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40 skills in rag-knowledge
Best blend of quality, stars, freshness, and agent usage
21 Lessons, Get Started Building with Generative AI
$ npx skills add microsoft/generative-ai-for-beginnersA lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
$ npx skills add meilisearch/meilisearchMilvus is a high-performance, cloud-native vector database built for scalable vector ANN search
$ npx skills add milvus-io/milvus📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
$ npx skills add VectifyAI/PageIndexQdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
$ npx skills add qdrant/qdrantThis repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
$ npx skills add NirDiamant/RAG_TechniquesOpen Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences
$ npx skills add typesense/typesensePrivate AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.
$ npx skills add arc53/DocsGPTMemory platform for AI Agents in 6 lines of code
$ npx skills add topoteretes/cogneeWeaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
$ npx skills add weaviate/weaviateYour AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free.
$ npx skills add khoj-ai/khoj💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
$ npx skills add neuml/txtai[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.
$ npx skills add StarTrail-org/LEANNDeveloper-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.
$ npx skills add lancedb/lancedbThe Fastest Distributed Database for Transactional, Analytical, and AI Workloads.
$ npx skills add oceanbase/oceanbaseData Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
$ npx skills add databendlabs/databendMariaDB server is a community developed fork of MySQL server. Started by core members of the original MySQL team, MariaDB actively works with outside developers to deliver the most featureful, stable, and sanely licensed open SQL server in the industry.
$ npx skills add MariaDB/serverThe AI search platform
$ npx skills add vespa-engine/vespaA query and indexing engine for Redis, providing secondary indexing, full-text search, vector similarity search and aggregations.
$ npx skills add RediSearch/RediSearchOpen-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google
$ npx skills add genkit-ai/genkitFind related notes and excerpts while writing. Your link building copilot displays relevant content in graph + list view. A local embedding model powers semantic search. Zero setup. No API key.
$ npx skills add brianpetro/obsidian-smart-connectionsCrateDB is a distributed and scalable SQL database for storing and analyzing massive amounts of data in near real-time, even with complex queries. It is PostgreSQL-compatible, and based on Lucene.
$ npx skills add crate/crateSemantic search over videos using Gemini Embedding 2 or Qwen3-VL.
$ npx skills add ssrajadh/sentrysearchFast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍
$ npx skills add unum-cloud/USearchMTEB: Massive Text Embedding Benchmark
$ npx skills add embeddings-benchmark/mtebJupyter Notebooks to help you get hands-on with Pinecone vector databases
$ npx skills add pinecone-io/examplesThe Best GUI for Milvus
$ npx skills add zilliztech/attuSuperlinked Inference Engine is an Open-source inference server and production cluster for embeddings, reranking, and extraction.
$ npx skills add superlinked/sieA persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.
$ npx skills add zilliztech/memsearchSeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
$ npx skills add SeekStorm/SeekStormAI-native HTAP database with Git-for-Data and built-in vector search, serving as the data and memory backbone for intelligent agents and applications.
$ npx skills add matrixorigin/matrixonePractical course about Large Language Models.
$ npx skills add peremartra/Large-Language-Model-Notebooks-Course🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.
$ npx skills add oramasearch/oramaA multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting the requirements of high concurrency and ultra-low latency.
$ npx skills add dingodb/dingoLLPhant - A comprehensive PHP Generative AI Framework using OpenAI GPT 4. Inspired by Langchain
$ npx skills add LLPhant/LLPhantDeclarative and Incremental Backend for Multimodal AI Applications
$ npx skills add pixeltable/pixeltableAwesome Search - this is all about the (e-commerce, but not only) search and its awesomeness
$ npx skills add frutik/awesome-searchA simple, fast and versatile Datalog database
$ npx skills add datalevin/datalevinA modular and comprehensive solution to deploy a Multi-LLM and Multi-RAG powered chatbot (Amazon Bedrock, Anthropic, HuggingFace, OpenAI, Meta, AI21, Cohere, Mistral) using AWS CDK on AWS
$ npx skills add aws-samples/aws-genai-llm-chatbotPython SDK for Milvus Vector Database
$ npx skills add milvus-io/pymilvus