Is io.github.haiiibin/data-profiler-mcp safe to use?

io.github.haiiibin/data-profiler-mcp has no known CVEs as of the latest MCPpedia security scan. Authentication requirements were not detected automatically - check the project's documentation before connecting in a shared environment. Licensed under MIT.

How do I install io.github.haiiibin/data-profiler-mcp?

io.github.haiiibin/data-profiler-mcp supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can io.github.haiiibin/data-profiler-mcp do?

io.github.haiiibin/data-profiler-mcp provides 5 tools: Features, Install, Usage, Development, License. See the full tools list on the server page for descriptions and parameters.

What AI clients work with io.github.haiiibin/data-profiler-mcp?

io.github.haiiibin/data-profiler-mcp is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.

Is io.github.haiiibin/data-profiler-mcp actively maintained?

io.github.haiiibin/data-profiler-mcp is recently maintained - last commit was 35 days ago. It has 3 GitHub stars.

io.github.haiiibin/data-profiler-mcp

data-profiler-mcp

Profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents.

3 5 tools GitHub PyPI

No known CVEs

MIT license

Maintained

Last commit 35d ago

Works with most clients

Transport: stdio, http

5 tools · ~189 tok

Grade A · 0.1% of 200K ctx

MCPpedia last refreshed this data 23h ago

Edit this pageView history

io.github.haiiibin/data-profiler-mcp is an MCP server that profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents. Its tool list has not been published yet over stdio and http, requires no API key, and scores 82/100 on MCPpedia's security, maintenance and efficiency rubric.

Data AI / ML

Step 1

Install in your client

Config is the same across clients - only the file and path differ.

Supported in Claude Desktopstdio, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "data-profiler": {
      "command": "data-profiler-mcp"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-haiiibin-data-profiler-mcp)](https://mcppedia.org/s/io-github-haiiibin-data-profiler-mcp)

Read me

What io.github.haiiibin/data-profiler-mcp does

Profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents.

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked - your result helps other developers.

uvx 'data-profiler-mcp' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

Loading README…

Scored, not listed

Why this score

Five weighted categories - click any category to see the underlying evidence.

Score breakdown

82/100across 5 weighted dimensions

How we score →

0255075100

−18

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked data-profiler-mcp against OSV.dev.

Inventory

Tools (5)

Click any tool to inspect its schema.

~189 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience - it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is io.github.haiiibin/data-profiler-mcp safe to use?: io.github.haiiibin/data-profiler-mcp has no known CVEs as of the latest MCPpedia security scan. Authentication requirements were not detected automatically - check the project's documentation before connecting in a shared environment. Licensed under MIT.
How do I install io.github.haiiibin/data-profiler-mcp?: io.github.haiiibin/data-profiler-mcp supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.haiiibin/data-profiler-mcp do?: io.github.haiiibin/data-profiler-mcp provides 5 tools: Features, Install, Usage, Development, License. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.haiiibin/data-profiler-mcp?: io.github.haiiibin/data-profiler-mcp is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.
Is io.github.haiiibin/data-profiler-mcp actively maintained?: io.github.haiiibin/data-profiler-mcp is recently maintained - last commit was 35 days ago. It has 3 GitHub stars.

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Community

Discussion

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Edit this pageView history

Data AI / ML

Step 1

Install in your client

Config is the same across clients - only the file and path differ.

Supported in Claude Desktopstdio, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "data-profiler": {
      "command": "data-profiler-mcp"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/io-github-haiiibin-data-profiler-mcp)](https://mcppedia.org/s/io-github-haiiibin-data-profiler-mcp)

Read me

What io.github.haiiibin/data-profiler-mcp does

Profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents.

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked - your result helps other developers.

uvx 'data-profiler-mcp' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

README

data-profiler-mcp

An MCP server that lets an LLM understand any tabular data file: point it at a CSV, Parquet, Excel or JSON file and get schema, distributions, data-quality flags and dtype suggestions back as structured JSON.

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.

Works with Claude Desktop, Claude Code, Cursor, or any MCP-compatible client.

Features

Seven focused tools, all returning clean JSON:

Tool	What it does
`profile_dataset`	One-call overview: shape, memory, missing-value summary, duplicate rows, a per-column summary, and plain-language quality flags.
`preview_data`	The first / last / a random sample of `n` rows as real records.
`column_stats`	Deep dive on one column: full percentiles, skew/kurtosis, outliers (IQR), a histogram, or top values + string lengths for text.
`detect_quality_issues`	A data-quality audit: duplicates, high-missing and constant columns, numbers stored as text, mixed-type columns, whitespace padding, likely IDs, grouped by severity.
`suggest_dtypes`	Memory-saving / type-fixing recommendations (text to numeric, low-cardinality to `category`, integer/float downcasting) with estimated savings.
`compare_datasets`	Diff two files: added/removed columns, dtype changes, row-count delta, and per-column null-rate and mean side by side.
`correlation_matrix`	Correlations between numeric columns (Pearson / Spearman / Kendall): pairs ranked by strength, multicollinearity flags at \|r\| >= 0.9, and target-vs-rest ranking via `column`.

Supported formats: CSV, TSV, Parquet, Excel (.xlsx/.xls), JSON and JSON Lines. Large files are read up to a row cap and clearly flagged as sampled.

No dataset at hand? examples/sample.csv is a small sales export with deliberate quality issues (missing regions, a duplicate row, a constant column, whitespace padding) -- ask your assistant to "profile examples/sample.csv" and see what it flags.

Install

No install needed to try it: open the Glama server page and use Try in Browser to call the tools against a sandbox (the repo ships examples/sample.csv at /app/examples/sample.csv to profile).

Requires Python 3.10+.

Requires MCP Python SDK 2.x (mcp>=2,<3). SDK 1.x is feature-frozen upstream and no longer supported here; 0.3.0 is the last release that ran on it.

# with uv (recommended)
uv tool install data-profiler-mcp

... [View full README on GitHub](https://github.com/haiiibin/data-profiler-mcp#readme)

Loading README…

Scored, not listed

Why this score

Five weighted categories - click any category to see the underlying evidence.

Score breakdown

82/100across 5 weighted dimensions

How we score →

0255075100

−18

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked data-profiler-mcp against OSV.dev.

Inventory

Tools (5)

Click any tool to inspect its schema.

~189 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience - it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is io.github.haiiibin/data-profiler-mcp safe to use?: io.github.haiiibin/data-profiler-mcp has no known CVEs as of the latest MCPpedia security scan. Authentication requirements were not detected automatically - check the project's documentation before connecting in a shared environment. Licensed under MIT.
How do I install io.github.haiiibin/data-profiler-mcp?: io.github.haiiibin/data-profiler-mcp supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can io.github.haiiibin/data-profiler-mcp do?: io.github.haiiibin/data-profiler-mcp provides 5 tools: Features, Install, Usage, Development, License. See the full tools list on the server page for descriptions and parameters.
What AI clients work with io.github.haiiibin/data-profiler-mcp?: io.github.haiiibin/data-profiler-mcp is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.
Is io.github.haiiibin/data-profiler-mcp actively maintained?: io.github.haiiibin/data-profiler-mcp is recently maintained - last commit was 35 days ago. It has 3 GitHub stars.