Three tools with basic schemas and minimal descriptions. Tool names lack action verbs (datasets, query, metadata are nouns/generic). Schemas present but incomplete: 'datasets' and 'query' lack descriptions for limit/offset/where/select/group/order params. No output schema documentation. Error handling minimal, callTool throws generic errors without recovery guidance. No idempotency hints, no pagination metadata (total count, next_cursor). Transport unknown, capping protocol readiness.

• Add descriptions to all parameters. Example: 'limit': {'type': 'number', 'description': 'Maximum number of results (1-100, default 20). Limits API response size.'}, 'where': {'type': 'string', 'description': 'SoQL WHERE clause for filtering rows. E.g., "population > 100000".'}
• Rename tools with action verbs: 'datasets' → 'search_datasets', 'query' → 'execute_query', 'metadata' → 'get_metadata'. Improves LLM intent inference.
• Document output schemas for each tool. Example: 'datasets returns {results: [{id, name, description, ...}], total_count, limit, offset}'. Enables LLM to chain calls.
• Enhance error messages with recovery hints. Example: throw new Error(`Socrata API error ${res.status}. Check resource_id format (e.g., '6zsd-86xi'). Call search_datasets() to find valid IDs.`)
• Add pagination metadata to responses: return total_count and next_offset so LLMs know when to paginate. Prevents context window exhaustion on large result sets.