export_hf_dataset

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

The description describes a non-destructive export operation, but annotations include destructiveHint=true, indicating potential data destruction. This contradiction (export vs destructive) confuses the agent about side effects. No additional behavioral context is provided, such as authorization needs or what exactly gets destroyed.

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?

Two efficient sentences with no fluff. Purpose and key outputs are front-loaded, and the final sentence provides immediate next-step (huggingface-cli upload). All words earn their place.

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?

Despite 2 optional parameters and no output schema, the description omits important context: what ThumbGate agent traces and DPO pairs are, PII redaction scope, and the implications of destructiveHint=true. A user or agent would need additional knowledge to operate safely.

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?

Input schema covers both parameters with descriptions (100% coverage). The description does not add meaning beyond the schema; it repeats the file output but does not elaborate on the includeProvenance parameter or default values. Baseline of 3 applies.

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?

Description clearly states the tool exports ThumbGate agent traces and DPO preference pairs to a HuggingFace-compatible dataset, listing specific output files. While it distinguishes from the sibling export_dpo_pairs by covering both traces and preferences, it does not explicitly contrast with other sibling tools like export_databricks_bundle.

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 on when to use this tool versus alternatives such as export_dpo_pairs or export_databricks_bundle. The description lacks any context about prerequisites, when not to use, or scenario-specific advice.

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