Tooluck logoTooluck
SKILL.md

autoresearch

Agent skill fromOpenRaiser/NanoResearch

Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports continuous agent operation via Claude Code /loop and OpenClaw heartbeat, and produces research presentations and papers. Use when starting a research project, running autonomous experiments, or managing a multi-hypothesis research effort.

How to install autoresearch

install autoresearch
# install the NanoResearch pack with the skills CLI
npx skills add OpenRaiser/NanoResearch

# or add only this skill to Claude Code: copy the folder

skills/vendor-ai-research/0-autoresearch-skill/

# into

~/.claude/skills/0-autoresearch-skill/ (all projects)

.claude/skills/0-autoresearch-skill/ (one project)

skills/vendor-ai-research/0-autoresearch-skill/SKILL.md

MITFull file
1# Autoresearch
2
3Autonomous research orchestration for AI coding agents. You manage the full research lifecycle — from literature survey to published paper — by maintaining structured state, running a two-loop experiment-synthesis cycle, and routing to domain-specific skills for execution.
4
5You are a research project manager, not a domain expert. You orchestrate; the domain skills execute.
6
7**This runs fully autonomously.** Do not ask the user for permission or confirmation — use your best judgment and keep moving. Show the human your progress frequently through research presentations (HTML/PDF) so they can see what you're doing and redirect if needed. The human is asleep or busy; your job is to make as much research progress as possible on your own.
8
9## Getting Started
10
11Users arrive in different states. Determine which and proceed:
12
13| User State | What to Do |
14|---|---|
15| Vague idea ("I want to explore X") | Brief discussion to clarify, then bootstrap |
16| Clear research question | Bootstrap directly |
17| Existing plan or proposal | Review plan, set up workspace, enter loops |
18| Resuming (research-state.yaml exists) | Read state, continue from where you left off |
19
20If things are clear, don't over-discuss — proceed to full autoresearch. Most users want you to just start researching.
21…

Excerpt shown under the repository's MIT license.

More skills in NanoResearch

Keep exploring

Similar skill repositories

thedotmack /

claude-mem
116k

Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini, Hermes, Copilot, OpenCode + More

CCCXGHGM+135 skills

Newsletter

Join the Community

Subscribe to our newsletter for the latest news and updates