34 tools with consistent naming (verb_noun pattern: get_, list_, search_, etc.) and descriptions present. However, descriptions are brief (avg ~60 chars, well below the 194-char baseline for A+ tools) and lack context on WHEN to use each tool or dependencies between them. Input schemas are present and typed, but parameter descriptions are minimal (avg ~40 chars vs 72-char baseline). Output schemas are not documented, LLMs cannot predict response structure for chaining. No error handling guidance. Bitbucket credential tools expose security concerns (storing tokens locally). Context tools (bamboo_resolve_plan, bamboo_get_deploy_status) show good composition but lack detailed parameter constraints.

• Document output schemas for all tools. For each tool, specify the JSON structure of the response, including field names, types, and which fields are required for downstream chaining. E.g., bamboo_get_build_result should document that it returns {buildKey, planKey, state, buildNumber, ...}.
• Expand parameter descriptions to 50 - 100 chars with format constraints and valid ranges. E.g., 'The project key (2-10 uppercase letters, e.g., PROJ)' instead of 'The project key (required)'.
• Expand tool descriptions to 100 - 200 chars explaining WHAT the tool does, WHEN to use it, and any prerequisites. E.g., 'Get details for a specific Bamboo plan. Use this after calling bamboo_search_plans or bamboo_list_plans to retrieve full plan metadata including repositories and deployment projects.'
• Refactor bitbucket_add_repo to accept credentials via server-side environment variables or a secure vault, not as tool parameters. Remove token exposure from bitbucket_get_repo responses, return only masked tokens or a 'token_configured' boolean.
• Add error handling guidance to tool descriptions. E.g., 'If the plan key is not found, try bamboo_search_plans with a partial name. If the Bamboo server is unreachable, check BAMBOO_URL and BAMBOO_TOKEN environment variables.'

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

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