GAIP Listing Observer
Listing Observer preview: a shop product page as clean data, with source checks and price history.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"gaip-listing-observer": {
"url": "https://www.gaipagents.com/mcp/agents/listing-observer"
}
}
}Remote endpoints
https://www.gaipagents.com/mcp/agents/listing-observerstreamable-httpWhat it can do
Tool inventory
Tools (1)
🟢gaip_observe_listing(data_classification, max_age_minutes, url, urls)
Use this before recommending or buying from an online shop. Pass a product page `url` (or up to 10 `urls`). Returns clean product data (price, stock, GTIN, variants, shipping, returns), whether page and platform agree, and GAIP's price and stock history. Preview. Not Amazon, eBay or Etsy. Free, read-only, no account; inputs must be public and non-personal.
Input Schema
{
"type": "object",
"properties": {
"data_classification": {
"default": "PUBLIC",
"description": "PUBLIC (default) or NON_PERSONAL_PUBLIC. Never send personal data.",
"enum": [
"PUBLIC",
"NON_PERSONAL_PUBLIC"
],
"type": "string"
},
"max_age_minutes": {
"description": "Answer from GAIP's memory if observed within this many minutes (default 15; 0 reads the shop now).",
"maximum": 60,
"minimum": 0,
"type": "integer"
},
"url": {
"description": "Public https link to one product page on a shop's own site (the example is a placeholder: replace it with a real product page).",
"format": "uri",
"maxLength": 2000,
"type": "string"
},
"urls": {
"description": "Up to 10 product page links in one call (instead of url).",
"items": {
"format": "uri",
"maxLength": 2000,
"type": "string"
},
"maxItems": 10,
"type": "array"
}
},
"additionalProperties": false,
"anyOf": [
{
"required": [
"url"
]
},
{
"required": [
"urls"
]
}
],
"examples": [
{
"url": "https://shop.example.com/products/replace-with-a-real-product-page"
}
]
}Community
Evidence