Product direction

Featuresmith roadmap

The core profiling, validation, CLI, and Python SDK are ready for v0.1.0. Later phases are intentionally marked as planned rather than presented as current capability.

Phase 0 & 1

done

Foundations & Core MVP

- Core Dataset schema abstractions and explicit loading registry
- Connectors for CSV, Parquet, Excel, pandas, and Polars DataFrames
- Deterministic Profiling Engine with Cap-controlled correlation matrix
- Deterministic Rule Engine with 8 seed quality & leakage rules
- CLI analyze command with table/json formatting and exit-code gating

Phase 2 & 3

in progress

AI Narration & Interactive Chat

- AI Provider protocol supporting Ollama (local), OpenAI, and Anthropic
- Plain-language dataset narration and recommendation ranking
- Interactive AI Chat Session grounded entirely in computed ProfileResult
- Zero network-fallback template mode when no LLM provider is active

Phase 4 & 5

planned

Export Layer & Dashboard UI

- Export code-generators for sklearn Pipelines and Jupyter Notebooks
- HTML static report generation with declarative chart specs
- Streamlit Dashboard for interactive browser-based uploads, charts, and chat
- SQL database connectors with profile pushdown capabilities

Phase 6 & 7

future

Plugin Ecosystem & Editor Extensions

- Dataset diffing and distribution drift detection across snapshots
- Plugin cookiecutter templates for community rules, connectors, and exporters
- VS Code extension for inline data profiling & interactive chat in-editor
- Feature store exports (Feast schemas)

View v0.1.0 release status