Alternatives

Swirl Search alternatives for AI agents.

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

Current skill

Swirl Search

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.

100

Quality

Trust

3.0K

Stars

Graphrag

Similarity 126Trust 95Excellent 100

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

34K starsJun 16, 2026 pushdataPythonRAG

$ npx skills add microsoft/graphrag

DB GPT

Similarity 125Trust 97Excellent 100

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

19K starsJun 14, 2026 pushdataPythonRAG

$ npx skills add eosphoros-ai/DB-GPT

Give AI agents the context to query business data correctly through the open context layer that gives AI agents grounded, governed memory, context, SQL across 20+ data sources, that helps you build agentic GenBI, text-to-sql, dashboards, and agentic analytics.

16K starsJun 12, 2026 pushdataPythonRAG

$ npx skills add Canner/WrenAI

Sparrow

Similarity 123Trust 94Excellent 100

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

5.2K starsJun 11, 2026 pushdataPythonRAG

$ npx skills add katanaml/sparrow

Haystack

Similarity 120Trust 98Excellent 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.

26K starsJun 12, 2026 pushdataMDXRAG

$ npx skills add deepset-ai/haystack

Khoj

Similarity 118Trust 96Excellent 100

Your AI second brain. Self-hostable. Get answers from the web or your docs. Build custom agents, schedule automations, do deep research. Turn any online or local LLM into your personal, autonomous AI (gpt, claude, gemini, llama, qwen, mistral). Get started - free.

35K starsMar 26, 2026 pushdataPythonRAG

$ npx skills add khoj-ai/khoj

Awesome Llm Apps

Similarity 118Trust 95Excellent 100

100+ AI Agent & RAG apps you can actually run — clone, customize, ship.

114K starsJun 13, 2026 pushdataPythonRAG

$ npx skills add Shubhamsaboo/awesome-llm-apps

Llama Index

Similarity 118Trust 95Excellent 100

LlamaIndex is the leading document agent and OCR platform

50K starsJun 15, 2026 pushdataPythonRAG

$ npx skills add run-llama/llama_index

Onyx

Similarity 118Trust 94Excellent 100

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

30K starsJun 13, 2026 pushdataPythonRAG

$ npx skills add onyx-dot-app/onyx

#10

Graphiti

Similarity 118Trust 95Excellent 100

Build Real-Time Knowledge Graphs for AI Agents

27K starsJun 12, 2026 pushdataPythonRAG

$ npx skills add getzep/graphiti

#11

Kotaemon

Similarity 117Trust 95Excellent 100

An open-source RAG-based tool for chatting with your documents.

25K starsJun 9, 2026 pushdataPythonRAG

$ npx skills add Cinnamon/kotaemon

#12

LangBot

Similarity 117Trust 98Excellent 100

Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ / Matrix e.g. Integrated with ChatGPT(GPT), DeepSeek, Dify, n8n, Langflow, Coze, Claude, Gemini, MiniMax, Ollama, SiliconFlow, Moonshot, openclaw / hermes agent, deerflow

16K starsJun 16, 2026 pushdataPythonRAG

$ npx skills add langbot-app/LangBot

#13

SurfSense

Similarity 117Trust 98Excellent 100

An open source, privacy focused alternative to NotebookLM for teams with no data limits. Join our Discord: https://discord.gg/ejRNvftDp9

14K starsJun 12, 2026 pushdataPythonRAG

$ npx skills add MODSetter/SurfSense

#14

LEANN

Similarity 117Trust 98Excellent 100

[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

12K starsJun 9, 2026 pushdataPythonRAG

$ npx skills add StarTrail-org/LEANN

#15

LEANN

Similarity 117Trust 98Excellent 100

[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

12K starsJun 7, 2026 pushdataPythonRAG

$ npx skills add yichuan-w/LEANN

#16

GenerativeAIExamples

Similarity 117Trust 97Excellent 100

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

4.1K starsMay 29, 2026 pushdataJupyter NotebookRAG

$ npx skills add NVIDIA/GenerativeAIExamples

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 Swirl Search 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.