GAIP Listing Observer
Server Details
Behind Second Look (preview): a shop's product page as clean data, source checks, price history.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- Repository
- tjcgraham-rgb/gaip-agents
- GitHub Stars
- 0
- Server Listing
- gaip-broker
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 1 tool
There is only one tool, so there is no risk of confusing it with another operation. Its purpose is clearly stated: observe product listing data from public URLs.
The single tool name `gaip_observe_listing` follows a predictable snake_case verb_noun pattern with a clear server prefix. With only one name, there are no competing conventions to create inconsistency.
The server is a narrowly focused listing observer, so one tool is largely appropriate. However, a single tool is slightly thin compared to the typical 3–15 tool range, even if the scope justifies it.
The tool supports both single and batch URL observation and returns core listing data including price, stock, GTIN, variants, shipping, returns, platform agreement, and history. For a read-only observer with explicit exclusions, no obvious operational gaps are apparent.
Available Tools
1 toolgaip_observe_listingDoes a shop listing agree across its sources? (preview)ARead-onlyIdempotentInspect
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.
Inputs: url, urls, max_age_minutes, data_classification.
Tool Schema Changelog
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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Related MCP Connectors
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Read a shop page's current price, watch items with a target price and see each item's history.
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