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disclose-framework

Disclose MCP Server

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Disclose MCP Server

An MCP server for querying merchant disclosure signals published via Disclose.

What it does

Merchants publish operational signals — return rates, fulfillment accuracy, chargeback ratios — along with permitted use terms. This MCP server lets any AI agent query that data directly.

The server checks four discovery paths in order:

  1. /.well-known/disclose — canonical path

  2. /.well-known/disclose.json — canonical path with explicit extension

  3. /disclose.json — fallback for hosted platforms like Shopify that do not support the /.well-known/ directory

  4. JSON-LD block in page <head> — for merchants using script-tag injection

Signals sourced from the Shopify API and computed by Sure Signal are returned with full provenance metadata: source, reported_by, computed_by, attestation_level, and attestation. Attestation is null until a third-party Signatory (such as Loop Returns) cryptographically signs the signal.

Related MCP server: AgentScore MCP Server

Available Tools

get_merchant_disclosure(domain)

Fetches a merchant's published disclosure signals from their domain. Returns all signals the merchant has chosen to publish, with provenance metadata, or an error if no disclosure is found.

Example: get_merchant_disclosure("example.com")

check_signal_coverage(domain)

Returns a structured coverage report for the seven Sure Signal V1 signals: which are present, which are missing, whether any carry attestation, and an overall coverage percentage. Useful for agents evaluating merchant data completeness before a purchase decision.

The seven V1 signals:

  • product_return_rate

  • on_time_shipment_rate

  • refund_processing_time_median_days

  • chargeback_rate

  • dispute_win_rate

  • platform_seller_tenure_days

  • order_accuracy_rate

Example: check_signal_coverage("example.com")

Setup

Prerequisites

  • Python 3.10 or higher

  • uv package manager

Installation

  1. Clone this repository:

A
license - permissive license
-
quality - not tested
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

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