Alliance Docs MCP has well-structured tool definitions with complete schemas and clear descriptions. All four tools are read-only documentation search/retrieval utilities with proper verb-noun naming (search_, list_, get_). Input schemas are complete with types and descriptions for all parameters. Descriptions range from 53-136 characters, within the 10-1024 range. However, output schemas are not documented in the visible code, and error handling guidance is minimal. Tool composition is sound, each tool has a single responsibility and output fields from search_docs/get_page_info are designed to chain with get_related_pages. No parameters expose secrets. The server uses proper FastMCP conventions with Pydantic models for type safety.

• Document return type schemas for all tools. Use Pydantic Field descriptions and expose them via tool JSON output. Example: search_docs should document it returns list[SearchHit] with fields: slug, title, category, excerpt, relevance_score.
• Add min/max constraints to numeric parameters: limit in search_docs (1-100, default 20), limit in get_related_pages (1-50, default 5).
• Implement pagination: add offset/limit or cursor-based pagination to search_docs, return total_count and has_more in response so agents can fetch all results across multiple calls.
• Enrich error messages with recovery guidance: if search_docs returns empty results, suggest 'Try get_related_pages(slug=...) to find similar documentation' or 'Call list_categories() to explore available topics.'
• Document fallback behavior in search_docs description: 'Falls back to title-only search if full-text index is unavailable (e.g., during startup).'
• Add tool annotations: mark all four tools with readOnlyHint=true (they are safe READ_ONLY operations) to signal to agents they can be called without confirmation.

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

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