Alternatives

RAG With Amazon Bedrock And Pgvector alternatives for AI agents.

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

Current skill

RAG With Amazon Bedrock And Pgvector

Opinionated sample on how to build/deploy a RAG web app on AWS powered by Amazon Bedrock and PGVector (on Amazon RDS)

59
Quality
76
Trust
102
Stars
#1

LightRAG

Similarity 119Trust 92Excellent 100

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

37K starsJun 18, 2026 pushrag-knowledgePythonKnowledge Graph
$ npx skills add HKUDS/LightRAG
#2

Cognee

Similarity 119Trust 92Excellent 100

Cognee 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.

27K starsJul 3, 2026 pushrag-knowledgePythonVector Search
$ npx skills add topoteretes/cognee
#3

PageIndex

Similarity 119Trust 90Excellent 100

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

34K starsJun 29, 2026 pushrag-knowledgePythonVector Search
$ npx skills add VectifyAI/PageIndex
#4

DocsGPT

Similarity 118Trust 92Excellent 100

Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.

18K starsJun 18, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add arc53/DocsGPT
#5

Vespa

Similarity 118Trust 89Excellent 100

The AI search platform

7.0K starsJun 20, 2026 pushrag-knowledgeJavaVector Search
$ npx skills add vespa-engine/vespa
#6

Txtai

Similarity 118Trust 93Excellent 100

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

13K starsJun 22, 2026 pushrag-knowledgePythonSemantic Search
$ npx skills add neuml/txtai
#7

Whoogle Search

Similarity 117Trust 89Excellent 100

A self-hosted, ad-free, privacy-respecting metasearch engine

12K starsMay 19, 2026 pushrag-knowledgePythonSearch
$ npx skills add benbusby/whoogle-search
#8

Generative AI For Beginners

Similarity 113Trust 92Excellent 100

21 Lessons, Get Started Building with Generative AI

112K starsJun 21, 2026 pushrag-knowledgeJupyter NotebookSemantic Search
$ npx skills add microsoft/generative-ai-for-beginners
#9

RAG Techniques

Similarity 113Trust 90Excellent 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
#10

Meilisearch

Similarity 113Trust 87Excellent 100

A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.

58K starsJul 2, 2026 pushrag-knowledgeRustSemantic Search
$ npx skills add meilisearch/meilisearch
#11

Memvid

Similarity 112Trust 92Excellent 100

Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.

16K starsMay 27, 2026 pushrag-knowledgeRustSemantic Search
$ npx skills add memvid/memvid
#12

WeKnora

Similarity 112Trust 90Excellent 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

Searxng

Similarity 112Trust 93Excellent 100

SearXNG is a free internet metasearch engine which aggregates results from various search services and databases. Users are neither tracked nor profiled.

32K starsJun 16, 2026 pushrag-knowledgePythonSearch
$ npx skills add searxng/searxng
#14

MiroFish

Similarity 111Trust 92Excellent 100

A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎,预测万物

67K starsMay 24, 2026 pushrag-knowledgePythonKnowledge Graph
$ npx skills add 666ghj/MiroFish
#15

Cocoindex

Similarity 111Trust 91Excellent 100

Incremental engine for long horizon agents 🌟 Star if you like it!

10K starsJun 19, 2026 pushrag-knowledgeRustSemantic Search
$ npx skills add cocoindex-io/cocoindex
#16

Graphify

Similarity 111Trust 89Excellent 100

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph.

77K starsJul 3, 2026 pushrag-knowledgePythonKnowledge Graph
$ npx skills add safishamsi/graphify

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 With Amazon Bedrock And Pgvector if it already passes your workflow test and repository review.

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