antvis/AVA

Health v2 · maintenance only

Adoption not part of the score

1499 stars · 154 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

AVA is an AI-native visual analytics framework from AntV that lets users load data (CSV, JSON, URL), query it in natural language, and get LLM-powered analysis with generated chart visualizations. It runs in both browser and Node.js, automatically switching between in-memory processing and SQLite based on data size.

Use cases

• ask questions about my data in natural language
• automatically generate charts from a csv file
• recommend the best chart type for my dataset
• build an ai agent that analyzes spreadsheets
• turn raw data into visualizations with an llm
• auto-insight discovery for data analysis

When to choose

• you want LLM-driven data analysis and chart generation in JavaScript/TypeScript
• you need natural-language querying over CSV/JSON data in browser or Node.js
• you want automated chart recommendation and narrative visualization

When to avoid

• you need a pure rule-based charting library without LLM dependencies
• you require offline analysis with no API key or LLM access
• you need a full BI dashboard platform rather than a developer framework

Facets

framework · maturity active

data-visualization charts nlp llm-inference rag data-science data-visualization artificial-intelligence large-language-models data-science analytics browser cross-platform ai-native augmented-analytics chart-recommendation auto-insight narrative-charts natural-language-querying antv nodejs typescript

Member repositories

For agents

markdown · JSON · MCP: product_card(name="antvis/AVA")