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Research · open source

Available · MIT licence

BeHive

A research engine for gathering information and organizing knowledge. Open source under the MIT licence.

A product developed by QA10

From problem to product

Meet BeHive.

BeHive is our open-source engine for in-depth research. It helps turn a question and source material into organized knowledge. The package is available on PyPI; setup instructions and documentation are on the product website.

Python 3.10+ · configure your model provider using the documentation
pip install behive

Requirements and releases on PyPI
  1. Source research

    BeHive examines source material as part of an in-depth research process.

  2. Claims and connections

    The engine evaluates claims and reveals connections between information to support further analysis.

  3. Your model, open code

    Use your own language model. The Python package is available under the MIT licence.

BeHive in action

From sources to structured knowledge.

Watch BeHive working in the terminal: finding sources, processing information, synthesising findings and preparing outputs. Play the recording; full screen makes the smaller text easier to read.

A silent recording with an English interface. On-screen figures belong to this example run.

Open the MP4 recording
SCOUT finds sources, and HARVEST retrieves documents. PROCESS extracts claims and entities, scores them and removes duplicates. SYNTHESIZE connects findings into a report and knowledge graph. The final screen shows the summary and Markdown and JSON outputs. Output quantity and quality depend on the query and sources.