ChatGPT for the sketchy parts of the internet
Robin wraps dark-web search engines in LLM reasoning so analysts don't drown in Tor noise.

What it does Robin is a Streamlit app that routes dark-web search queries through Tor, then uses an LLM to refine the query, filter the results, and summarize findings into a readable investigation report. It saves sessions to disk for later review.
The interesting bit The architecture is deliberately modular: search, scrape, and LLM stages are separate, so you can swap in a local Ollama model or a remote Claude endpoint without touching the Tor plumbing. That matters because sending sensitive OSINT queries to third-party APIs is a compliance nightmare the README explicitly warns about.
Key highlights
- Supports OpenAI, Claude, Gemini, Ollama, Groq, LM Studio, or any OpenAI-compatible API
- Runs in Docker with Tor bundled; persists investigations across restarts via volume mount
- Streamlit UI with a “Past Investigations” sidebar for continuity
- Extensible: new search engines or output formats plug into the workflow
- Inspired by Thomas Roccia’s “Perplexity of the Dark Web” demo
Caveats
- Requires a running Tor instance; the tool does not handle Tor setup automatically
- LLM filtering happens server-side over third-party APIs, so sensitive queries leave your network unless you use a local model
Verdict Security researchers and law-adjacent investigators who need structured dark-web recon without manual Tor browsing will save time. Privacy purists running everything air-gapped will still need to wire up local LLMs carefully.
Frequently asked
- What is apurvsinghgautam/robin?
- Robin wraps dark-web search engines in LLM reasoning so analysts don't drown in Tor noise.
- Is robin open source?
- Yes — apurvsinghgautam/robin is open source, released under the MIT license.
- What language is robin written in?
- apurvsinghgautam/robin is primarily written in Python.
- How popular is robin?
- apurvsinghgautam/robin has 6k stars on GitHub and is currently holding steady.
- Where can I find robin?
- apurvsinghgautam/robin is on GitHub at https://github.com/apurvsinghgautam/robin.