Alternatives

Amazon Bedrock Samples alternatives for AI agents.

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

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Amazon Bedrock Samples

This repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models

100
Quality
96
Trust
1.4K
Stars
#1

RAG Techniques

Similarity 135Trust 94Excellent 100

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

28K starsJun 17, 2026 pushrag-knowledgeJupyter NotebookSemantic Search
$ npx skills add NirDiamant/RAG_Techniques
#2

Controllable RAG Agent

Similarity 129Trust 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
#3

Xyne

Similarity 125Trust 86Excellent 86

AI-first Search & Answer Engine for work. Open-source alternative to Glean.

669 starsJun 12, 2026 pushrag-knowledgeTypeScriptRAG
$ npx skills add xynehq/xyne
#4

Restai

Similarity 124Trust 89Strong 84

RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage, tuning, analytics etc. Built-in image/audio generation with dynamic loading generators. Live chat deployment. Built-in block based graphical language. Prompt versioning and much more...

509 starsJun 12, 2026 pushrag-knowledgePythonRAG
$ npx skills add apocas/restai
#5

LLPhant

Similarity 124Trust 91Excellent 100

LLPhant - A comprehensive PHP Generative AI Framework using OpenAI GPT 4. Inspired by Langchain

1.7K starsMay 16, 2026 pushrag-knowledgePHPVector Search
$ npx skills add LLPhant/LLPhant
#6

Llm Apps Java Spring AI

Similarity 124Trust 86Strong 80

Samples showing how to build Java applications powered by Generative AI and LLMs using Spring AI and Spring Boot.

752 starsApr 5, 2026 pushrag-knowledgeJavaRAG
$ npx skills add ThomasVitale/llm-apps-java-spring-ai
#7

Obsidian Smart2Brain

Similarity 122Trust 94Excellent 100

An Obsidian plugin to interact with your privacy focused AI-Assistant making your second brain even smarter!

1.1K starsMay 31, 2026 pushrag-knowledgeTypeScriptRAG
$ npx skills add your-papa/obsidian-Smart2Brain
#8

Foundation Models Framework Lab

Similarity 122Trust 94Excellent 100

A practical lab for building, testing, and evaluating apps with Apple's Foundation Models framework.

1.1K starsJun 16, 2026 pushrag-knowledgeSwiftRAG
$ npx skills add rudrankriyam/Foundation-Models-Framework-Lab
#9

Foundation Models Framework Example

Similarity 122Trust 94Excellent 100

Example apps for Foundation Models Framework in iOS 26 and macOS 26

1.1K starsJun 9, 2026 pushrag-knowledgeSwiftRAG
$ npx skills add rudrankriyam/Foundation-Models-Framework-Example
#10

Langchain Course

Similarity 122Trust 94Excellent 97

A project-based course repository for developing AI agents using LangChain v1+ and LangGraph: search agents, RAG systems, reflection agents, and code interpreters.

1.5K starsApr 2, 2026 pushrag-knowledgeRAGClaude Code
$ npx skills add emarco177/langchain-course
#11

SAG

Similarity 122Trust 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
#12

WeKnora

Similarity 121Trust 94Excellent 100

Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.

16K starsJun 18, 2026 pushrag-knowledgeGoSemantic Search
$ npx skills add Tencent/WeKnora
#13

Simba

Similarity 120Trust 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
#14

Generative AI For Beginners

Similarity 120Trust 96Excellent 100

21 Lessons, Get Started Building with Generative AI

112K starsJun 18, 2026 pushrag-knowledgeJupyter NotebookSemantic Search
$ npx skills add microsoft/generative-ai-for-beginners
#15

Aws Genai Llm Chatbot

Similarity 116Trust 95Excellent 100

A modular and comprehensive solution to deploy a Multi-LLM and Multi-RAG powered chatbot (Amazon Bedrock, Anthropic, HuggingFace, OpenAI, Meta, AI21, Cohere, Mistral) using AWS CDK on AWS

1.4K starsJun 2, 2026 pushrag-knowledgeTypeScriptSemantic Search
$ npx skills add aws-samples/aws-genai-llm-chatbot
#16

MiniSearch

Similarity 116Trust 86Excellent 85

Minimalist web-searching platform with an AI assistant that runs directly from your browser. Demo: https://felladrin-minisearch.hf.space

572 starsJun 14, 2026 pushrag-knowledgeTypeScriptRAG
$ npx skills add felladrin/MiniSearch

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 Amazon Bedrock Samples if it already passes your workflow test and repository review.

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