Single tool with adequate schema and parameter descriptions, but lacks output schema documentation and error recovery guidance. Tool name follows verb_noun pattern (read_notebook). Input schema is complete with types and descriptions for all 5 parameters. However, the return type is documented only as 'str' in the function signature, no structured output schema is provided. Error handling returns generic error strings rather than actionable recovery guidance. The tool description (194 chars) is within baseline range but lacks WHEN to use it and prerequisites. No tool annotations (readOnlyHint, etc.) despite being read-only.
Reads a Jupyter Notebook (.ipynb) and returns a formatted text representation for LLM analysis. Filters are optional and can be combined.
No output schema documented. Tool returns a plain string; LLMs cannot infer structure or plan downstream operations. Should document: success case returns formatted text blocks with [CELL N | TYPE] headers; error case returns error message string.
Error handling lacks recovery guidance. Generic 'Error reading notebook: {str(e)}' tells LLM nothing actionable. Should categorize: file not found → suggest valid paths; invalid filter → explain filter syntax; malformed notebook → suggest repair tools.
Tool description missing WHEN to use it. Current: 'Reads a Jupyter Notebook (.ipynb) and returns a formatted text representation for LLM analysis.' Should add: 'Use this to extract code, outputs, and errors from notebooks for debugging, analysis, or documentation. Filters help focus on relevant cells.'
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | D | 56 | 2026-07-28+ | v2 |
No tool annotations despite read-only semantics. Should declare readOnlyHint=true to signal to LLMs that this tool is safe to call without confirmation and has no side effects.
Parameter 'path' accepts arbitrary file paths with no validation or sanitization. Vulnerable to path traversal (e.g., '../../../etc/passwd'). Should validate path is within allowed notebook directory and reject absolute paths or '..' sequences.