Agentic_RL_dataset_overview
Inspect ShellOps and ShellOps-Pro task counts, train/test splits, task types, published schemas, source files, license and citation.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Inspect ShellOps and ShellOps-Pro task counts, train/test splits, task types, published schemas, source files, license and citation.
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Changes observed during successful MCP inspections. Dates show when Glama detected each change.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the full burden of disclosing behavior. 'Inspect' strongly implies a read-only, non-destructive operation, but the description does not explicitly state that there are no side effects, nor does it mention authentication or rate limits. It is clearer than a generic 'update' but still lacks explicit behavioral guarantees.
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, focused sentence that front-loads the action and resource, then enumerates the specific data categories. No words are wasted, and the enumeration is necessary to convey the scope of the overview.
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?
Since there is no output schema, the description compensates by listing the categories of information the overview will provide. It does not specify the exact structure or formatting of the returned data, but for a read-only overview tool, the listed categories are sufficient for an agent to understand what to expect.
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 tool has zero parameters and the schema is an empty object, so there is no parameter information for the description to add. The baseline for no parameters is high, and the description correctly does not introduce any irrelevant parameter details.
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 uses the specific verb 'Inspect' and identifies the exact resources (ShellOps and ShellOps-Pro) and the data elements covered (task counts, splits, types, schemas, source files, license, citation). It clearly distinguishes the tool as a dataset overview rather than a search, fetch, or listing operation.
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?
The description does not explicitly state when to use this tool versus the sibling tools, nor does it mention any prerequisites or exclusions. It only describes what the tool does, leaving the agent to infer that it should be used for an overview rather than for searching or fetching specific items.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.