interactive_feedback
Enable real-time human-in-the-loop feedback for AI-assisted development. Submit project directory and summary to request interactive review, improving collaboration and accuracy in AI-generated outputs.
Instructions
Request interactive feedback for a given project directory and summary
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| project_directory | Yes | Full path to the project directory | |
| summary | Yes | Short, one-line summary of the changes |
Implementation Reference
- server.py:64-71 (handler)The handler function decorated with @mcp.tool(), which registers the tool and executes the logic by launching the feedback UI subprocess and returning the collected feedback.
@mcp.tool() def interactive_feedback( project_directory: Annotated[str, Field(description="Full path to the project directory")], summary: Annotated[str, Field(description="Short, one-line summary of the changes")], ) -> Dict[str, str]: """Request interactive feedback for a given project directory and summary""" return launch_feedback_ui(first_line(project_directory), first_line(summary)) - feedback_ui.py:21-23 (schema)TypedDict defining the output schema of the tool, including the 'interactive_feedback' field (note: used as 'logs' in code).
class FeedbackResult(TypedDict): command_logs: str interactive_feedback: str - server.py:18-59 (helper)Helper function that launches the feedback_ui.py subprocess, handles temporary file for JSON output, and returns the feedback result dictionary.
def launch_feedback_ui(project_directory: str, summary: str) -> dict[str, str]: # Create a temporary file for the feedback result with tempfile.NamedTemporaryFile(suffix=".json", delete=False) as tmp: output_file = tmp.name try: # Get the path to feedback_ui.py relative to this script script_dir = os.path.dirname(os.path.abspath(__file__)) feedback_ui_path = os.path.join(script_dir, "feedback_ui.py") # Run feedback_ui.py as a separate process # NOTE: There appears to be a bug in uv, so we need # to pass a bunch of special flags to make this work args = [ sys.executable, "-u", feedback_ui_path, "--project-directory", project_directory, "--prompt", summary, "--output-file", output_file ] result = subprocess.run( args, check=False, shell=False, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, stdin=subprocess.DEVNULL, close_fds=True ) if result.returncode != 0: raise Exception(f"Failed to launch feedback UI: {result.returncode}") # Read the result from the temporary file with open(output_file, 'r') as f: result = json.load(f) os.unlink(output_file) return result except Exception as e: if os.path.exists(output_file): os.unlink(output_file) raise e - server.py:61-63 (helper)Utility helper to extract the first line from project_directory and summary paths.
def first_line(text: str) -> str: return text.split("\n")[0].strip()