agentmako: agentmako is a local-first codebase intelligence engine for AI coding tools. It provides a typed MCP toolset for understanding a project before editing, indexing repos, building SQLite-backed facts, tracking diagnostics and review notes, and returning structured context packets. It aims to help agents answer questions like 'What files matter? What routes, symbols, tables, diagnostics, and prior findings are relevant?'; Auto-claude-code-research-in-sleep: Auto-claude-code-research-in-sleep (ARIS) is a set of custom Claude Code skills for autonomous ML research workflows. It orchestrates cross-model collaboration, with Claude Code executing research tasks and an external LLM (like GPT-5.4) critically reviewing. This system can autonomously discover ideas, run experiments, and write/refine research papers, allowing researchers to wake up to ready-to-submit results.
Codebase understanding before editing
Explore new research areas and discover novel ideas through literature surveys and brainstorming.