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Conversational data discovery and analysis powered by LLMs.

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About GitHub

BambooAI is an open-source Python library that enables natural language-based data analysis using Large Language Models (LLMs). It allows users to interact with data through conversational queries, generating and executing Python code for analysis, visualization, and insight extraction. The tool supports both local datasets (e.g., CSV files) and external data sources/APIs, and includes a web UI and Jupyter notebook integration. It features an optional planning agent for complex tasks, self-healing error correction, custom ontology integration, vector database knowledge base, and in-context multimodal queries. Designed for data analysts and developers, BambooAI aims to streamline data discovery and analytical workflows.

Key Features

Natural language interface for data analysis
Web UI and Jupyter notebook support
Support for local and external datasets
Integration with internet searches and external APIs
User feedback during stream
Optional planning agent for complex tasks
Integration of custom ontologies
Code generation for data analysis and visualization
Self-healing/error correction
Custom code edits and code execution

Pros & Cons

Pros
  • Open source and free to use (requires own LLM API key)
  • Supports both local and external data sources
  • Includes a web UI and Jupyter integration for flexible usage
  • Self-healing mechanism automatically corrects errors in generated code
  • Optional planning agent breaks down complex queries
Cons
  • Requires an external LLM API (e.g., OpenAI) which incurs usage costs
  • Experimental tool; may have reliability limitations
  • Performance depends on the underlying LLM model quality

Best For

Interactive data exploration and visualizationMachine learning model building and prediction (e.g., Titanic survival)Sports data analysis with natural language queriesAutomated report generation from structured datasetsAd-hoc data queries without SQL or Python coding

FAQ

What does BambooAI require to run?
It requires Python and an LLM API key (e.g., OpenAI) configured via environment variables.
Can BambooAI work with external data sources?
Yes, it can fetch data from external sources and APIs, as well as local datasets like CSV files.
Does BambooAI have a graphical interface?
Yes, it provides a web UI and also supports Jupyter notebooks.