Three tools with minimal definitions. Tool names lack action verbs (About, AllQualis, Qualis are not verb_noun format). Descriptions are present but generic (10-80 chars, below 194-char baseline). No input schemas visible for About/AllQualis (empty {}). Qualis has one param 'sigla' with type but no description. No output schemas documented. No error handling guidance. No pagination, no structured output examples. Tools appear to be simple read-only data lookups but lack the rigor expected for production agent use.

• Rename tools to verb_noun format: 'About' → 'get_qualis_info', 'AllQualis' → 'list_qualis_classifications', 'Qualis' → 'search_qualis_by_sigla'.
• Add parameter descriptions: 'sigla' should be 'The event/journal acronym to search for (e.g., ICML, NIPS). Case-insensitive substring match.'
• Document output schemas. E.g., Qualis returns {sigla: string, event_name: string, classification: string} or similar. AllQualis returns {total: int, items: [{sigla, event_name, classification}], limit: int, offset: int}.
• Implement pagination for AllQualis: add limit (default 20, max 100) and offset parameters. Return total count and next_offset to enable agent iteration.
• Add error handling: return structured errors like {error: 'not_found', message: 'Sigla XYZ not found in 2017-2020 dataset', suggestions: ['ICML', 'NIPS']} instead of plain strings.

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

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