semcod

High-performance Python code flow analysis with NLP query processing - CFG, DFG, call graphs, and intelligent code queries

Goal - Automated git push with enterprise-grade commit intelligence, smart conventional commit generation based on deep code analysis, and interactive release workflow management.

curllm - Intelligent browser automation with local LLMs (Qwen, Llama, Mistral) for data extraction and form automation using a dynamic LLM-DSL architecture without hardcoded selectors.

Toonic — Universal TOON Format Platform for LLM-optimized file representations

Closed-loop automation across semcod/ repositories.

Reusable Python SDK for the NLP2DSL platform

Zero-config AI cost calculator per commit/model with liteLLM

NLP2CMD - Transforms natural language into domain-specific commands (SQL, Shell, Docker, Kubernetes) using a multi-layered detection pipeline and thermodynamic optimization.

A complete toolkit for validating LLM-generated code

SUMD - Structured Unified Markdown Descriptor for AI-aware project documentation

Code duplication analyzer and refactoring planner for LLMs

Regression Index — detect and measure code quality regressions between git versions

Text-interface LLM control plane for semcod/coru shell automation (pair with gillm for GUI).

✓ DoMD - Do Markdown Docs - automatically detect, run and show working commands in DONE.md and errors in TODO.md markdown files

Intelligent LLM model router driven by real code metrics — successor to preLLM

Cross-layer dependency correlation and safe refactoring planner for applications.

A Python package for musical string manipulation and analysis

Generate the next 10 project tasks from project state, git history and an LLM prompt.

Analyze test value, coverage, duplication, and generate LLM planfiles

WUP (What's Up) - Intelligent file watcher for regression testing in large projects