Tags: knowledge graph

Comprehensive introduction PocketFlow is a lightweight AI application development framework with only 100 lines of code, developed by The-Pocket team and open-sourced on GitHub. It pursues a minimalist design , the core code control in 100 lines , no external dependencies , and no vendor binding . Developers can use it to quickly build ...

General Introduction GraphAgent is an open source framework hosted on GitHub and developed by Ji-Cather. It uses the Large Language Model (LLM) to simulate human behavior and generate dynamic, social graphs with textual attributes. This tool is suitable for scenarios such as online social media, e-commerce, and essay creation, helping...

The GraphRAG project aims to extend the range of questions that AI systems can answer on private datasets by exploiting implicit relationships in unstructured text. A key advantage of GraphRAG over traditional vector RAG (or "semantic search") is its ability to answer global queries over entire datasets, such as...

General Introduction Basic Memory is a tool for building knowledge graphs by conversing with AI assistants such as Claude. Developed by Basic Machines, its core feature is that it saves conversations as Markdown files, which are stored on the user's local computer, ensuring that the data is completely under the user's control....

Comprehensive Introduction KGGen is an open source tool developed by the Stanford Trusted Artificial Intelligence Research Lab (STAIR Lab), hosted on GitHub, designed to automatically generate knowledge graphs from arbitrary text. It uses advanced language models and clustering algorithms to transform unstructured text data into structured real...

General Introduction Graphiti is a tool developed by getzep for building and querying dynamic, time-aware knowledge graphs. It is capable of representing complex and evolving relationships between entities and querying them through a variety of methods such as temporal, full-text, semantic, and graph algorithms.Graphiti can simultaneously handle non...

Comprehensive Introduction Fast GraphRAG is an open source tool developed by Circlemind AI to enable efficient and accurate retrieval augmentation generation (RAG) through knowledge graph and PageRank algorithms. The tool intelligently adapts to the user's usage scenarios, data, and query requirements to provide interpretable, low-cost...

General Introduction Unigraph is a local-first universal knowledge graph and personal search engine designed to provide users with an integrated workspace to help manage and search for a wide variety of data in their personal lives. With Unigraph, users can integrate data from different sources into a unified knowledge graph...

Comprehensive Introduction MiniRAG is an extremely simple Retrieval Augmented Generation (RAG) framework that aims to enable good RAG performance even for small models through heterogeneous graph indexing and lightweight topology-enhanced retrieval. It is developed by the Hong Kong University Data Science Laboratory (HKUDS) and focuses on solving the Small Language Model (SLM...

General Introduction Memora is an agent designed to replicate human memories for every personalized AI. It helps AIs remember details of past interactions, emotions, and shared experiences just like humans do through features like timestamped memories, emotion markers, and multimodal memories.Memora supports multi-tenancy and is capable of handling millions of users and cross...

General Introduction Zep is a platform designed to provide long-lasting memory solutions for AI applications.Zep helps AI assistants continuously learn and memorize the content of user interactions and build a user's knowledge graph.Zep supports a variety of programming languages and frameworks, including Python, TypeScript, and Go, and is capable of integrating a user's chat history and...

Comprehensive Introduction The Diffbot LLM Reasoning Server is an innovative large-scale language modeling system with special optimizations and improvements based on the LLama model architecture. The most important feature of the project is the combination of real-time Knowledge Graph and Retrieval Augmented Generation (RAG) technologies, creating a unique...

Comprehensive Introduction GraphAgent is an automated intelligent body system that integrates graph generation, task planning and task execution. It is capable of processing structured and unstructured data, constructing complex semantic dependency graphs, and efficiently executing user tasks through self-planning and tool matching.GraphAgent works on a wide range of num...

General Introduction Memary is an innovative open source project focused on providing long-term memory management solutions for autonomous intelligences. The project helps intelligences break through the limitations of traditional context windows to achieve smarter interactive experiences through knowledge graphs and specialized memory modules.Memary uses automated mem...

Comprehensive Introduction SimGRAG (SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation) is a Knowledge Graphs Driven Retrieval-Augmented Generation (RAG) based approach. It aims to enhance similar subgraphs by utilizing ...

Comprehensive Introduction KAG (Knowledge Augmented Generation) is a logical form-guided reasoning and retrieval framework based on the OpenSPG engine and Large Language Models (LLMs). The framework is specialized in building logical reasoning and fact-questioning solutions for specialized domain knowledge bases, which can effectively overcome the traditional RAG...

General Introduction GraphRAG Visualizer is a web-based tool designed to help users visualize and explore artifacts from Microsoft GraphRAG. By uploading a Parquet file generated by the GraphRAG indexing pipeline, users can easily view and sort...

Comprehensive Introduction Knowledge Graph Studio (KGS) is an open source platform designed to simplify the process of creating and managing RAG-native knowledge graphs. The platform provides rule-based entity parsing, modular graph building, flexible data ingestion, and API-first design to support...