rewoo

Production-Ready LLM Agent SDK for Every Developer

ChatCLI is a command-line application that utilizes LLMs—such as those from Anthropic, OpenAI, and others—to facilitate interactive conversations within the terminal. At its core, it features a specialized agent and tools that provide unique expertise.

Composable reasoning agent library in Python. Swap LLMs, reasoning strategies, memory backends and tool providers, with just-in-time tool loading.

QnA AI webapp using @CopilotKit [Quira Quest 24]

Open, inspectable multi-agent research workbench: Supervisor → Planner(ToT) → parallel Researchers(ReWOO) → Critic → footnoted Writer, with trajectory + faithfulness eval.

LangGraph implementation of ReWOO: Reasoning Without Observation framework

Every major agentic architecture side by side on one tiny framework-free Python runtime: ReAct, ReWOO, Reflexion, LATS, plan-and-execute, routing, supervisor, swarm, debate, human-in-the-loop, memory, agentic RAG. Traced, budgeted, tested; runs locally on ollama.

Automated Quality Controls Framework Research

ReAct and ReWOO notebook experiments for CV extraction and job-posting analysis using LangGraph and OpenAI.

Skip the ReWOO planner on short queries; empty plans fall through to your tool loop instead of ReAct N+1.

Planning agents in LangGraph: planner → create_agent executor → replanner with budgets, plus ReWOO and LLMCompiler-lite (parallel DAG), human plan approval via interrupt(). Runs 100% locally on ollama.