Query Expension for Better Query Embedding using LLMs
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Feb 18, 2025 - Python
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jina-embeddings
Here are 33 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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Mar 7, 2026 - Python
Collective AI memory for multi-agent teams. 10-stage GAMR search engine, knowledge graph (Apache AGE), document ingestion, 32+ MCP tools.
python docker mcp postgresql multi-agent knowledge-graph benchmarks memory-management ner semantic-search rag fastapi apache-age pgvector ai-memory gliner jina-embeddings
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Jul 1, 2026 - HTML
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#
Semantic code-search (semcode) MCP. Indexes code symbols and commit history. Combines dense embeddings with sparse BM25 vectors for hybrid search that balances semantic understanding with keyword precision.
mcp embeddings openai semantic-search rag vector-database qdrant-vector-database ollama voyage-ai jina-embeddings
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Jul 29, 2026 - Python
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
🛠 Reconstruct original text from text embeddings using conditional masked diffusion to reveal reversible embedding representations efficiently and accurately
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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Jul 27, 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
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
Intelligent arXiv paper discovery engine with hybrid BM25+vector search and agentic RAG: fetch, index, and interrogate AI research papers using a lightweight state-machine pipeline, OpenSearch, and local LLMs.
python arxiv opensearch rag fastapi vector-search hybrid-search research-tools llm retrieval-augmented-generation ollama langfuse agentic-ai jina-embeddings paper-discovery
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Jul 1, 2026 - Python
A production-grade Agentic RAG system for analyzing scientific literature. Built on LangGraph for stateful orchestration, featuring unified BM25 + Jina vector search via OpenSearch, Docling layout-aware PDF parsing, Upstash Redis caching, and OpenRouter LLM generation.
multi-agent arxiv opensearch pinecone fastapi hybrid-search llm langgraph rag-system jina-embeddings
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Jul 28, 2026 - Python
🌐 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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Jul 27, 2026 - Python
Multi-model ML system for Twitter engagement prediction & content generation using embeddings, ensemble learning & LLMs
nlp machine-learning scikit-learn transformers pytorch xgboost lora mistral llm langchain peft-fine-tuning-llm jina-embeddings
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Dec 16, 2023 - 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
Serve Jina Embeddings v4 multi-vector (ColBERT-style) multimodal text+image embeddings from a stock vLLM OpenAI server via an out-of-tree plugin, with configurable image fidelity.
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Jun 24, 2026 - Python
semantic-search text-search hybrid-search qdrant qdrant-vector-database bge-m3 bge-embeddings jina-embeddings colbertv2-0 multi-vector-retrieval
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May 17, 2026 - Python
Self-hosted server for jinaai/jina-embeddings-v4 compatible with OpenAI's embeddings format.
embeddings embedding-models vector-search sentence-transformers openai-api embedding-model multilingual-embeddings openai-compatible jina-embeddings jina-embeddings-v4
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May 5, 2026 - Python
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
Sec2ndBrain transforms your digital life into a chat-ready RAG knowledge base. Powered by Groq and Jina AI, you can instantly talk to your saved notes, YouTube videos, and Tweets.
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Apr 11, 2026 - TypeScript
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