Strong foundation with 12 well-defined tools, comprehensive schemas, and clear descriptions. All tools have input schemas with type definitions and parameter descriptions. Most tools follow verb_noun naming (service-lookup, teams-list, blast-radius). Descriptions average ~60 chars, meeting the 10-1024 char baseline. Key gaps: no output schemas documented, missing error recovery guidance, no tool annotations (readOnlyHint/destructiveHint), and two WRITE tools (submit-feedback, suggest-tool) lack confirmation/dry-run patterns. Pagination support present on list tools (pageIndex, pageSize with constraints). Parameter constraints well-defined (regex patterns, enums, min/max bounds). No secrets exposed in parameters.

• Document output schemas for all 12 tools. Specify field names, types, and whether results are paginated. Example: 'Returns {services: [{name, domain, lifecycle, tags, owner_team}], total_count, has_more}'.
• Add tool annotations to the MCP tool registration: readOnlyHint=true for all READ_ONLY tools (1-9), destructiveHint=true for WRITE tools (11-12). This enables agents to reason about side effects without parsing descriptions.
• Implement confirmation/dry-run for submit-feedback and suggest-tool. Add optional 'dry_run' boolean parameter; when true, return what would be recorded without persisting. Agents can preview before committing.
• Enhance error responses with recovery guidance. E.g., 'Service not found: payment-processor. Try services-list with domain=payments to discover available services.' This guides agent self-correction.
• Clarify parameter constraints in descriptions. For 'name' parameters, add: 'Case-sensitive, exact match required. Use services-list to discover valid names.' This prevents hallucinated service names.

Inferred effective spec: 2026-07-28+.

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