In simple English
This tool writes deep research reports about companies for you. You type in a company name, and it searches the web and reads articles. Then it writes a structured summary about the business, its finances, and recent news. You can read the report in your web browser and save it as a PDF file. It costs money for the web searches and the language model calls you use.
What it is
An automated research assistant that uses multiple AI agents to gather, verify, and summarize information about any company. It combines a Python backend with a React web interface.
What it is good for
Solo builders who need to research competitors, potential investors, or target customers without spending hours reading web pages by hand.
- Builds complete, source-backed company reports automatically.
- Includes a clean web interface with live progress updates.
- Supports a wide range of language models through OpenRouter (a service that lets you use many different AI models with one account).
- Requires technical knowledge to set up and run multiple local services.
- Needs paid API keys for web search and language models to function.
- Uses significant memory and processing power when running local database containers and AI agent loops.
Manual web searches, note-taking, and putting together company profile documents by hand.
MongoDB (a document database used to save reports and job history over time).
- assafelovic/gpt-researcher30k stars
Runs autonomous multi-agent research on any topic, whereas this tool focuses specifically on company due diligence.
- dbeaver/dbeaver52k stars
A free desktop program that connects to more than a hundred kinds of database and lets you browse and edit them.
- dimitri/pgloader6.5k stars
Loads data into PostgreSQL from other databases and from files, keeping going when individual rows fail.
python -m venv .venv source .venv/bin/activate pip install -r requirements.txt cp .env.example .env