Data Profiler MCP

Stop pasting df.head() and df.info() into chat. Ask your assistant "profile sales.csv" and it reads the file itself, then tells you what is in it, what is wrong with it, and how to load it more efficiently. It runs locally over stdio via the published package.

People connecting data & analytics tools to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-08-22 · ★ 2 · #21 OF 75 MAINTAINED DATA & ANALYTICS · VERIFIED 2026-08-25

MIT · Python servers · how we verify → /methodology

01 · Install Data Profiler MCP

Claude Code

claude mcp add haiiibin-data-profiler-mcp -- uvx data-profiler-mcp

Claude Desktop / Cursor / VS Code - add to config

{
  "mcpServers": {
    "haiiibin-data-profiler-mcp": {
      "command": "uvx",
      "args": [
        "data-profiler-mcp"
      ]
    }
  }
}

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

repo age created 2026-07-11 - young repo, little track record yet

license MIT - declared in the repository

pypi package data-profiler-mcp - check the name against the project README before installing (PyPI has no namespace ownership)

registry namespace io.github.haiiibin is GitHub-verified and matches the repo owner

03 · What Data Profiler MCP can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Latest releases

v0.3.0 · 2026-08-14

New tool: correlation_matrix. Pairwise correlations across numeric columns (Pearson / Spearman / Kendall), pairs ranked by absolute strength, multicollinearity flags at |r| >= 0.9, optional target-vs-rest ranking via…

v0.2.0 · 2026-07-29

MCP SDK 2.x support: the server imports MCPServer on SDK 2.x and falls back to FastMCP on SDK 1.x; dependency pin widens to mcp>=1.2.0,<3. Tested against both SDK lines (39 tests green on each). · Also adds…

v0.1.4 · 2026-07-29

pin mcp>=1.2.0,<2. · MCP Python SDK 2.0 (released 2026-07-27) removed the mcp.server.fastmcp import path (FastMCP is now mcp.server.mcpserver.MCPServer), so fresh installs resolving mcp==2.0.0 crashed on startup.…

04 · Who maintains Data Profiler MCP

data-profiler-mcp is maintained by haiiibin. We track 2 MCP servers from haiiibin - 2 actively maintained, 2 combined GitHub stars, oldest repo from Jul 2026.

05 · Facts

repository: github.com/haiiibin/data-profiler-mcp
category: data & analytics - ranked #21 of 75 actively-maintained data & analytics servers as of 2026-08-25.
release cadence: 5 releases in the last 90 days (latest 2026-08-14)
registry: io.github.haiiibin/data-profiler-mcp (active, first published 2026-07-22 · 5 versions)
packages: pypi:data-profiler-mcp

06 · Data Profiler MCP FAQ

What is Data Profiler MCP?

Is Data Profiler MCP still maintained?

Yes - as of 2026-08-25, its last commit was 2026-08-22 and it shipped 5 releases in the last 90 days. We re-verify nightly.

How do I install Data Profiler MCP?

Run `uvx data-profiler-mcp`. You can also paste the ready-made client config above.

Does Data Profiler MCP run locally?

Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Data Profiler MCP

Alternatives to Data Profiler MCP

Maintained data & analytics servers if Data Profiler MCP isn't the fit.

Pairs well with

Servers that cover what Data Profiler MCP doesn't - only shown when the pairing reason fits the companion.

More data & analytics MCP servers · Horizun PBI MCP · Druid MCP Server · MTG MCP Server · jDataMunch MCP

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