ragflow
★ 92.7k
vs
guild
★ 302
ragflow vs guild
ragflow: RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that integrates RAG with Agent capabilities. It provides a superior context layer for LLMs and offers a streamlined RAG workflow adaptable to enterprises of any scale.; guild: guild is a compiled Go binary with an MCP server backed by embedded SQLite, providing shared context, memory, and task coordination for AI coding agents. It allows multiple agents across different editors to share state safely using atomic locks. State persists locally and includes hybrid search (BM25+vector).
01
TL;DR
ragflowRAG / Knowledge Base · ★ 92.7k
When to choose:
- Your documents have complex layouts (PDFs, scanned files, tables, slides) and you need layout analysis, OCR, and traceable citations.
- You want an Apache-2.0 all-in-one RAG platform where you can inspect and hand-tune template-based chunks in a web UI.
When to skip:
- Your server has less than 4 CPU cores and 16 GB RAM; RAGFlow's multi-service stack is heavy.
- You want an autonomous web research agent that writes 2,000-word reports from live search rather than indexing a local document corpus; GPT Researcher fits better.
guildRAG / Knowledge Base · ★ 302
Multi-agent coordination on the same project
02
Side-by-Side Comparison
Field
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 92.7k
★ 302
License
Apache-2.0
Apache-2.0
Install Command
docker compose -f docker-compose.yml up -d
curl -fsSL https://github.com/mathomhaus/guild/releases/latest/download/install.sh | sh
Updated
1d ago
1w ago
Open Source
Yes
Yes
Tags
RAG, AI Agent, LLM
agent-coordination, agent-memory, ai-agents
03
Features
01Deep document understanding for knowledge extraction from unstructured data.
02Intelligent and template-based chunking with explainable options.
03Grounded citations with reduced hallucinations and traceable references.
04Compatibility with heterogeneous data sources including documents, images, and web pages.
05Automated and effortless RAG workflow orchestration with configurable models and fused re-ranking.
01Shared context and memory across sessions
02Atomic task claims (quests) to prevent collisions
03Hybrid search (BM25 + vector) for lore
04Oath, brief, and quest system for session handoff
05Works with any MCP client (Claude Code, Codex, Cursor, etc.)
04
Use Cases
↳Building high-fidelity, production-ready AI systems with complex data.
↳Developing enterprise-scale knowledge base and intelligent Q&A chatbots.
↳Facilitating intelligent document processing and advanced information retrieval.
↳Multi-agent coordination on the same project
↳Continuity across coding sessions
↳Knowledge management for AI coding agents
05
Best For
Most PopularEssentialTrending
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FAQ
FAQ
What is the difference between ragflow and guild?
Both ragflow and guild are in the RAG / Knowledge Base category. ragflow has 92.7k stars, while guild has 302 stars.
Which is better, ragflow or guild?
The best choice depends on your use case. Choose ragflow if Building high-fidelity, production-ready AI systems with complex data., and guild if Multi-agent coordination on the same project.
Is ragflow free or open source?
Yes, ragflow is open source on GitHub (Apache-2.0).
Is guild free or open source?
Yes, guild is open source on GitHub (Apache-2.0).
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