nano-scientist
Autonomous research pipeline producing peer-reviewed PDF papers
All Skills in This Repository (12)
Pure Emerald Level Indicatorsexperiment-pipeline
Coordinate four-stage research experiments with budgets and diagnostic gates.
study-workflow
Generate a two-lane Research and Writing workflow diagram from a study draft.
paper-planning
Plan academic papers with a four-step workflow covering story, experiments, figures, and timeline.
paper-review
Assists in self-reviewing academic paper drafts with structured checklists and feedback.
paper-navigator
Search academic papers across Semantic Scholar, arXiv, GitHub, and HuggingFace.
evo-memory
Retrieve top-k entries from ideation and experimentation memory stores using cosine similarity.
research-survey
Generate taxonomy-based literature survey reports from collected papers.
experiment-iterative-coder
Automates iterative code refinement with ruff linting and pytest testing.
paper-rebuttal
Diagnose peer-review feedback and structure a targeted author rebuttal.
research-ideation
Orchestrate research ideation from goal definition to top-3 directions.
experiment-craft
Diagnose and iterate on experiments with a five-step debugging workflow and structured logs.
paper-writing
Draft academic paper sections using an 11-step process with LaTeX templates.
Frequently Asked Questions
FAQPage SchemaHow to install nano-scientist?โผ
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?โผ
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?โผ
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?โผ
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?โผ
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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