iDC-NEU/YiGraph

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

1227 stars · 96 forks observed · 2026-08-28

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

YiGraph is an LLM-driven agent system for autonomous graph data analytics built on the Analytics-Augmented Generation (AAG) framework. It extracts entities and relationships from raw data sources like logs, documents, and tables to build graph data, then answers natural-language business questions by planning and executing verifiable graph computations and generating interpretable analysis reports.

Use cases

• analyze relationships in complex data with natural language questions
• extract entities and relations from documents and logs into a knowledge graph
• financial anti-money-laundering graph analysis
• generate interpretable analysis reports from graph data
• run graph algorithms via an LLM agent without writing queries
• turn business questions into executable graph analysis workflows

When to choose

• you need natural-language-driven analysis over relational/graph data
• you want LLM answers grounded in verifiable graph computations rather than free-form chat
• you need automated entity and relationship extraction from heterogeneous raw data
• you need traceable, reviewable analysis reports for domains like finance or fraud detection

When to avoid

• you need a simple chatbot without graph analytics
• your data has no meaningful relational structure
• you require a permissively licensed dependency - the repository lists no license
• you need a lightweight tool without LLM infrastructure

Facets

application · maturity active

agent-framework rag nlp machine-learning data-science analytics chatbot artificial-intelligence large-language-models data-science analytics graph-processing python cross-platform graph-analytics analytics-augmented-generation llm-agent knowledge-graph graph-database natural-language-analysis anti-money-laundering report-generation ai-agents natural-language-processing

Member repositories

For agents

markdown · JSON · MCP: product_card(name="iDC-NEU/YiGraph")