MCP Server Dataset Builder

Name: MCP Server Dataset Builder
Author: wanghaisheng

@wanghaisheng

Repository

About MCP Server Dataset Builder

No overview available yet

Basic information

Config

Add this server to your MCP-compatible client using the configuration below.

{
  "mcpServers": {
    "mcp-server-dataset": {
      "command": "python",
      "args": [
        "extract_mcp_servers.py"
      ]
    }
  }
}

Tools

No tools detected

We auto-extract tools from the README. The maintainer can list them under a ## Tools heading to populate this section.

Overview

What is MCP Server Dataset Builder?

MCP Server Dataset Builder is a tool that automatically collects, categorizes, and updates information about MCP (Model Context Protocol) servers from multiple sources. It merges data from the curated awesome‑mcp‑servers repository and GitHub search, then outputs a daily CSV file. It is designed for developers and researchers who need an up‑to‑date, structured catalog of MCP servers.

How to use MCP Server Dataset Builder?

The dataset is automatically updated daily via a GitHub Actions workflow; no manual steps are required. To run locally, install the dependencies (pip install -r requirements.txt) then execute python extract_mcp_servers.py or python daily.py. A manual workflow run can be triggered from the Actions tab, with optional customization of search keywords, minimum stars, and minimum forks.

Key features of MCP Server Dataset Builder

Combines data from curated lists and GitHub search
Automatically assigns categories based on repository content
Detects programming languages and frameworks used
Adds emoji indicators for quick visual identification
Updates daily to keep the dataset current
Preserves historical data while adding new entries

Use cases of MCP Server Dataset Builder

Building and maintaining a comprehensive registry of MCP servers
Discovering new MCP repositories through automated GitHub search
Analyzing the MCP ecosystem by category, tech stack, or popularity
Keeping a personal or team dataset synchronized with the latest servers
Integrating MCP server metadata into dashboards or monitoring tools

FAQ from MCP Server Dataset Builder

What data sources does MCP Server Dataset Builder use?

It extracts data from the awesome‑mcp‑servers GitHub repository and performs its own GitHub search using MCP‑related keywords. Both sources are merged and deduplicated.

How often is the dataset updated?

The dataset is automatically updated daily via a GitHub Actions workflow. No manual intervention is required, but you can trigger a manual run at any time.

Can I customize the search criteria?

Yes. When running the workflow manually, you can set keywords, minimum stars, and minimum forks. Locally, these are controlled via environment variables (KEYWORDS_ENV, MIN_STARS, MIN_FORKS).

What fields are included in the CSV output?

The CSV contains: name, description, html_url, stars, forks, keywords, category, techstack, and emojis. These fields provide a structured overview of each repository.

Does the tool require a GitHub API token?

Yes, for the GitHub search to work, a GITHUB_TOKEN environment variable must be set. The token is used for authentication when querying the GitHub API.