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
learning resource of langgraph for dummy
Retrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbedding[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/PageIndexPrivacy-respecting metasearch engine
$ npx skills add searx/searxStop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
$ npx skills add Mintplex-Labs/anything-llmCognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
$ npx skills add topoteretes/cognee๐ก All-in-one AI framework for semantic search, LLM orchestration and language model workflows
$ npx skills add neuml/txtaiA modular graph-based Retrieval-Augmented Generation (RAG) system
$ npx skills add microsoft/graphragThis repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
$ npx skills add NirDiamant/RAG_TechniquesFree and Open Source, Distributed, RESTful Search Engine
$ npx skills add elastic/elasticsearchhigh-performance graph database for real-time use cases
$ npx skills add dgraph-io/dgraph๐ ใไป้ถๅผๅงๆๅปบๆบ่ฝไฝใโโไป้ถๅผๅง็ๆบ่ฝไฝๅ็ไธๅฎ่ทตๆ็จ
$ npx skills add datawhalechina/hello-agentsTantivy 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/memvid๐ Open source distributed and RESTful search engine.
$ npx skills add opensearch-project/OpenSearchSearXNG is a free internet metasearch engine which aggregates results from various search services and databases. Users are neither tracked nor profiled.
$ npx skills add searxng/searxngHow 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 LangGraph Learn 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.