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Unwrangle

Official registry E-commerce

Unwrangle MCP — cross-retailer product + reviews data (unwrangle.com)

Source code Website Documentation

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code 
claude mcp add --transport http unwrangle 'https://gateway.pipeworx.io/unwrangle/mcp'
JSON configuration (Claude Desktop, Cursor, VS Code) 
{
    "mcpServers": {
        "unwrangle": {
            "type": "http",
            "url": "https://gateway.pipeworx.io/unwrangle/mcp"
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. mcp-unwrangle
  2. Tools
  3. Quick Start
  4. No MCP client? Call it over HTTP
  5. Standalone (no gateway account)
  6. Using with ask_pipeworx
  7. More
  8. License

mcp-unwrangle

Unwrangle MCP — cross-retailer product + reviews data (unwrangle.com)

Part of Pipeworx — an MCP gateway connecting AI agents to 1684+ live data sources.

Tools

ToolDescription
unwrangle_productProduct detail from a retailer (Amazon/Target/Best Buy/Home Depot/Walmart/…). Returns title, brand, price, rating, availability. Pass the product url (works for any retailer), or for Amazon pass id/asin. Example: unwrangle_product({ retailer: "amazon", url: "https://www.amazon.com/dp/B07ZPKN6YR";, _apiKey: "your-key" })
unwrangle_reviewsReviews for a product on a retailer (Amazon/Target/Best Buy/…). Returns reviewer name, rating, title, text, date, verified-purchase flag. Pass the product url (or Amazon id/asin) and optional page. Reviews cost more credits than product/search. Example: unwrangle_reviews({ retailer: "amazon", url: "https://www.amazon.com/dp/B07ZPKN6YR";, page: 1, _apiKey: "your-key" })
unwrangle_searchSearch a retailer (Amazon/Target/Best Buy/Home Depot/…) by keyword. Returns product name, brand, price, rating, url, id. Example: unwrangle_search({ retailer: "amazon", search: "wireless earbuds", page: 1, _apiKey: "your-key" })

Quick Start

Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):

{
  "mcpServers": {
    "unwrangle": {
      "url": "https://gateway.pipeworx.io/unwrangle/mcp"
    }
  }
}
What this endpoint actually serves

tools/list at https://gateway.pipeworx.io/unwrangle/mcp returns the tools in the table above plus the shared Pipeworx meta-tools — ask_pipeworx, discover_tools, search_within, remember/recall and the rest of the gateway-wide set. So the tool count you see is larger than this table: a single-pack endpoint currently lists roughly 30 shared tools alongside the pack's own. The connection's initialize response states its exact scope, and is the authoritative answer for a given day.

This is deliberate, not multiplexing by accident. The meta-tools are what let a scoped connection answer a question this pack does not cover — via ask_pipeworx, which routes across the whole catalog — without you adding a second MCP server. There is currently no way to mount a pack endpoint without them; if the extra schemas cost you more context than the routing is worth, connect to the full gateway once rather than to several pack endpoints.

Or connect to the full Pipeworx gateway to get every pack's tools listed directly, instead of just this one's:

{
  "mcpServers": {
    "pipeworx": {
      "url": "https://gateway.pipeworx.io/mcp"
    }
  }
}

Both URLs reach the same gateway and the same 1684+ data sources. The only difference is which pack's tools are listed directly; ask_pipeworx reaches all of them from either one.

No MCP client? Call it over HTTP

This pack takes your own API key (_apiKey) — we don't front one for it, so there's no curl here that would run without it. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/unwrangle_product. Find one: POST https://gateway.pipeworx.io/v1/tools/search_packs with {"query":"..."}.

Standalone (no gateway account)

This package also runs as a local stdio MCP server — no Pipeworx account, no gateway round-trip:

{
  "mcpServers": {
    "unwrangle": {
      "command": "npx",
      "args": ["-y", "@pipeworx/mcp-unwrangle"]
    }
  }
}

Or run it directly to confirm it starts:

npx -y @pipeworx/mcp-unwrangle

It speaks MCP over stdin/stdout and answers initialize/tools/list/tools/call for only this pack's tools — none of the shared meta-tools the gateway connection above adds. Same source, same tools, no ask_pipeworx routing.

Using with ask_pipeworx

Instead of calling tools directly, you can ask questions in plain English — this works on the pack endpoint above as well as on the full gateway:

ask_pipeworx({ question: "your question about Unwrangle data" })

The gateway picks the right tool and fills the arguments automatically.

More

License

MIT

Frequently asked questions

What is Unwrangle?

Unwrangle MCP — cross-retailer product + reviews data (unwrangle.com)

How do I install Unwrangle?

It runs as a remote server. In Claude Code: claude mcp add --transport http unwrangle 'https://gateway.pipeworx.io/unwrangle/mcp'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Unwrangle need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is Unwrangle open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains Unwrangle?

It is published by pipeworx-io. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.