Alternatives

RAG In Action alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

RAG In Action

End-to-end RAG system design, evaluation, and optimization. 极客时间RAG训练营，RAG 10大组件全面拆解，4个实操项目吃透 RAG 全流程。RAG的落地，往往是面向业务做RAG，而不是反过来面向RAG做业务。这就是为什么我们需要针对不同场景、不同问题做针对性的调整、优化和定制化。魔鬼全在细节中，我们深入进去探究。

Quality

Trust

753

Stars

Examples

Similarity 139Trust 93Excellent 100

Jupyter Notebooks to help you get hands-on with Pinecone vector databases

3.0K starsJun 12, 2026 pushrag-knowledgeJupyter NotebookSemantic Search

$ npx skills add pinecone-io/examples

Omnibox

Similarity 138Trust 92Excellent 100

Collect, organize, use, and share, all in OmniBox.

1.4K starsJun 9, 2026 pushrag-knowledgePythonRAG

$ npx skills add import-ai/omnibox

RAG Retrieval

Similarity 138Trust 94Excellent 100

Unify Efficient Fine-tuning of RAG Retrieval, including Embedding, ColBERT, ReRanker.

1.1K starsMay 24, 2026 pushrag-knowledgePythonRAG

$ npx skills add NovaSearch-Team/RAG-Retrieval

Controllable RAG Agent

Similarity 137Trust 95Excellent 100

This repository provides an advanced Retrieval-Augmented Generation (RAG) solution for complex question answering. It uses sophisticated graph based algorithm to handle the tasks.

1.6K starsJun 4, 2026 pushrag-knowledgeJupyter NotebookRAG

$ npx skills add NirDiamant/Controllable-RAG-Agent

Llm Paper Daily

Similarity 137Trust 89Excellent 97

Daily updated LLM papers. 每日更新 LLM 相关的论文，欢迎订阅 👏 喜欢的话动动你的小手 🌟 一个

1.3K starsJun 12, 2026 pushrag-knowledgePythonRAG

$ npx skills add xianshang33/llm-paper-daily

RAGxplorer

Similarity 137Trust 84Strong 71

Open-source tool to visualise your RAG 🔮

1.2K starsJan 3, 2025 pushrag-knowledgeJupyter NotebookRAG

$ npx skills add gabrielchua/RAGxplorer

Youtu Graphrag

Similarity 134Trust 87Excellent 87

[ICLR 2026] Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning

1.2K starsFeb 26, 2026 pushrag-knowledgePythonRAG

$ npx skills add TencentCloudADP/youtu-graphrag

Clip Retrieval

Similarity 131Trust 91Excellent 100

Easily compute clip embeddings and build a clip retrieval system with them

2.8K starsMar 28, 2026 pushrag-knowledgeJupyter NotebookSemantic Search

$ npx skills add rom1504/clip-retrieval

SAG

Similarity 130Trust 92Excellent 100

An out-of-the-box document retrieval workbench built on SAG

1.1K starsJun 12, 2026 pushrag-knowledgeTypeScriptRAG

$ npx skills add Zleap-AI/SAG

#10

Simba

Similarity 128Trust 91Excellent 93

OpenSource Production ready Customer service with built in Evals and monitoring

1.5K starsJan 12, 2026 pushrag-knowledgeTypeScriptRAG

$ npx skills add GitHamza0206/simba

#11

Supavec

Similarity 128Trust 91Excellent 92

The open-source alternative to Carbon.ai. Build powerful RAG applications with any data source, at any scale.

1.1K starsDec 28, 2025 pushrag-knowledgeTypeScriptRAG

$ npx skills add supavec/supavec

#12

Firecrawl App Examples

Similarity 127Trust 82Strong 71

🔥 This repository contains complete application examples, including websites and other projects, developed using Firecrawl.

754 starsJan 13, 2026 pushrag-knowledgeJupyter NotebookRAG

$ npx skills add firecrawl/firecrawl-app-examples

#13

Genkit

Similarity 127Trust 94Excellent 100

Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google

6.1K starsJun 15, 2026 pushrag-knowledgeTypeScriptVector Search

$ npx skills add genkit-ai/genkit

#14

Text Embeddings Inference

Similarity 126Trust 93Excellent 100

A blazing fast inference solution for text embeddings models

4.9K starsMay 26, 2026 pushrag-knowledgeRustEmbeddings

$ npx skills add huggingface/text-embeddings-inference

#15

Local RAG

Similarity 125Trust 87Excellent 86

Ingest files for retrieval augmented generation (RAG) with open-source Large Language Models (LLMs), all without 3rd parties or sensitive data leaving your network.

746 starsJun 12, 2026 pushrag-knowledgePythonRAG

$ npx skills add jonfairbanks/local-rag

#16

Polywise

Similarity 125Trust 86Excellent 86

The open source agentic content system to make your contents alive. Self-hosted on any platform. ◑

783 starsJun 11, 2026 pushrag-knowledgeTypeScriptRAG

$ npx skills add MatrixAges/polywise

How to choose

When should you switch?

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 RAG In Action if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.