PyScrappy
Self-healing web scraping for AI agents, plus an MCP server.
The collaborative spreadsheet for building AI apps, cell by cell.
JamAIBase is an open-source automation project by EmbeddedLLM (EmbeddedLLM/JamAIBase on GitHub). It has 1,102 GitHub stars and 48 forks, is released under the Apache-2.0 license, and was last updated on GitHub on 24 September 2026.
Decide what you want the project to do before installing anything.
Grab the source and skim the README for setup requirements.
Install dependencies and add any API keys or settings it needs.
Launch it and follow the example workflow from the docs.
Retrieval-augmented generation over your own documents.
A responsive interface built with current web tech.
Automate recurring scraping and data jobs.
Built to survive site changes and bot filters.
Deploy with containers in minutes.
Inspect and extend every part of the pipeline.
Download the source and move into the project folder.
git clone https://github.com/EmbeddedLLM/JamAIBase.git
cd JamAIBaseCreate a virtual environment and install the requirements.
python3 -m venv .venv && source .venv/bin/activate
pip install -r requirements.txtStart the app or CLI and follow the README examples.
python main.py --helpIt is an open-source project at EmbeddedLLM/JamAIBase with 48 forks. Check the repoβs contributors and recent commits to judge how active maintenance is.
Yes. It is Apache-2.0 licensed, so commercial use is allowed with attribution and license notices.
Basic setup is config-driven, but custom scrapers and pipelines benefit from some Python.
It includes stealth techniques, but no tool guarantees success against every site β respect robots.txt and terms of service.
Yes, most setups support cron-style scheduling or webhook triggers.
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