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LLMIntel Model Lifecycle

Recent lifecycle changes

recent_lifecycle_changes
Read-only

Retrieve recent lifecycle state changes for LLM models across providers. Filter by provider or look back days to find deprecations and migrations.

Instructions

Lifecycle state changes across all tracked providers, newest first. Use this to answer 'what model deprecations happened recently?'.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
providerNoRestrict to one provider.
sinceDaysNoLook back this many days. Defaults to 30.
Behavior4/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, covering safety and dynamic data. The description adds ordering (newest first) and scope (across all tracked providers), which are useful beyond annotations. No contradictions.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, front-loaded with the main purpose and a clear use case. Every sentence earns its place with no wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool lacks an output schema, but the description implies a list of lifecycle changes. Given the simplicity and annotations, it is mostly complete, though the exact fields of each change could be clarified.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description does not add meaning beyond the schema: provider and sinceDays are already described thoroughly in the schema. No additional param semantics provided.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool lists lifecycle state changes across providers, newest first, and provides a concrete example use case ('what model deprecations happened recently?'). This distinguishes it from siblings like check_model (single model) and list_retiring_models (specific subset).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description includes an explicit usage example ('Use this to answer...'), providing clear context. However, it does not specify when not to use it or mention alternative tools.

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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