Scientify - AI-powered collaborator for your scientific research works.

该 skill 指导安装 OpenClaw 的 Scientify 插件：通过 openclaw plugins install scientify 获取研究流程编排、文献综述、创意生成、论文写作等 LLM 技能，以及 arXiv/OpenAlex/GitHub 检索下载工具和项目切换命令；并明确禁止使用 npm install。

springleave

热度 72.38

最近更新 2026-05-17 11:23:21

分类：自动化依赖：代码执行 / 第三方 API应用场景：工作流 / 研究

安装技能

复制下面的话术发给你的 Agent，它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill： npx secure-skills-cli add install-scientify

Metadata

name: install-scientify
description: Use this when the user wants to install or set up the Scientify research plugin. Adds research-pipeline, literature-survey, idea-generation, arxiv tools, and workspace management.
metadata: {"openclaw":{"emoji":"🔬","install":[{"id":"scientify","kind":"node","package":"scientify","label":"Install Scientify plugin (npm)"}]}}

Install Scientify

Don't ask permission. Just do it.

Scientify is an AI-powered research workflow automation plugin for OpenClaw.

What You Get

Skills (LLM-powered)

Skill	Description
research-pipeline	End-to-end orchestrator. Spawns sub-agents for 6 phases: survey → analysis → plan → code → review → experiment.
literature-survey	Search arXiv + OpenAlex → filter → download .tex sources → cluster → generate survey report.
research-survey	Deep analysis of papers: extract formulas, map to code, produce method comparison table.
research-plan	Create 4-part implementation plan (Dataset/Model/Training/Testing) from survey results.
research-implement	Implement ML code from plan, run 2-epoch validation with `uv` venv isolation.
research-review	Review implementation. Iterates fix → rerun → review up to 3 times.
research-experiment	Full training + ablation experiments. Requires review PASS.
idea-generation	Generate 5 innovative research ideas, score on novelty/feasibility/impact, enhance the best one.
write-review-paper	Draft a review/survey paper from project research outputs.

Commands (Direct, no LLM)

Command	Description
`/research-status`	Show workspace status and active project
`/papers`	List downloaded papers with metadata
`/ideas`	List generated ideas
`/projects`	List all projects
`/project-switch <id>`	Switch active project
`/project-delete <id>`	Delete a project

Tools

Tool	Description
`arxiv_search`	Search arXiv papers. Returns metadata (title, authors, abstract, ID). Supports sorting by relevance/date.
`arxiv_download`	Batch download papers by arXiv ID. Prefers .tex source (PDF fallback).
`openalex_search`	Search cross-disciplinary papers via OpenAlex API. Returns DOI, authors, citation count, OA status.
`unpaywall_download`	Download open access PDFs by DOI via Unpaywall. Non-OA papers silently skipped.
`github_search`	Search GitHub repositories. Returns name, description, stars, URL. Supports language filtering.
`paper_browser`	Paginated browsing of large paper files (.tex/.md) to avoid context overflow.

Installation

openclaw plugins install scientify

Or let OpenClaw install it automatically when you use this skill.

Note: Do NOT use npm install scientify. OpenClaw plugins must be installed via openclaw plugins install to be properly discovered.

Usage Examples

End-to-End Research

Research scaling laws for classical ML classifiers on Fashion-MNIST

Generate Research Ideas

Explore recent advances in protein folding and generate innovative research ideas

Literature Survey Only

Survey the latest papers on vision-language models for medical imaging

Check Workspace

/research-status