{"repo":"electronick1/LLAssembly","free":true,"listed":false,"github":"https://github.com/electronick1/LLAssembly","clone":"git clone https://github.com/electronick1/LLAssembly.git","description":"Tool calls orchestration library for LLM agents","language":"Python","stars":16,"topics":["llm","orchestration","tools"],"license":"MIT","category":"workflow-automation","readme_excerpt":"About LLAssembly is a tool-orchestration library for LLM agents. Rather than having the LLM invoke tools repeatedly in a fixed sequence, LLAssembly asks the model to write complete execution plan up-front that includes conditionals, loops, and state tracking in assembly-like program that then initiates tools during emulation process, enabling complex control flow within a single agent invocation. Below is an updated version of the diagram from the official LangChain documentation, extended with the LLAssembly execution plan: Diagram (click to expand) Currently following libs/frameworks supported: - LangChain - LangGraph - PydanticAI - WIP - Any other Agent tool Anthropic and PydanticAI focusing on generating Python code to orchestrate tool calls. However, running arbitrary Python code generated by LLMs for orchestration could be unsafe (as in Anthropic’s approach), and emulating Python in Rust to solve that (as Pydantic does) is complex. LLAssembly offers a simpler solution to the tool call orchestration problem. Assembly getting things done orchestrating tool calls and it's not hard to emulate it in a strict and controlled environment on python. ⚠️ Work in progress! LLAssembly is under active development, some parts not tested well and could be unstable. Feedback and PRs are welcome. If you hit issues, please open a ticket. Use Cases Invoked prompt on python (click to expand) Assembly-based execution plan generated by gpt-oss:20b (click to expand) LLAssembly was originally d","default_branch":null,"files":null,"tree":[],"storefront":"/r/electronick1","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/electronick1/LLAssembly/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}