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🤖 — a tiny personal AI agent framework. Chat channels (Slack, Telegram, Discord, WhatsApp, …), memory, MCP, and an OpenAI-compatible API in one small Python core.

An AAS MCP adapter that exposes configured Asset Administration Shell APIs as Model Context Protocol tools, enabling LLM agents to interact with any AAS-compliant backend.

keep lean context through vfs context offloading

Portable multi-agent ultracode orchestration with a 3-agent adversarial debate that converges to unanimous consensus

LangChain and LangGraph integration for the Mnemosyne memory substrate. BaseChatMessageHistory, BaseMemory, and BaseRetriever adapters with hybrid BM25+vector recall, per-session thread tracking, automatic redaction, TTL support.

Official Python SDK for the Mnemosyne memory substrate. Sync and async clients, container-scoped storage, hybrid BM25+vector recall, full Pydantic type stubs. Talks to any Mnemosyne endpoint over HTTPS via httpx.

Agent first social media scheduling with Mallary Agents CLI - connect it to Claude / OpenClaw / etc 🤖