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

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

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

Closed-loop automation across semcod/ repositories.

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

     

Initialize semcod MCP stack integration for Cursor, VS Code, Claude and other IDEs — init, doctor, validate, analyze.

WUP Browser Dashboard — FastAPI backend for WUP regression watcher

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

Visual Intent Contract Orchestrator: freeze project slices, evolve capsules, verify intent contracts.

Progressive algorithmization toolchain — from LLM to deterministic code, from proxy to tickets

Generate environment maps (services, artifacts, env vars) for LLM decision-making

Weekly

GUI Control Plugin with NLP & Intent Contracts

Image to Layout — screenshot OCR and semantic UI reconstruction

High-performance Python code flow analysis with optimized TOON format - CFG, DFG, call graphs, and intelligent code queries

Static-analysis documentation generator for project portfolios — WordPress-ready markdown articles without LLM