The Agency (agency-agents) is an open-source project by msitarzewski, offering a collection of meticulously crafted AI agent personalities designed to optimize workflows as specialized AI experts. Each agent possesses deep domain expertise (e.g., frontend development, backend architecture, UX research, PPC strategy), a unique personality, defined processes, and measurable deliverables. Far from generic prompt templates, these are production-ready solutions that integrate seamlessly with various development tools like Claude Code, Gemini CLI, and OpenClaw, enabling users to efficiently automate tasks as if having a dedicated, always-on AI specialist team.
Paper2Code is a tool powered by PaperCoder, a multi-agent Large Language Model (LLM) system, designed to automate the generation of executable code repositories directly from machine learning scientific papers. It employs a three-stage pipeline—planning, analysis, and code generation—each managed by specialized agents. This method has shown superior performance on Paper2Code and PaperBench benchmarks, producing faithful and high-quality implementations, supporting both OpenAI API and open-source models via vLLM.
AutoResearchClaw is an autonomous research agent framework within the OpenClaw ecosystem that transforms research ideas into conference-ready papers. It features an end-to-end 23-stage pipeline covering literature review, hardware-aware sandbox experiments, and LaTeX drafting. Key capabilities include a Human-in-the-Loop (HITL) Co-Pilot system with 6 intervention modes, anti-hallucination citation verification, and self-evolving learning via MetaClaw integration. It supports various LLM backends and integrates with messaging platforms through OpenClaw.