#18 · Primary category: Knowledge Base & RAG

graphiti

agents graph llms rag

Build Real-Time Knowledge Graphs for AI Agents

Project last updated:08/29/26

GitHub Stars

30.4K

Forks

3.1K

Contributors

59

License

Apache-2.0

Why we included this project

Graphiti is a good fit when your agent has to keep track of facts that change. It stores knowledge in a temporal graph where each fact carries a validity window and a link back to the source data, so the agent can tell you not just what it knows but when it learned it and where that came from. The graph keeps ingesting new interactions and enterprise data, and superseded facts get marked invalid rather than deleted, which matters for long-running assistants that would otherwise act on stale memory. That makes it useful for customer-facing copilots and support agents, places where flat document chunks or raw chat history don't cut it. There's also an MCP server, so Claude, Cursor, and other MCP clients can query the graph directly.

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