Graphiti Open Source

Build Real-Time Knowledge Graphs for AI Agents

Graphiti is an open-source Pythonframework for building temporally-aware knowledge graphs. Unlike traditional RAG approaches that rely on static data, Graphiti continuously integrates user interactions and business data into dynamic, queryable graphs while maintaining historical context.

Proven Performance

Graphiti powers the memory layer behind Zep's state-of-the-art agent memory results. In comprehensive benchmarks, agents using Graphiti achieved significant performance improvements over traditional approaches.

100%+

Accuracy Improvements

Over traditional approaches in comprehensive benchmarks

90%

Latency Reduction

With 98% fewer tokens required for processing

Real-time

Updates

Without batch recomputation required

What Makes Graphiti Different

Temporal Intelligence

Tracks when facts were true, not just what facts exist. Your agents can reason about changing relationships and historical context.

Hybrid Retrieval

Combines semantic search, keyword matching, and graph traversal for precise, low-latency queries without LLM summarization overhead.

Dynamic Updates

Integrates new information immediately while automatically invalidating outdated facts based on temporal logic.

Enterprise Ready

Handles large datasets with parallel processing and scales to production environments.

Integration Made Simple

Model Context Protocol (MCP) Server

Connect Graphiti directly to Claude, Cursor, and other AI assistants. Give your existing tools powerful knowledge graph-based memory without changing your workflow.

Learn more about MCP

Flexible Architecture

Works with your existing infrastructure. Supports Neo4j, OpenAI, Azure OpenAI, Google Gemini, and Anthropic out of the box.

Join the Community

Star the Project

Help us reach more developers building the future of AI agents.

Star on GitHub

Join Discord

Connect with the community in the #Graphiti channel. Get help, share projects, and shape the roadmap.

Join Discord

Read the Docs

Comprehensive guides and examples to get started with Graphiti.

View Documentation

Contributing

We welcome contributions from the community. Whether you're fixing bugs, improving documentation, or building new features, your input helps make Graphiti better for everyone.

Report Issues

Report issues and suggest features on GitHub

Improve Docs

Improve documentation and examples

Submit PRs

Submit pull requests for bug fixes and features

Help Others

Answer questions in Discord and GitHub

What's Next

Graphiti is under active development with regular releases. Upcoming features include enhanced custom schema support, expanded retrieval capabilities, and deeper integration options.

Open source and powerful
Graphiti is powered by the team behind Zep, the context engineering platform for AI agents