automation

SciLink: Accelerate scientific research with LLM-driven automation

Name: SciLink: Accelerate scientific research with LLM-driven automation
Author: ziatdinovmax

SciLink lets founders automate complex materials and simulations workflows using Python agents, streamlining experiments and data analysis for R&D teams.

From the repo · “LLM-powered agents for scientific research automation”

96 stars23 forksPythonGuide quality 8/10 · reviewed Oct 17Updated 10/22/2026100% free · open source

What it does

SciLink automates scientific research tasks in materials science and related fields using LLM-powered agents, streamlining the research process for founders.

When to use it

•When needing to automate data extraction from scientific papers
•When requiring assistance with materials science research tasks such as data analysis and visualization
•When looking to leverage AI for hypothesis generation and experimentation design

Ready-to-paste prompt

python sciLink.py -t 'Generate a research paper summary on the topic of nanomaterials' -m 't5-small'

Heads up: Ensure you have the required Python version (>=3.8) and necessary dependencies installed, as specified in the 'requirements.txt' file, to avoid compatibility issues

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/scilink && curl -fsSL https://workflowstacks.com/api/skills/scilink/claude-skill -o ~/.claude/skills/scilink/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/scilink && curl -fsSL https://workflowstacks.com/api/skills/scilink/claude-skill -o ~/.claude/skills/scilink/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

ziatdinovmax

Language

Python

Do this with a working workflow

Pages we wrote and tested that put a skill like this to work — importable n8n templates, outcome guides and Claude Desktop configs.

Outcome guide

Prep for sales objections before every call

List your upcoming deals with a little context, and the workflow builds a prep card per deal: the 3 objections you’re most likely to hear, an honest response to each, and one sharp question to ask.