get_model_lifecycle_all
Full cross-vendor lifecycle export (all tracked models). Free during the public preview; metered via x402 when live.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| provider | No | optional filter |
Full cross-vendor lifecycle export (all tracked models). Free during the public preview; metered via x402 when live.
| Name | Required | Description | Default |
|---|---|---|---|
| provider | No | optional filter |
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 transparency burden. It adds useful non-schema context about availability and cost ('Free during the public preview; metered via x402 when live'), but it does not disclose output format, pagination, or what 'lifecycle export' includes.
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 one tightly front-loaded sentence with no redundant filler. The scope statement comes first, and the pricing/availability note is compact and relevant.
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?
For a simple one-optional-parameter tool with no output schema, the description plus schema is mostly sufficient for an agent to invoke it correctly. The main gap is the lack of clarity on return shape and how the filter narrows the export.
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 100%, so the provider parameter is already described as an 'optional filter.' The description adds cross-vendor scope but does not clarify how the optional provider filter interacts with the 'all tracked models' claim.
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 states a clear action ('full cross-vendor lifecycle export') and explicitly scopes to 'all tracked models.' It distinguishes itself from vendor-specific siblings by emphasizing cross-vendor coverage, though it does not name alternatives.
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 phrase 'all tracked models' and 'cross-vendor' imply this is the comprehensive export, which gives some context versus siblings like model_lifecycle. However, it does not explicitly say when to use this tool over alternatives or when to avoid it.
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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