_mcp_generate_requirements

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

No annotations are present, so the description must bear the full burden of behavioral disclosure. It does not mention side effects (e.g., whether it writes to disk or returns content), permissions needed, or any constraints. The description is too minimal for a tool with no annotations.

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 a single sentence, which is concise, but it omits necessary information. It does not waste words, but it is under-specified for the number of parameters and lack of annotations.

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 that the tool has four parameters and no annotations, the description is insufficient. While an output schema exists, the description does not integrate with it or provide enough context for an agent to use the tool correctly. Sibling tools are numerous, and no differentiation is made.

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?

Schema coverage is 0%, meaning no parameter descriptions exist in the schema. The description fails to explain any of the four parameters: cuda, extras, framework, project_id. It only implies the framework parameter via context, but does not specify allowed values or formats.

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 the verb 'Generate' and the resource 'pinned requirements.txt' with context 'for the given fine-tuning framework'. It distinguishes itself from siblings by specifying a specific output file, unlike other generate tools like _mcp_generate_inference_config.

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 alternatives, such as _mcp_create_training_config which might also involve requirements. The description lacks context for when this tool is appropriate.

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