Search Results for "information retrieval system"

Showing 11257 open source projects for "information retrieval system"

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  • 1
    clip-retrieval

    clip-retrieval

    Easily compute clip embeddings and build a clip retrieval system

    clip-retrieval is an open-source toolkit designed to build large-scale semantic search systems for images and text by leveraging CLIP embeddings to enable multimodal retrieval. It allows developers to compute embeddings for both images and text efficiently and then index them for fast similarity search across massive datasets. The system is optimized for performance and scalability, capable of processing tens or even hundreds of millions of embeddings using GPU acceleration. ...
    Downloads: 3 This Week
    Last Update:
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  • 2
    Youtu-GraphRAG

    Youtu-GraphRAG

    Vertically Unified Agents for Graph Retrieval-Augmented Reasoning

    Youtu-GraphRAG is a research framework developed by Tencent for performing complex reasoning using graph-based retrieval-augmented generation. The system combines knowledge graphs, retrieval mechanisms, and agent-based reasoning into a unified architecture designed to handle knowledge-intensive tasks. Instead of relying solely on text retrieval, the framework organizes information into structured graph schemas that represent entities, relationships, and attributes. ...
    Downloads: 4 This Week
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  • 3
    RAPTOR

    RAPTOR

    The official implementation of RAPTOR

    ...Each level of the tree represents summaries at different levels of abstraction, allowing retrieval to operate at both detailed and high-level conceptual layers. During inference, the system can navigate this hierarchical representation to retrieve information that best matches the user’s query while preserving broader contextual understanding. This approach improves question-answering performance on complex tasks that require reasoning across long documents or multiple sources.
    Downloads: 0 This Week
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  • 4
    BEIR

    BEIR

    A Heterogeneous Benchmark for Information Retrieval

    BEIR is a benchmark framework for evaluating information retrieval models across various datasets and tasks, including document ranking and question answering.
    Downloads: 2 This Week
    Last Update:
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  • 5
    WeKnora

    WeKnora

    LLM framework for document understanding and semantic retrieval

    WeKnora is an open source framework developed for deep document understanding and semantic information retrieval using large language models. It focuses on analyzing complex and heterogeneous documents by combining multiple processing stages such as multimodal document parsing, vector indexing, and intelligent retrieval. It follows the Retrieval-Augmented Generation (RAG) paradigm, where relevant document segments are retrieved and used by language models to generate accurate, context-aware responses. ...
    Downloads: 5 This Week
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  • 6
    FastRAG

    FastRAG

    Efficient Retrieval Augmentation and Generation Framework

    fastRAG is a research framework for efficient and optimized retrieval augmented generative pipelines, incorporating state-of-the-art LLMs and Information Retrieval. fastRAG is designed to empower researchers and developers with a comprehensive tool set for advancing retrieval augmented generation.
    Downloads: 4 This Week
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  • 7
    Agentic RAG for Dummies

    Agentic RAG for Dummies

    A modular Agentic RAG built with LangGraph

    Agentic RAG for Dummies is an educational repository that demonstrates how to build retrieval-augmented generation systems combined with autonomous AI agents. The project explains the principles behind agentic retrieval pipelines where language models can dynamically decide when to retrieve information, analyze results, and plan further actions. Instead of relying on static retrieval pipelines, the system shows how agents can orchestrate retrieval, reasoning, and tool usage in a more flexible decision loop. ...
    Downloads: 5 This Week
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  • 8
    LightRAG

    LightRAG

    "LightRAG: Simple and Fast Retrieval-Augmented Generation"

    LightRAG is a lightweight Retrieval-Augmented Generation (RAG) framework designed for efficient document retrieval and response generation. It is optimized for speed and lower resource consumption, making it ideal for real-time applications.
    Downloads: 6 This Week
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  • 9
    FlagEmbedding

    FlagEmbedding

    Retrieval and Retrieval-augmented LLMs

    FlagEmbedding is an open-source toolkit for building and deploying high-performance text embedding models used in information retrieval and retrieval-augmented generation systems. The project is part of the BAAI FlagOpen ecosystem and focuses on creating embedding models that transform text into dense vector representations suitable for semantic search and large language model pipelines. FlagEmbedding includes a family of models known as BGE (BAAI General Embedding), which are designed to achieve strong performance across multilingual and cross-lingual retrieval benchmarks. ...
    Downloads: 2 This Week
    Last Update:
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  • 10
    SAG

    SAG

    SQL-Driven RAG Engine

    ...Because the knowledge graph is generated dynamically, the system can adapt to new information without requiring manual graph maintenance.
    Downloads: 0 This Week
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  • 11
    GBrain

    GBrain

    Garry's Opinionated OpenClaw/Hermes Agent Brain

    ...The system is tightly integrated with agent frameworks such as OpenClaw and Hermes, allowing AI agents to read from and write to memory continuously, effectively evolving their understanding over time. GBrain introduces a hybrid retrieval model that combines embeddings with ranking strategies to improve relevance when querying large datasets.
    Downloads: 9 This Week
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  • 12
    WebGLM

    WebGLM

    An Efficient Web-enhanced Question Answering System

    WebGLM is a web-enhanced question-answering system that combines a large language model with web search and retrieval capabilities to produce more accurate answers. The system is based on the General Language Model architecture and was designed to enable language models to interact directly with web information during the question-answering process. Instead of relying solely on knowledge stored in the model’s training data, the system retrieves relevant web content and integrates it into the reasoning process. ...
    Downloads: 0 This Week
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  • 13
    Supermemory

    Supermemory

    Memory engine and app that is extremely fast, scalable

    Supermemory is an ambitious and extensible AI-powered personal knowledge management system that aims to help users capture, organize, retrieve, and reason over information in a manner that mimics human memory structures. The platform allows individuals to ingest text, documents, and other content forms, then uses advanced retrieval and embedding techniques to index and relate information intelligently so that users can recall relevant knowledge in context rather than just by keyword match. ...
    Downloads: 2 This Week
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  • 14
    SIV (System Information Viewer)

    SIV (System Information Viewer)

    SIV displays useful Windows, network, and hardware info.

    SIV by Ray Hinchliffe. 'System Information Viewer' is a general Windows utility for displaying lots of useful Windows, Network and hardware info - CPU info, PCI info, PCMCIA info, USB info SMBus info, SPD info, ACPI methods, Machine info, Hardware Sensors, Networked computers, Operating System Information and more. SIV is designed for Windows 11, 10, 8, 7, Vista, XP, 2012, 2008, 2003, 2000 and NT4.
    Downloads: 22 This Week
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  • 15
    Hindsight

    Hindsight

    Hindsight: Agent Memory That Learns

    ...Instead of relying solely on vector similarity or basic retrieval techniques, Hindsight organizes information into distinct categories such as facts, experiences, beliefs, and observations, allowing agents to differentiate between raw data and inferred knowledge. The system operates through three core mechanisms—retain, recall, and reflect—which respectively handle storing information, retrieving relevant context, and generating new insights based on accumulated experience.
    Downloads: 1 This Week
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  • 16
    nano-graphrag

    nano-graphrag

    A simple, easy-to-hack GraphRAG implementation

    ...The system extracts entities and relationships from documents using language models and organizes them into graph structures that can be queried during generation. Developers can integrate different storage backends and embedding engines, including vector databases and graph databases such as Neo4j, allowing flexible experimentation with hybrid retrieval methods.
    Downloads: 3 This Week
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  • 17
    MemoryOS

    MemoryOS

    MemoryOS is designed to provide a memory operating system

    MemoryOS is an open-source framework designed to provide a structured memory management system for AI agents and large language model applications. The project addresses one of the major limitations of modern language models: their inability to maintain long-term context beyond the limits of their prompt window. MemoryOS introduces a hierarchical memory architecture inspired by operating system memory management principles, allowing agents to store, update, retrieve, and generate information from multiple layers of memory. ...
    Downloads: 0 This Week
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  • 18
    Streamer-Sales

    Streamer-Sales

    LLM Large Model of Selling Anchor

    ...The system integrates multiple AI technologies including retrieval-augmented generation to incorporate product knowledge, speech synthesis to convert generated scripts into voice output, and digital human generation to create virtual hosts. It also supports automatic speech recognition and agent-based tools that can retrieve additional information such as logistics or product details during live sessions.
    Downloads: 3 This Week
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  • 19
    Dynamiq

    Dynamiq

    An orchestration framework for agentic AI and LLM applications

    Dynamiq is an open-source orchestration framework designed to streamline the development of generative AI applications that rely on large language models and autonomous agents. The framework focuses on simplifying the creation of complex AI workflows that involve multiple agents, retrieval systems, and reasoning steps. Instead of building each component manually, developers can use Dynamiq’s structured APIs and modular architecture to connect language models, vector databases, and external tools into cohesive pipelines. The framework supports the creation of multi-agent systems where different AI agents collaborate to solve tasks such as information retrieval, document analysis, or automated decision making. ...
    Downloads: 6 This Week
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  • 20
    Erethos Downloader

    Erethos Downloader

    Save Erothots content including leaked videos and premium collections

    Erethos Downloader is an automation tool designed to download media content from supported adult content platforms, enabling users to archive videos and images locally for offline access. The project focuses on simplifying the retrieval process by allowing users to input URLs or account information and automatically fetch associated content in bulk. It includes mechanisms for handling authentication and session data, ensuring access to content that may require login credentials. The downloader is designed to manage large batches efficiently, reducing manual effort when saving multiple posts or galleries. ...
    Downloads: 68 This Week
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  • 21
    Vearch

    Vearch

    A distributed system for embedding-based vector retrieval

    Vearch is the vector search infrastructure for deep learning and AI applications. Vearch is a distributed vector storage and retrieval system which can be easily extended to billions scale. Vearch implements a high-performance, lockless real-time vector indexing subsystem that utilizes various optimization techniques to support millisecond vector update and retrieval. End-to-end one-click deployment. Through the module of the plugin, a complete default visual search system can be deployed just with one click. ...
    Downloads: 4 This Week
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  • 22
    MineContext

    MineContext

    MineContext is your proactive context-aware AI partner

    MineContext is an open-source, proactive AI assistant designed to capture, understand, and leverage a user’s digital context in order to provide meaningful insights, summaries, and productivity support. The system continuously collects contextual data from sources such as screenshots and user activity, then processes and organizes this information into structured knowledge that can be reused later. Unlike traditional chat-based assistants, MineContext operates in the background and delivers proactive outputs such as daily summaries, task suggestions, and contextual reminders without requiring explicit prompts. ...
    Downloads: 5 This Week
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  • 23
    Pants Build System

    Pants Build System

    The Pants Build System

    Pants 2 is a fast, scalable, user-friendly build system for codebases of all sizes. It's currently focused on Python, Go, Java, Scala, Kotlin, Shell, and Docker, with support for other languages and frameworks coming soon. A lot of effort has gone into making Pants easy to adopt, easy to use and easy to extend. We're super excited to bring Pants' distinctive features to Go, Java, Python, Scala, Kotlin, and Shell users.
    Downloads: 11 This Week
    Last Update:
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  • 24
    Personal Management System

    Personal Management System

    Your web application for managing personal data

    ...You can use tools to keep track of your goals progress or use the payments submodule to keep an eye of the money amount that you want to collect for something. Add any personal note to the desired category. Here, you can keep any small information that you need; it can be either quick notes from phone calls, a bunch of information collected all around different pages, or some links to things that you want to check somewhere later in the future.
    Downloads: 1 This Week
    Last Update:
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  • 25
    QuivrHQ

    QuivrHQ

    Opiniated RAG for integrating GenAI in your apps

    Quivr is an open-source platform that leverages Retrieval-Augmented Generation (RAG) to integrate Generative AI into applications. It serves as a "second brain," enabling users to build powerful AI-driven assistants that can process and retrieve information efficiently. Quivr supports various large language models and vector stores, providing flexibility and customization for developers.
    Downloads: 0 This Week
    Last Update:
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