Search Results for "python tool"

...It originated as a clean-room reimplementation inspired by the architecture of Claude Code, aiming to replicate core concepts without using proprietary code. The project provides a Python-based foundation for experimenting with agent workflows, tool integration, and task execution pipelines. It emphasizes harness engineering—how agents are structured, how they interact with tools, and how they maintain context during execution. The system is being actively expanded, with a Rust-based runtime in development to improve performance and memory safety. ...

...It works with Claude Code, ChatGPT Codex, OpenCode, and Grok Build without requiring changes to established coding workflows. A local proxy compresses repetitive logs, structured data, and unnecessary tool output before forwarding requests to AI providers. Original content can be retrieved when needed to preserve context. The application manages an isolated Python runtime without modifying the system installation. Optional tools provide command output compression, document conversion, and codebase analysis. A dashboard displays token savings, usage statistics, and pipeline health. ...