lilbee

by tobocop2

Overview Schema Source Related Servers Discussions Admin

Python

Local

model_show

Inspect catalog and installed metadata for any AI model to verify versions, availability, and installation status.

Instructions

Show catalog and installed metadata for a model ref.

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "model": "<model>"
    },
    "name": "model_show"
  }
}

Input Schema

Name	Required	Description	Default
`model`	Yes

Output Schema

Name	Required	Description	Default
No arguments

Schema Changelog

Changes observed during successful MCP inspections.

Changed2 schema fields changedv1.0.2Jul 22, 2026
- removedInput schema / properties / model / title
```
Removed value: -"Model"
```
- removedInput schema / title
```
Removed value: -"model_showArguments"
```
First observedv1.0.0Jun 15, 2026

TDQS

C2.7/5.0

Behavior2/5

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

No annotations are provided, so the description carries full burden. It only says 'Show catalog and installed metadata' without disclosing side effects, permission needs, rate limits, or what exactly 'catalog and installed metadata' entails. The minimal description leaves the agent guessing about behavior.

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

Conciseness4/5

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

A single sentence that is concise and to the point. While it lacks detail, it is not overly verbose. Every word contributes to stating the tool's basic function.

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

Completeness3/5

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

Given low complexity (1 parameter, output schema exists), the description is minimally adequate. It explains the basic purpose but omits details about return values, parameter semantics, and how it differs from similar tools. The output schema reduces some burden, but more context would help.

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

Parameters1/5

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

The single required parameter 'model' has no description in the input schema (0% coverage). The description does not clarify acceptable values, format (e.g., name, ID, path), or constraints. No additional meaning is provided beyond the schema's type string.

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

Purpose4/5

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

Description uses verb 'Show' and resource 'catalog and installed metadata for a model ref,' clearly indicating the tool's function. It is specific enough to distinguish from siblings like 'model_list' (which lists models) and 'model_pull' (which downloads). However, it does not explicitly differentiate from similar inspection tools.

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

Usage Guidelines2/5

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 like 'model_list' or 'search.' No exclusions or prerequisites mentioned. The description simply states the action without contextual hints.

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