MCP.Market

Unwrangle MCP server

online · 100% uptime
by pipeworx-io·io.github.pipeworx-io/unwrangle·v0.2.0

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

B77/100grade B
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B77/100

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If you have run it, two minutes of your experience saves the next person an afternoon.

Unwrangle tools

Tool list not cached yet. `describe` through the gateway fetches it live.

Not scanned yet. New listings are scanned within a day or two of arriving.

How Unwrangle compares

Against every graded E-commerce MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
77/100
higher than 55% of 2,174 E-commerce servers
Uptime
100%
of our recent checks; the typical remote E-commerce server answers 100%
Response time
233 ms
faster than 62% of 1,527 E-commerce servers

Release history: 4 versions in the registry since 2026-09-16, latest 2026-10-29, typically one every 8 days.

Install Unwrangle in Claude Code, Cursor or VS Code

claude mcp add --transport http unwrangle https://gateway.pipeworx.io/unwrangle/mcp
Add to Cursor

What the publisher says

From the Unwrangle repository's README, as published. We do not edit it. Read it on GitHub

mcp-unwrangle

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

Part of Pipeworx — an MCP gateway connecting AI agents to 1576+ live data sources.

Tools

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 — askpipeworx, discovertools, 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 1576+ 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/unwrangleproduct. 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:

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Unwrangle: common questions

Is Unwrangle MCP server safe?
Mostly: it is graded B (77/100). Read the Unwrangle safety report
How do I install Unwrangle?
It runs remotely at gateway.pipeworx.io. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Unwrangle need an API key?
Yes. The registry entry asks for PIPEWORX_API_KEY.
Is Unwrangle maintained?
The last commit was 39 days ago (2026-09-26). The latest release is v0.2.0.
Is Unwrangle up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of Unwrangle?
Servers from other publishers that do the same job: HasData Walmart MCP server, Apiguru Amazon Data MCP server and Human For AI MCP server.
How does Unwrangle compare with other E-commerce MCP servers?
safety score 77/100 (higher than 55% of 2,174 E-commerce servers); uptime 100% (of our recent checks; the typical remote E-commerce server answers 100%); response time 233 ms (faster than 62% of 1,527 E-commerce servers). Full comparison.

Alternatives to Unwrangle

Same job from other publishers: the closest match first, then the best rated.

  • HasData Walmart
    Walmart search, product pages and customer reviews on walmart.com and walmart.ca, as JSON.
    A
  • Apiguru Amazon Data
    Live Amazon product, review, search, deal, offer/stock and seller data across 23 marketplaces.
    A
  • Human For AI
    Hire a real human for real-world verification, product testing, AI output review, and errands.
    A
  • Cambio Uruguay
    Uruguay: exchange rates, rentals, used cars, product prices and search across cambio-uruguay.com
    A
  • PostHog MCP Server
    Official PostHog MCP Server for product analytics, feature flags, experiments, and more.
    A

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