Brownfield Python Packages

specfact-cli

AI-bloat defense CLI for Python teams: deterministic code review, cleanup forecasts, and spec/contract evidence for AI-assisted and brownfield delivery.

java-codebase-rag

A rag + rag-graph native code intelligence layer for Java microservice estates, exposed to LLM agents via the Model Context Protocol (MCP)

specleft

Turn your code in to specs. Spec driven framework with multi language support. Trace feature coverage as machine verifiable contracts for an AI agent — without BDD ceremony or framework lock-in.

inferspec

Development-Driven Spec (DDS) — reverse-infer OpenSpec specs from code + git history + docs. The inverse of SDD, for brownfield repos.