12 tools with complete schemas and descriptions, but significant quality gaps. Tool names lack consistent verb-noun structure (e.g., 'match_incident_to_cves_tool' vs 'semantic_match_incident_tool', redundant suffixes and unclear distinction). Descriptions are present but generic (avg ~60 chars, below 194-char baseline). Parameters have types and descriptions, but lack constraints (enums, ranges, patterns). No output schemas documented. Error handling absent. Utility tools (test_server, get_current_time, get_system_info) add noise without clear agent value. Semantic search tools (1-3) are near-duplicates with overlapping functionality.

• Remove '_tool' suffix from all tool names. Rename 'match_incident_to_cves_tool' → 'match_incident_to_cves', 'list_incident_ids_tool' → 'list_incidents', 'get_incident_tool' → 'get_incident'. Follow verb_noun convention consistently.
• Consolidate semantic search tools: merge match_incident_to_cves_tool and semantic_match_incident_tool into a single 'search_cves_by_incident' tool with clear parameter documentation explaining when to use MMR vs standard search.
• Document output schemas for all tools. Example: 'Returns array of {cve_id: string, severity: string, description: string, published_date: string}'. Include pagination info (total_count, next_cursor) for list tools.
• Add parameter constraints: 'k' should be 1 - 100 (default 5); 'limit' should be 1 - 100 (default 10); 'lambda_mult' should be 0.0 - 1.0 (default 0.7). Document in descriptions.
• Remove or justify utility tools (test_server, get_current_time, get_system_info). If kept, add descriptions explaining when agents should call them (e.g., 'Call before other tools to verify server health').

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

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