All three tools have minimal descriptions (10-15 chars), no parameter descriptions, and no documented output schemas. Tool names are verb-based but descriptions lack context for LLM selection. Input schemas exist but are bare (only type and description for image_path). No error handling guidance, no output structure documentation, and no indication of what data is returned. This server falls well below production baseline (194 chars avg description, 72 chars avg param annotation).

• Expand each tool description to 100-200 characters. Example: 'get_processes: Executes volatility windows.pslist.PsList plugin on a memory image to list running processes. Returns tab-separated output with PID, PPID, name, and offset. Requires valid Windows memory dump file path.'
• Add parameter descriptions: 'image_path: Absolute or relative path to a Windows memory dump file (e.g., /path/to/dump.raw). Must be readable by the volatility framework.'
• Document output schema as structured JSON. Parse subprocess stdout into a list of dicts with named fields (pid, ppid, name, offset) instead of raw text. This enables LLMs to extract specific fields.
• Add error handling: catch subprocess.CalledProcessError, validate image_path exists and is readable, and return actionable error messages like 'Image file not found at {image_path}. Ensure the path is correct and the file is readable.'
• Fix return type annotation from List[str] to str, or better, define a structured return type (e.g., ProcessInfo dataclass with pid, name, ppid fields) and return a list of those objects.

Inferred effective spec: <=2025-11-25.

• Relies on Logging (deprecated) - log to stderr or use OpenTelemetry