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GAIP Listing Observer

R0· no sign-in

Behind Second Look (preview): a shop's product page as clean data, source checks, price history.

v1.5.0 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality91strong
Trust93of 100
Uptime, 30 days100%
Latency p502355 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "gaip-listing-observer": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/listing-observer"
    }
  }
}
claude mcp add --transport http gaip-listing-observer https://www.gaipagents.com/mcp/agents/listing-observer
[mcp_servers.gaip-listing-observer]
url = "https://www.gaipagents.com/mcp/agents/listing-observer"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "gaip-listing-observer": {
      "type": "remote",
      "url": "https://www.gaipagents.com/mcp/agents/listing-observer",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "gaip-listing-observer": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/listing-observer"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=gaip-listing-observer&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vd3d3LmdhaXBhZ2VudHMuY29tL21jcC9hZ2VudHMvbGlzdGluZy1vYnNlcnZlciJ9"
}
{
  "servers": {
    "gaip-listing-observer": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/listing-observer"
    }
  }
}
{
  "mcpServers": {
    "gaip-listing-observer": {
      "httpUrl": "https://www.gaipagents.com/mcp/agents/listing-observer"
    }
  }
}
extensions:
  "gaip-listing-observer":
    enabled: true
    name: "gaip-listing-observer"
    type: streamable_http
    uri: "https://www.gaipagents.com/mcp/agents/listing-observer"
    timeout: 300

Quality 91 / 100strong

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene100 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations1 of 1 tools declare readOnlyHint or destructiveHint
  • pass
    tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
  • pass
    tools.token_costabout 350 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changes2 tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

1 tools, about 350 tokens to load them all · tool set d4e826d5f9e5 · tools last changed 2026-10-01 · checked 2026-10-20 23:59 UTC

Tool changes

  • gaip_observe_listingchangedinput schema
  • gaip_observe_listingchangeddescription, input schema
    before

    Use this before recommending or buying from an online shop: do the listing's price, currency, stock and SKU agree across the page's structured data, meta tags and platform data? Pass the page `url`. Preview: only fields where all sources agreed are reported. Not Amazon, eBay or Etsy. Free, read-only, no account; inputs must be public and non-personal.

    after · 55% of words in common

    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.

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 93 / 100

duplicate-repo
provenance90
liveness100
freshness100
hygiene80

+repository +namespace-matches-repo +website +reachable +uptime-100% +updated-11d-ago -duplicate-repo(12 names)

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://www.gaipagents.com/mcp/agents/listing-observer streamable-httpnoneyes100%2355 ms2025-11-252026-10-20

Tools (1)

gaip_observe_listingread-onlyUse 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.

Schemas: list_tools.

Also listed as

11 other active names share this repository (showing 10): io.github.tjcgraham-rgb/gaip-art-intelligence, io.github.tjcgraham-rgb/gaip-broker, io.github.tjcgraham-rgb/gaip-buyer-assurance, io.github.tjcgraham-rgb/gaip-integration-protocol, io.github.tjcgraham-rgb/gaip-integration-repair, io.github.tjcgraham-rgb/gaip-opportunity-broker, io.github.tjcgraham-rgb/gaip-outcome-value, io.github.tjcgraham-rgb/gaip-procurement-verify, io.github.tjcgraham-rgb/gaip-supplier-watch, io.github.tjcgraham-rgb/gaip-trust-assurance

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Official server.json
{
  "name": "io.github.tjcgraham-rgb/gaip-listing-observer",
  "icons": [
    {
      "src": "https://www.gaipagents.com/assets/agents/listing-observer.svg",
      "sizes": [
        "any"
      ],
      "mimeType": "image/svg+xml"
    }
  ],
  "title": "GAIP Listing Observer",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://www.gaipagents.com/mcp/agents/listing-observer",
      "type": "streamable-http"
    }
  ],
  "version": "1.5.0",
  "repository": {
    "url": "https://github.com/tjcgraham-rgb/gaip-agents",
    "source": "github"
  },
  "websiteUrl": "https://www.gaipagents.com/agents/listing-observer",
  "description": "Behind Second Look (preview): a shop's product page as clean data, source checks, price history."
}