Query Expension for Better Query Embedding using LLMs
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Feb 18, 2025 - Python
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jina-embeddings
Here are 17 public repositories matching this topic...
Embedding Inversion via Conditional Masked Diffusion: recover original text from embedding vectors using parallel denoising. Live demo + training pipeline + technical report.
nlp deep-learning pytorch text-embeddings text-reconstruction privacy-attack masked-diffusion jina-embeddings diffusion-language-model vec2text embedding-inversion embedding-privacy embedding-attack adaln qwen3-embedding
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Feb 12, 2026 - Python
The repo provides the code for Qdrant for efficient image indexing and retrieval using models such as ColPali, ColQwen, and VDR-2B-Multi-V1, jina embeddings v4 etc enhancing multimodal search capabilities across various applications.
vlm rag qdrant jinaai qdrant-vector-database llamaindex colpali colqwen2 vdr-2b-multi-v1 jina-embeddings
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Jan 2, 2026 - Python
Self-hosted MCP server for hybrid semantic code search and repository intelligence.
csharp roslyn dotnet mcp postgresql self-hosted code-search openai developer-tools semantic-search vector-search git-tracker hybrid-search ai-agent pgvector local-ai model-context-protocol mcp-server jina-embeddings code-indexing
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Jan 31, 2026 - C#
A Model Context Protocol (MCP) server that provides semantic search over AWS Cloudscape Design System documentation.
python search documentation embeddings semantic-search ai-agents cloudscape-design lancedb model-context-protocol mcp-server jina-embeddings
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Nov 27, 2025 - Python
A Node.js REST API that powers a RAG-based chatbot, handling data ingestion, vector search, and LLM-powered responses.
nodejs redis express backend rest-api chatbot full-stack data-ingestion rag qdrant jina-embeddings gemini-api-chatbot
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Sep 18, 2025 - JavaScript
End-to-End Python implementation of Beck et al.'s (2025) economic sentiment analysis framework for constructing a high-frequency economic sentiment indicator using 1024-dimensional Jina embeddings and LLM-generated training data. Features L2-regularized classification and rigorous POOS econometric validation with DM-HAC tests for GDP forecasting.
python nlp sentiment-analysis reproducible-research tensorflow scikit-learn transformers weak-supervision econometrics statsmodels computational-economics synthetic-data time-series-forecasting regularized-regression financial-modeling privacy-preserving-ml llm claude-ai jina-embeddings
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Nov 8, 2025 - Jupyter Notebook
Docs.AI RAG Chatbot is an advanced application designed to revolutionize document interactions through AI-driven capabilities.
django python3 groq langchain retrieval-augmented-generation ollama llama3 nomic-embed-text jina-embeddings
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Aug 23, 2025 - Python
A full-stack chatbot that answers queries over recent news using Retrieval-Augmented Generation (RAG).
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May 17, 2025 - JavaScript
Demonstration of integration of Nvidia GPUs with Elasticsearch
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Feb 9, 2026 - Jupyter Notebook
A real-time news chatbot application built with modern web technologies. It delivers intelligent, AI-powered responses, supports multiple chat sessions with persistent history, and provides a responsive, user-friendly interface across devices.
reactjs api-rest node-js postgresql-database redis-cache express-js scss-framework axios-react prisma-orm qdrant-vector-database jina-embeddings
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Sep 18, 2025 - JavaScript
A complete web data Retrieval-Augmented Generation (RAG) pipeline built with TypeScript and Bun that scrapes news articles using Selenium, embeds them with Jina's cloud embeddings API, and stores semantic vectors in Qdrant vector database for fast similarity search and AI-powered applications.
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Sep 25, 2025 - TypeScript
A decentralized protocol for authenticating AI-generated content — blending blockchain proofs, IPFS storage, and semantic AI embeddings to establish verifiable authorship trails.
ai ipfs smart-contracts blockchain web3 nft hardhat pinata decentralised-identity chromadb nextjs15 jina-embeddings sepolia-testnet proof-of-prompt ai-authorship
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Oct 25, 2025 - TypeScript
Backend for a RAG-powered news chatbot providing real-time AI responses, semantic search, and news retrieval using Node.js, Socket.IO, PostgreSQL, Redis, and Qdrant.
redis-server node-js redis-cache express-js vector-database sematic-search qdrant-vector-database rag-pipeline retrival-augmented-generation jina-embeddings
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Sep 18, 2025 - JavaScript
🌐 Enable seamless semantic search over AWS Cloudscape documentation for AI agents and coding assistants with this efficient MCP server.
python search documentation embeddings semantic-search ai-agents cloudscape-design lancedb model-context-protocol mcp-server jina-embeddings
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Feb 13, 2026 - Python
Oh My Repos: Semantic search for GitHub starred repositories.
python github-api information-retrieval ai mcp embeddings openai developer-tools semantic-search bm25 reranking vector-search streamlit vector-database hybrid-search qdrant llm ollama mcp-server jina-embeddings
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Nov 22, 2025 - Python
RAG 기반 코드베이스 Q&A 봇
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Feb 3, 2026 - Python
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