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
Pebblo enables developers to safely load data and promote their Gen AI app to deployment
Retrieval and Retrieval-augmented LLMs
$ npx skills add FlagOpen/FlagEmbedding[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"
$ npx skills add HKUDS/LightRAGPrivacy-respecting metasearch engine
$ npx skills add searx/searx📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG
$ npx skills add VectifyAI/PageIndexStop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
$ npx skills add Mintplex-Labs/anything-llmA modular graph-based Retrieval-Augmented Generation (RAG) system
$ npx skills add microsoft/graphragFree 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/dgraph📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
$ 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/memvid🔎 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/searxngScira (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. 简洁通用的群体智能引擎,预测万物
$ npx skills add 666ghj/MiroFishCognee 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/cogneeHow 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 Pebblo 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.