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()
```

Interactive Feedback MCP