Two tools with basic schemas and descriptions, but significant gaps in parameter documentation and output structure. Tool names lack action verbs (qdrant-store, qdrant-find are noun-based rather than verb_noun). Descriptions exist but are generic and lack WHEN/WHY guidance. Parameter descriptions are minimal. No output schema documented. Error handling absent. Metadata parameter handling is problematic (marked non-optional but can be None, violating schema contract). No pagination support despite search returning lists.

• Rename tools to verb_noun pattern: 'store_memory' and 'search_memory' (or 'find_memory'). This helps LLMs parse intent from the name alone.
• Document output schema explicitly. For find(), return structured objects: [{content: string, metadata: object, score: float}] instead of XML-in-string. Update store() to return {success: bool, id: string, message: string}.
• Add parameter constraints and descriptions. For score_threshold, specify range (0.0-1.0) and default behavior. For filter_metadata, document expected structure (e.g., 'JSON object with key-value pairs to match against stored metadata').
• Add pagination support to find(). Include offset/limit or cursor-based pagination, and return total_count or next_cursor in response. Cap default limit at 20-50 items.
• Add error handling and recovery guidance. If no results found, suggest 'Try adjusting score_threshold lower or using a broader query term.' Validate score_threshold is in [0.0, 1.0] and return actionable error if invalid.

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

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