Retrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbeddingAlternatives
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Bringing BERT into modernity via both architecture changes and scaling
Retrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbeddingPrivacy-respecting metasearch engine
$ npx skills add searx/searx[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
$ npx skills add HKUDS/LightRAG๐ PageIndex: Document Index for Vectorless, Reasoning-based RAG
$ npx skills add VectifyAI/PageIndex๐ก All-in-one AI framework for semantic search, LLM orchestration and language model workflows
$ npx skills add neuml/txtaiSeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.
$ npx skills add apache/seatunnelStop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
$ npx skills add Mintplex-Labs/anything-llmFree and Open Source, Distributed, RESTful Search Engine
$ npx skills add elastic/elasticsearchThis repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
$ npx skills add NirDiamant/RAG_Techniqueshigh-performance graph database for real-time use cases
$ npx skills add dgraph-io/dgraphTantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
$ npx skills add quickwit-oss/tantivyMemory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.
$ npx skills add memvid/memvidOpen-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
$ npx skills add Tencent/WeKnora๐ Open source distributed and RESTful search engine.
$ npx skills add opensearch-project/OpenSearchScira (Formerly MiniPerplx) is a minimalistic AI-powered search engine that helps you find information on the internet and cites it too. Powered by Vercel AI SDK!
$ npx skills add zaidmukaddam/sciraA Simple and Universal Swarm Intelligence Engine, Predicting Anything. ็ฎๆด้็จ็็พคไฝๆบ่ฝๅผๆ๏ผ้ขๆตไธ็ฉ
$ npx skills add 666ghj/MiroFishHow 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 ModernBERT 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.
Alternatives
Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.
Current skill
Bringing BERT into modernity via both architecture changes and scaling
Retrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbeddingPrivacy-respecting metasearch engine
$ npx skills add searx/searx[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
$ npx skills add HKUDS/LightRAG๐ PageIndex: Document Index for Vectorless, Reasoning-based RAG
$ npx skills add VectifyAI/PageIndex๐ก All-in-one AI framework for semantic search, LLM orchestration and language model workflows
$ npx skills add neuml/txtaiSeaTunnel is a multimodal, high-performance, distributed, massive data integration tool.
$ npx skills add apache/seatunnelStop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
$ npx skills add Mintplex-Labs/anything-llmFree and Open Source, Distributed, RESTful Search Engine
$ npx skills add elastic/elasticsearchThis repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
$ npx skills add NirDiamant/RAG_Techniqueshigh-performance graph database for real-time use cases
$ npx skills add dgraph-io/dgraphTantivy is a full-text search engine library inspired by Apache Lucene and written in Rust
$ npx skills add quickwit-oss/tantivyMemory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.
$ npx skills add memvid/memvidOpen-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
$ npx skills add Tencent/WeKnora๐ Open source distributed and RESTful search engine.
$ npx skills add opensearch-project/OpenSearchScira (Formerly MiniPerplx) is a minimalistic AI-powered search engine that helps you find information on the internet and cites it too. Powered by Vercel AI SDK!
$ npx skills add zaidmukaddam/sciraA Simple and Universal Swarm Intelligence Engine, Predicting Anything. ็ฎๆด้็จ็็พคไฝๆบ่ฝๅผๆ๏ผ้ขๆตไธ็ฉ
$ npx skills add 666ghj/MiroFishHow 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 ModernBERT 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.