tokenstead.ai
Catalog of open-weight and cloud AI models with benchmarks, local hardware fit checks, API cost estimates and guides for running AI on owned hardware.
First seen 2026-10-12 · Last seen 2026-10-12 · Source: webmcp.com
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search_ai_models
Search Tokenstead's catalog of AI models (open-weight and cloud). Filter by free-text query, use case, open weights, or a max input price. Returns name, parameter count, context window, license, scores, and the cheapest verified API price per model.
Input schema
| Property | Type | Required | Description |
|---|---|---|---|
q |
string | no | Free-text name search, e.g. 'qwen', 'glm', 'kimi' |
use_case |
string | no | Primary use case filter |
open_weights |
boolean | no | true = only models with downloadable weights |
max_input_price |
number | no | Only models whose cheapest input API price is at or below this USD per 1M tokens |
limit |
number | no | Max results (default 10, max 25) |
Raw JSON schema
{
"type": "object",
"properties": {
"q": {
"type": "string",
"description": "Free-text name search, e.g. 'qwen', 'glm', 'kimi'"
},
"use_case": {
"type": "string",
"enum": [
"coding",
"reasoning",
"writing",
"chat",
"general",
"vision"
],
"description": "Primary use case filter"
},
"open_weights": {
"type": "boolean",
"description": "true = only models with downloadable weights"
},
"max_input_price": {
"type": "number",
"description": "Only models whose cheapest input API price is at or below this USD per 1M tokens"
},
"limit": {
"type": "number",
"description": "Max results (default 10, max 25)"
}
}
}
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