Stats Compass vs Markdownify MCP

A side-by-side look at the Stats Compass and Markdownify MCP MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Stats Compass logoStats CompassData Science Tools · Local subprocess (stdio)50+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows45FairAuth: no auth requiredMarkdownify MCP logoMarkdownify MCPData Science ToolsAn MCP server to convert almost any file or web content into Markdown56GoodAuth: no auth required

Verdict: choose Stats Compass for data science tools work as a local process; choose Markdownify MCP for data science tools. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Stats Compass logoChoose Stats Compass when

  • You need dedicated capabilities in the Data Science Tools domain.
  • You prefer a local stdio subprocess transport.
  • Its auth model fits you: No auth required.
  • You have the keys it needs: STATS_COMPASS_PORT, STATS_COMPASS_SERVER_URL, STATS_COMPASS_MAX_UPLOAD_MB.
Explore Stats Compass

Markdownify MCP logoChoose Markdownify MCP when

  • You need dedicated capabilities in the Data Science Tools domain.
  • Its auth model fits you: No auth required.
  • You have the keys it needs: MARKITDOWN_PATH, REPOMIX_PATH, MD_ALLOWED_PATHS, MD_SHARE_DIR.
  • You want tools like youtube-to-markdown, pdf-to-markdown, bing-search-to-markdown.
Explore Markdownify MCP

Feature & specification comparison

Rows where the two servers differ are marked.

SpecStats Compass logoStats CompassMarkdownify MCP logoMarkdownify MCP
CategoryData Science ToolsData Science Tools
Quality signal45/100 · Fair56/100 · Good
Install commandConfirmedNot confirmed yet
TransportLocal subprocess (stdio)—
AuthNo auth requiredNo auth required
PricingFreeFree
Required env varsSTATS_COMPASS_PORTSTATS_COMPASS_SERVER_URLSTATS_COMPASS_MAX_UPLOAD_MBMARKITDOWN_PATHREPOMIX_PATHMD_ALLOWED_PATHSMD_SHARE_DIR
Verified ownerCommunity listingCommunity listing
GitHub stars172,996
Directory activity 5 views 0 installs 0 upvotes 4 views 0 installs 0 upvotes
ToolsNot listed10

Tools & capabilities

Stats Compass tools

No tool names declared yet. Check the project README from the listing page.

Markdownify MCP tools 10

  • youtube-to-markdownConvert YouTube videos to Markdown
  • pdf-to-markdownConvert PDF files to Markdown
  • bing-search-to-markdownConvert Bing search results to Markdown
  • webpage-to-markdownConvert web pages to Markdown
  • image-to-markdownConvert images to Markdown with metadata
  • audio-to-markdownConvert audio files to Markdown with transcription
  • docx-to-markdownConvert DOCX files to Markdown
  • xlsx-to-markdownConvert XLSX files to Markdown
  • pptx-to-markdownConvert PPTX files to Markdown
  • get-markdown-fileRetrieve an existing Markdown file. File extension must end with: *.md, *.markdown.

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Stats Compass

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "stats-compass": {
      "command": "uvx",
      "args": [
        "stats-compass-mcp"
      ],
      "env": {
        "STATS_COMPASS_PORT": "YOUR_STATS_COMPASS_PORT_HERE",
        "STATS_COMPASS_SERVER_URL": "YOUR_STATS_COMPASS_SERVER_URL_HERE",
        "STATS_COMPASS_MAX_UPLOAD_MB": "YOUR_STATS_COMPASS_MAX_UPLOAD_MB_HERE"
      }
    }
  }
}

Markdownify MCP

No confirmed install command for Markdownify MCP yet — follow the setup steps linked from its listing page rather than a guessed package name.

Frequently asked questions

Stats Compass is categorized under Data Science Tools and uses a local stdio subprocess. Markdownify MCP belongs to Data Science Tools and uses an install path we have not confirmed yet. Pick Stats Compass for data science tools work and Markdownify MCP for data science tools.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client. Markdownify MCP has no confirmed install command yet — follow its own setup instructions.

Stats Compass is listed as free. Auth: no auth required. Markdownify MCP is listed as free. Auth: no auth required. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add stats-compass and zcaceres-markdownify-mcp as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Stats Compass has a quality signal of 45/100 (Fair) with 5 views, 0 installs and 17 GitHub stars. Markdownify MCP has 56/100 (Good) with 4 views, 0 installs and 2,996 GitHub stars.