
+gradio predict gradio/calculator /predict '{"num1": 5, "operation": "multiply", "num2": 3}'
+# {"output": 15}
+
+# Image generation
+gradio predict black-forest-labs/FLUX.2-dev /infer '{"prompt": "A majestic dragon"}'
+# {"Result": "/tmp/gradio/.../image.webp", "Seed": 1117868604}
+
+# File upload (must include meta key)
+gradio predict gradio/image_mod /predict '{"image": {"path": "/path/to/image.png", "meta": {"_type": "gradio.FileData"}}}'
+# {"output": "/tmp/gradio/.../output.png"}
+```
+
+Both commands accept `--token` for accessing private Spaces.
+
 ## Additional Reference
 
 - [End-to-End Examples](examples.md) — complete working apps