Don't ask permission. Just do it.
Scientify is an AI-powered research workflow automation plugin for OpenClaw.
| 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. |
| 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 | Switch active project |
/project-delete | Delete a project |
| 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. |
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.
Research scaling laws for classical ML classifiers on Fashion-MNIST
Explore recent advances in protein folding and generate innovative research ideas
Survey the latest papers on vision-language models for medical imaging
/research-status
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