aggregate_insights_by_theme

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Without annotations, the description must disclose behavioral traits. It states 'extract and group' but does not indicate whether the operation is read-only, if it modifies data, or if it has side effects. There is no mention of required permissions, rate limits, or output behavior, making it insufficient for safe invocation.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is short, but brevity comes at the cost of completeness. It is front-loaded with the action, but the structure is flat and lacks any detail or context. While not verbose, it does not earn its place every sentence since it omits critical information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the complexity (2 parameters including an unstructured object, no output schema, and 51 sibling tools), the description is severely incomplete. It does not explain the return value, how the grouping works, or how to construct the scope parameter. The tool cannot be used correctly without additional context.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema has 0% description coverage, and the description adds no meaning to the parameters. 'scope' is an object with no structure explained, and 'theme_keywords' is an array of strings without format or purpose details beyond the vague 'by themes'. The description fails to compensate for the lack of schema documentation.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Does the description clearly state what the tool does and how it differs from similar tools?

The description 'Extract and group insights by themes' provides a verb and resource but is vague. It doesn't specify the source of insights (e.g., from a dataset or report) or what 'themes' means in context. Among many sibling tools with similar purposes (e.g., 'detect_recurring_patterns', 'analyze_feature_requests'), this description lacks differentiation.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance is provided on when to use this tool versus its many alternatives. There is no mention of prerequisites, scope, or exclusion criteria. The description fails to help the agent decide between this and tools like 'search_insights_by_scope' or 'identify_knowledge_gaps'.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.