About haiiibin/data-profiler-mcp
haiiibin/data-profiler-mcp is an MCP server published by haiiibin in the Files category: mcp`.
The repository has 3 stars and 0 forks, with the last commit 16 days ago. Recent commit activity is the strongest signal that reported issues will get attention.
Install
From source
git clone https://github.com/haiiibin/data-profiler-mcpThis server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.
Tools (7)
column_statsDeep dive on one column: full percentiles, skew/kurtosis, outliers (IQR), a histogram, or top values + string lengths for text.
Parameters not published.
compare_datasetsDiff two files: added/removed columns, dtype changes, row-count delta, and per-column null-rate and mean side by side.
Parameters not published.
correlation_matrixCorrelations between numeric columns (Pearson / Spearman / Kendall): pairs ranked by strength, multicollinearity flags at \
Parameters not published.
detect_quality_issuesA data-quality audit: duplicates, high-missing and constant columns, numbers stored as text, mixed-type columns, whitespace padding, likely IDs, grouped by severity.
Parameters not published.
preview_dataThe first / last / a random sample of `n` rows as real records.
Parameters not published.
profile_datasetOne-call overview: shape, memory, missing-value summary, duplicate rows, a per-column summary, and plain-language quality flags.
Parameters not published.
suggest_dtypesMemory-saving / type-fixing recommendations (text to numeric, low-cardinality to `category`, integer/float downcasting) with estimated savings.
Parameters not published.
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