gpufeed_compare_providers
Compare providers without treating missing data as unavailable.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| gpu | Yes | ||
| providers | No |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Compare providers without treating missing data as unavailable.
| Name | Required | Description | Default |
|---|---|---|---|
| gpu | Yes | ||
| providers | No |
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Changes observed during successful MCP inspections.
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It does disclose one behavioral trait — that missing data is not conflated with unavailability — which is a genuinely useful semantic caveat. But permission needs, mutation/read status, and output behavior are unstated.
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?
A single short, front-loaded sentence with no padding. Concise, though the brevity comes at the cost of substance rather than through efficient information density.
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?
An output schema exists, so return values need not be explained. However, for a comparison tool with a required GPU parameter, an optional provider filter, zero schema documentation, and no annotations, the description omits too much for an agent to call it correctly.
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 description coverage is 0%: 'gpu' and 'providers' have no textual explanation in the schema. The description does not compensate — it never says what 'gpu' accepts or how the comma/default-empty 'providers' string is interpreted or filtered on.
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 'Compare providers without treating missing data as unavailable' gestures at a comparison over providers, but never names the resource being compared (GPUs) or what aspect is compared (price, availability). It reads as a behavioral caveat rather than a statement of what the tool does.
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 when-to-use guidance and no mention of alternatives. Sibling tools like gpufeed_get_cheapest and gpufeed_get_availability clearly overlap, yet the description gives no routing signal to distinguish this comparison tool from them.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
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