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Buzzword Density

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Analyzes text for overused industry jargon, returning buzzword count, density score, severity level, and flagged terms. Optionally provides humorous critique in

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About

Analyzes text for overused industry jargon, returning buzzword count, density score, severity level, and flagged terms. Optionally provides humorous critique in roast mode.

README

buzzword-density MCP — wraps StupidAPIs (keyless — no credential needed)

Part of Pipeworx — an MCP gateway connecting AI agents to 1683+ live data sources.

Tools

Tool Description
buzzword_density_analyze Analyze a text passage for overused industry jargon using a tech, finance, consulting, startup, or combined dictionary. Returns buzzword count, density score (0-100), severity level, flagged terms, and an optional roast critique when roast=true.

Quick Start

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

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

What this endpoint actually serves

tools/list at https://gateway.pipeworx.io/buzzword-density/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 1683+ 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

curl -X POST https://gateway.pipeworx.io/v1/tools/buzzword_density_analyze \
  -H 'Content-Type: application/json' \
  -d '{"content":"We need to leverage our core competencies to synergize stakeholder value and create a paradigm shift in the marketplace through disruptive innovation.","industry":"consulting","roast":true}'

No account needed for the first calls. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/buzzword_density_analyze. 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": {
    "buzzword-density": {
      "command": "npx",
      "args": ["-y", "@pipeworx/mcp-buzzword-density"]
    }
  }
}

Or run it directly to confirm it starts:

npx -y @pipeworx/mcp-buzzword-density

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 Buzzword Density data" })

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

More

License

MIT

from github.com/pipeworx-io/mcp-buzzword-density

Installing Buzzword Density

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/pipeworx-io/mcp-buzzword-density

FAQ

Is Buzzword Density MCP free?

Yes, Buzzword Density MCP is free — one-click install via Unyly at no cost.

Does Buzzword Density need an API key?

No, Buzzword Density runs without API keys or environment variables.

Is Buzzword Density hosted or self-hosted?

A hosted option is available: Unyly runs the server in the cloud, no local setup required.

How do I install Buzzword Density in Claude Desktop, Claude Code or Cursor?

Open Buzzword Density on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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