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Agent Memory & RAG

Explore memory and retrieval components that provide context to AI agents. Compare official resources, requirements and limitations.

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Agent Memory & RAG projects

G Graphiti Graphiti is an open-source Python framework for building and querying temporal knowledge graphs, also described as context graphs, for AI agents.

B Book To Skill A Python command-line tool that transforms technical books, document folders, and source collections into unified agent skills for study, reference, and work-time assistance.

L Langchain Chatchat An open-source Python application and framework for building local knowledge-base chat and agent experiences with retrieval-augmented generation. It uses LangChain concepts and is documented alongside ChatGLM, Qwen, and Llama models.

M MEM0 MEM0 is an open-source Python memory layer for AI agents and applications. It stores conversational or application context so agents can retrieve relevant long-term information across interactions.

G Graphify An open-source Python developer tool that parses codebases and related technical documents into a queryable knowledge graph.

A Aipass Aipass is a Python-based, CLI-native scaffold and persistent workspace for AI agents. It is built around memory, identity, coordination and a shared local project environment.

H Hivemind An Apache-2.0 TypeScript library and project for shared agent memory, trace retrieval, and reusable skills.

L Longmemory An open-source TypeScript memory engine and self-hosted service for LLM applications and AI agents. It provides local-first persistent storage, temporal reasoning, governed recall and multiple integration surfaces.