growth_flywheel

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

The description suggests a read-only evaluation (no mention of modifications), but without annotations, it does not explicitly state whether it has side effects, requires permissions, or other behavioral traits. The term 'evaluate' implies non-destructive, but it's not fully transparent.

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 and front-loaded with an emoji. It includes both Chinese and English, which may aid multilingual agents but introduces slight redundancy. Overall, it's concise without unnecessary content.

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 implied by the tool name and output schema, the description could provide more context about what constitutes a 'growth flywheel' and how the snapshot is derived. The mention of 'weakest link and next command' adds value but leaves some ambiguity.

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?

No parameters required, and schema coverage is 100% (trivial). Baseline for zero parameters is 4, and the description adds no param information, which is acceptable.

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 clearly states it evaluates the current real growth loop snapshot, with added context from Chinese about weakest link and next command. However, it does not distinguish from sibling tools like growth_campaign or activation_funnel.

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 explicit guidance on when to use this tool versus alternatives. The description implies a general evaluation use but lacks context-specific recommendations.

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