Koskamo

FlowScope MCP

FlowScope MCP allows agents to analyze YouTube product-demo videos by extracting screens, aligning them to narration, and using an LLM to produce structured UX flow reports. It supports comparing onboarding flows across multiple videos, identifying signup steps, and performing competitive UX research. The server exposes these capabilities as tools for MCP-capable clients.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

FlowScope MCP logo, by DavidNgugiCommunity listingLocal stdioSource reviewed; not executedPublished by DavidNgugi
You need:Ask the agent to run flowscope_health_check — it reports whether the backend, ffmpeg, yt-dlp, and an LLM provider key are all in place
Vendor documentation

What you can do with it

  • Compare onboarding flows in two YouTube demo videos
  • Analyze signup steps and requirements in a product demo
  • Extract and deduplicate representative screenshots from videos
  • Map UX patterns and flows using LLM analysis

Source and maintenance

Community listingRegistry 0.1.1
mcp-registry: io.github.DavidNgugi/flowscope@0.1.1Source repositoryProject website
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

flowscope-mcp 0.1.1

pypiuvx
flowscope-mcp package definition
{
  "version": "0.1.1",
  "transport": "stdio",
  "identifier": "flowscope-mcp",
  "runtimeHint": "uvx",
  "registryType": "pypi",
  "registryBaseUrl": "https://pypi.org",
  "environmentVariables": [
    {
      "name": "FLOWSCOPE_API_URL",
      "format": "string",
      "default": "http://127.0.0.1:8000",
      "description": "Base URL of the running FlowScope backend. '/api' is appended if absent."
    },
    {
      "name": "FLOWSCOPE_API_TOKEN",
      "format": "string",
      "description": "Bearer token, only needed when the backend sits behind an authenticating proxy."
    },
    {
      "name": "FLOWSCOPE_MAX_WAIT",
      "format": "number",
      "default": "900",
      "description": "Default seconds that flowscope_analyze_video waits for a job before returning a job id."
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "flowscope-mcp": {
      "command": "uvx",
      "args": [
        "flowscope-mcp==0.1.1"
      ],
      "env": {
        "FLOWSCOPE_API_URL": "<YOUR_FLOWSCOPE_API_URL>",
        "FLOWSCOPE_API_TOKEN": "<YOUR_FLOWSCOPE_API_TOKEN>",
        "FLOWSCOPE_MAX_WAIT": "<YOUR_FLOWSCOPE_MAX_WAIT>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "flowscope-mcp": {
      "command": "uvx",
      "args": [
        "flowscope-mcp==0.1.1"
      ],
      "env": {
        "FLOWSCOPE_API_URL": "<YOUR_FLOWSCOPE_API_URL>",
        "FLOWSCOPE_API_TOKEN": "<YOUR_FLOWSCOPE_API_TOKEN>",
        "FLOWSCOPE_MAX_WAIT": "<YOUR_FLOWSCOPE_MAX_WAIT>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.
VS Code configuration
{
  "servers": {
    "flowscope-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "flowscope-mcp==0.1.1"
      ],
      "env": {
        "FLOWSCOPE_API_URL": "<YOUR_FLOWSCOPE_API_URL>",
        "FLOWSCOPE_API_TOKEN": "<YOUR_FLOWSCOPE_API_TOKEN>",
        "FLOWSCOPE_MAX_WAIT": "<YOUR_FLOWSCOPE_MAX_WAIT>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.
Claude Desktop configuration
{
  "mcpServers": {
    "flowscope-mcp": {
      "command": "uvx",
      "args": [
        "flowscope-mcp==0.1.1"
      ],
      "env": {
        "FLOWSCOPE_API_URL": "<YOUR_FLOWSCOPE_API_URL>",
        "FLOWSCOPE_API_TOKEN": "<YOUR_FLOWSCOPE_API_TOKEN>",
        "FLOWSCOPE_MAX_WAIT": "<YOUR_FLOWSCOPE_MAX_WAIT>"
      }
    }
  }
}

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