This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
$ npx skills add NirDiamant/RAG_TechniquesAlternatives
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
llama.cpp (GGUF LLMs) and llava.cpp (GGUF VLMs) for ROS 2
This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
$ npx skills add NirDiamant/RAG_TechniquesEasy to use open source fast database for search | Good alternative to Elasticsearch | Drop-in replacement for E in the ELK stack
$ npx skills add manticoresoftware/manticoresearch21 Lessons, Get Started Building with Generative AI
$ npx skills add microsoft/generative-ai-for-beginners[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
$ npx skills add HKUDS/LightRAG🦔 Fast, lightweight & schema-less search backend. An alternative to Elasticsearch that runs on a few MBs of RAM.
$ npx skills add valeriansaliou/sonic💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
$ npx skills add neuml/txtaiOpen-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
$ npx skills add Tencent/WeKnora🔎 Open source distributed and RESTful search engine.
$ npx skills add opensearch-project/OpenSearchPrivacy-respecting metasearch engine
$ npx skills add searx/searxRetrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbeddingSeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.
$ npx skills add apache/seatunnelOpen 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/typesense🌌 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/oramaThe AI search platform
$ npx skills add vespa-engine/vespaThe Fastest Distributed Database for Transactional, Analytical, and AI Workloads.
$ npx skills add oceanbase/oceanbaseMariaDB 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/serverHow to choose
Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Llama Ros if it already passes your workflow test and repository review.
Next step
Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.