Alternatives

LightRAG alternatives for AI agents.

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

Current skill

LightRAG

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

100
Quality
100
Trust
36K
Stars
#1

Graphrag

Similarity 151Trust 100Excellent 100

A modular graph-based Retrieval-Augmented Generation (RAG) system

34K starsJun 5, 2026 pushdataPythonRAG
$ npx skills add microsoft/graphrag
#2

DB GPT

Similarity 142Trust 100Excellent 100

open-source agentic AI data assistant for the next generation of AI + Data products.

19K starsJun 8, 2026 pushdataPythonRAG
$ npx skills add eosphoros-ai/DB-GPT
#3

Awesome GraphRAG

Similarity 140Trust 100Excellent 100

Awesome-GraphRAG: A curated list of resources (surveys, papers, benchmarks, and opensource projects) on graph-based retrieval-augmented generation.

2.4K starsJun 2, 2026 pushdataRAGClaude Code
$ npx skills add DEEP-PolyU/Awesome-GraphRAG
#4

Graphify

Similarity 135Trust 100Excellent 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.

60K starsJun 6, 2026 pushdataPythonRAG
$ npx skills add safishamsi/graphify
#5

Llm Graph Builder

Similarity 133Trust 100Excellent 100

Neo4j graph construction from unstructured data using LLMs

4.7K starsJun 4, 2026 pushdataJupyter NotebookRAG
$ npx skills add neo4j-labs/llm-graph-builder
#6

GenerativeAIExamples

Similarity 133Trust 100Excellent 100

Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.

4.1K starsMay 29, 2026 pushdataJupyter NotebookRAG
$ npx skills add NVIDIA/GenerativeAIExamples
#7

Sparrow

Similarity 132Trust 100Excellent 100

Structured data extraction and instruction calling with ML, LLM and Vision LLM

5.2K starsJun 9, 2026 pushdataPythonRAG
$ npx skills add katanaml/sparrow
#8

LLM Engineers Handbook

Similarity 131Trust 100Excellent 100

The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps best practices

5.1K starsApr 22, 2026 pushdataPythonRAG
$ npx skills add PacktPublishing/LLM-Engineers-Handbook
#9

Langroid

Similarity 131Trust 100Excellent 100

Harness LLMs with Multi-Agent Programming

4.0K starsJun 10, 2026 pushdataPythonRAG
$ npx skills add langroid/langroid
#10

Swirl Search

Similarity 131Trust 100Excellent 100

AI Search & RAG Without Moving Your Data. Get instant answers from your company's knowledge across 100+ apps while keeping data secure. Deploy in minutes, not months.

3.0K starsJun 9, 2026 pushdataPythonRAG
$ npx skills add swirlai/swirl-search
#11

Llm Wiki Agent

Similarity 130Trust 100Excellent 100

A personal knowledge base that builds and maintains itself. Drop in sources — Claude (or Codex/Gemini) reads them, extracts knowledge, and maintains a persistent interlinked wiki. Works with Claude Code, Codex, OpenCode, Gemini CLI. No API key needed.

2.9K starsJun 2, 2026 pushdataPythonRAG
$ npx skills add SamurAIGPT/llm-wiki-agent
#12

Haystack

Similarity 128Trust 100Excellent 100

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

25K starsJun 5, 2026 pushdataMDXRAG
$ npx skills add deepset-ai/haystack
#13

Memvid

Similarity 127Trust 100Excellent 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 pushdataRustRAG
$ npx skills add memvid/memvid
#14

Hello Agents

Similarity 127Trust 100Excellent 100

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

58K starsJun 8, 2026 pushdataPythonRAG
$ npx skills add datawhalechina/hello-agents
#15

Langchain Chatchat

Similarity 127Trust 100Excellent 100

Langchain-Chatchat(原Langchain-ChatGLM)基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain

38K starsNov 10, 2025 pushdataPythonRAG
$ npx skills add chatchat-space/Langchain-Chatchat
#16

Onyx

Similarity 127Trust 100Excellent 100

Open Source AI Platform - AI Chat with advanced features that works with every LLM

30K starsJun 6, 2026 pushdataPythonRAG
$ npx skills add onyx-dot-app/onyx

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 LightRAG 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.