PythonClaw and openclaw-agents
These two tools are complements: ericwang915/PythonClaw is a reimplementation of the core OpenClaw framework in Python, while being-gojo/openclaw-agents is a multi-agent initialization tool designed to deploy multiple agents based on the OpenClaw framework.
About PythonClaw
ericwang915/PythonClaw
OpenClaw reimagined in pure Python — autonomous AI agent with memory, RAG, skills, web dashboard, voice input, daemon, and multi-channel support.
Implements a hybrid RAG system combining BM25 lexical search with dense embeddings and reciprocal rank fusion, plus LLM-based re-ranking for semantic relevance. Built on provider-agnostic LLM abstraction supporting DeepSeek, Claude, Gemini and OpenAI-compatible APIs, with persistent markdown-based memory, three-tier progressive skill loading from ClawHub marketplace, and concurrent multi-channel support (CLI, web, Telegram, Discord, WhatsApp) via daemon mode with per-session isolation and concurrency locks.
About openclaw-agents
being-gojo/openclaw-agents
Deploy multiple AI agents simultaneously in chat groups with a single command using OpenClaw's easy multi-agent initialization tool.
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