Three tools with complete schemas and descriptions, but significant gaps in error handling, output documentation, and parameter guidance. list_bonuses has verbose description with embedded instructions (anti-pattern). create_bonus lacks clarity on format expectations and side effects. No documented output schemas for any tool. Error handling present but generic, does not guide LLM recovery. Parameters mostly well-typed but missing some constraints and dependency documentation.

• Document output schema for each tool. Example for list_bonuses: 'Returns array of {bonus_id, giver_email, receiver_email, amount, reason, created_at, hashtags}'. For create_bonus: 'Returns {bonus_id, status, created_at}'. This enables chaining and field extraction.
• Rewrite list_bonuses description to remove procedural instructions. Change to: 'List bonuses with optional filtering by date, user, or hashtag. Returns up to 100 results; use limit and date filters for pagination.' Move team-analysis guidance to agent prompt, not tool description.
• Clarify create_bonus 'reason' format. Add to description: 'Format: +<points> @<recipient_email> for #<hashtag> <message>. Points and recipient are required; hashtag and message are optional. Example: +10 @john.doe for #teamwork on the Q4 project.'
• Enhance error messages with recovery guidance. Example: 'Authentication Error: Invalid API token. Verify BONUSLY_API_TOKEN environment variable is set and has read/write permissions. Test with list_bonuses to confirm access.'
• Add pagination note to list_bonuses: 'Results are limited to the specified limit (default 20). To fetch all bonuses, iterate by adjusting start_date and end_date or use user_email filters. No cursor-based pagination available.'

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

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