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feat: add new MCP tools and export compression_stats#6

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feat/mcp-tools
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feat: add new MCP tools and export compression_stats#6
Anarkitty1 wants to merge 1 commit intomasterfrom
feat/mcp-tools

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Summary

  • Add new MCP tools for enhanced semantic analysis:
    • describe_dataframe: Multi-column analysis with correlation detection
    • describe_correlations: Cross-column relationship analysis
    • compression_stats: Token compression metrics
  • Export compression_stats from main package
  • Add tests for new MCP tools
  • Add validate_compression.py script for compression validation

Test plan

  • Run uv run pytest to verify all tests pass
  • Test new MCP tools with Claude Code

🤖 Generated with Claude Code

MCP tools added:
- describe_dataframe: Multi-column analysis with correlation detection
- describe_correlations: Cross-column relationship analysis
- compression_stats: Token compression metrics

Also:
- Export compression_stats from main package
- Add tests for new MCP tools
- Add validate_compression.py script

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
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