AI4ScientistAI4ScientistOfficialยท12 Agent Skills Included

nano-scientist

Autonomous research pipeline producing peer-reviewed PDF papers

Turns a research topic and a dollar budget into a compiled academic paper through literature review, experimentation, writing, and LaTeX compilation loops. Eliminates manual literature searching, citation formatting, proof checking, and PDF debugging across 87 modular research skills. Covers the full lifecycle from idea discovery and experiment planning to posters, slides, rebuttals, and patent drafting.
npx skills add AI4Scientist/nano-scientist --all -g -y
Available:

Instructs the agent on how to run the four-stage research pipeline, manage budget-based loop termination, and route work through the 87 lazy-loaded skills in this repository.

All Skills in This Repository (12)

Pure Emerald Level Indicators
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experiment-pipeline

Coordinate four-stage research experiments with budgets and diagnostic gates.

Official
Advanced
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study-workflow

Generate a two-lane Research and Writing workflow diagram from a study draft.

Official
Intermediate
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paper-planning

Plan academic papers with a four-step workflow covering story, experiments, figures, and timeline.

Official
Advanced
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paper-review

Assists in self-reviewing academic paper drafts with structured checklists and feedback.

Official
Advanced
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paper-navigator

Search academic papers across Semantic Scholar, arXiv, GitHub, and HuggingFace.

Official
Advanced
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evo-memory

Retrieve top-k entries from ideation and experimentation memory stores using cosine similarity.

Official
Advanced
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research-survey

Generate taxonomy-based literature survey reports from collected papers.

Official
Advanced
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experiment-iterative-coder

Automates iterative code refinement with ruff linting and pytest testing.

Official
Advanced
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paper-rebuttal

Diagnose peer-review feedback and structure a targeted author rebuttal.

Official
Advanced
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research-ideation

Orchestrate research ideation from goal definition to top-3 directions.

Official
Advanced
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experiment-craft

Diagnose and iterate on experiments with a five-step debugging workflow and structured logs.

Official
Advanced
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paper-writing

Draft academic paper sections using an 11-step process with LaTeX templates.

Official
Advanced

Frequently Asked Questions

FAQPage Schema
How to install nano-scientist?โ–ผ

Run `npx skills add AI4Scientist/nano-scientist --all -g -y` in your terminal to install all skills in this suite globally.

How does nano-scientist control research costs?โ–ผ

You set a dollar budget upfront, and each loop terminates when the quality gate is met or the remaining budget falls below configurable thresholds, so spending never exceeds your limit.

What does nano-scientist produce from a topic?โ–ผ

It outputs a full LaTeX paper with verified BibTeX citations, figures, experiment artifacts, and a compiled PDF, plus cost and execution logs for every step.

Can nano-scientist verify proofs and citations?โ–ผ

Yes. Dedicated skills run cross-model proof verification, claim-to-evidence audits, and citation checks against DBLP and CrossRef to catch hallucinated references.

Does nano-scientist support posters, slides, and patents?โ–ผ

Yes. Beyond papers, it includes skills for conference posters, talk slides with speaker notes, rebuttals, grant proposals, and full patent drafting for CN, US, and EP jurisdictions.

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