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Changelog

All notable changes to this project will be documented in this file.

The format is based on Keep a Changelog, and this project adheres to Semantic Versioning.

[1.1.0] - 2026-07-30

Added

  • FastMCP server (#15) — phil-mcp / philler[mcp] exposes Phil's imputation sweep pipeline as MCP tools for agents (Claude Desktop, Cursor, Gemini CLI, etc.).
  • Medical demo and covariate sampling (#15) — local demos/medical workflow, CovariateDistributionImputer, masked iterative imputer / domain-knowledge support, and MDS visualization of ECT descriptor space.
  • Declarative grid metadata and recommend_grid (#19) — GridMetadata for built-in grids, phil://docs/imputation-matrix resource, and a rule-based recommender with literature-guided sample budgets.

Changed

  • Installation docs and examples use pip install philler (#17).
  • Dev tooling upgraded to Ruff 0.16 with lint cleanup across phil/ (#19).

[1.0.1] - 2026-04-01

Fixed

  • Import enable_iterative_imputer at package level so multiprocessing workers (e.g. Windows) can construct IterativeImputer (#14, fixes #13).
  • Pin trailed>=0.1.1 and drop unused uv source configuration.

[1.0.0] - 2026-03-27

Changed

  • Rename Benson → Phil; PyPI package name is philler (import package remains phil) (#11).
  • Switch ECT backend to the Rust trailed package; reorganize gallery, imputation, magic, and transformer modules.

Pre-rename releases shipped as benson 0.1.0–0.1.5 in this repository and are not philler releases.