AgentIndex icon
AgentIndex
compass logo
compass
★ 73
vs
deep-research logo
deep-research
★ 4.7k

compass vs deep-research

compass: Compass is a context engine that builds a temporal knowledge graph connecting entities, relationships, and documents across systems. It provides AI-native capabilities, hybrid search, impact analysis, and an open type system. It can be used to query and traverse organizational knowledge for humans and AI agents.; deep-research: Deep Research is an AI-powered tool designed to generate comprehensive research reports rapidly, leveraging advanced AI models and internet connectivity. It prioritizes user privacy by processing and storing all data locally.

01

TL;DR

compass logo
compassRAG / Knowledge Base · ★ 73

Search across organizational systems for entities and relationships

Read compass full review →
deep-research logo
deep-researchRAG / Knowledge Base · ★ 4.7k

Rapidly generate in-depth research reports for personal and professional use.

Read deep-research full review →
02

Side-by-Side Comparison

Field
compass logocompass
deep-research logodeep-research
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 73
★ 4.7k
License
Apache-2.0
MIT
Install Command
git clone https://github.com/raystack/compass.git && cd compass && make
docker run -d --name deep-research -p 3333:3000 xiangfa/deep-research
Updated
6mo ago
4mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-agents, context-engine, context-engineering
AI Research, LLM, Privacy-focused
03

Features

compass logocompass
01AI-Native: Composable MCP tools for AI agent interaction
02Knowledge Graph: Typed, directed, temporal relationships
03Context Assembly: Multi-hop bidirectional traversal
04Impact Analysis: Blast radius analysis
05Hybrid Search: Keyword and semantic search
deep-research logodeep-research
01Rapidly generates comprehensive research reports in minutes.
02Ensures privacy by processing and storing all data locally in the browser.
03Supports a wide range of mainstream large language models (LLMs).
04Integrates with various web search engines for enhanced information gathering.
05Allows uploading and processing local files to build a knowledge base.
04

Use Cases

compass logocompass
↳Search across organizational systems for entities and relationships
↳Explore context and dependencies around any entity
↳Analyze impact of changes across systems
deep-research logodeep-research
↳Rapidly generate in-depth research reports for personal and professional use.
↳Serve as a deep research as a service (SaaS) platform via SSE API.
↳Integrate deep research functionality into other AI applications using MCP.
FAQ

FAQ

What is the difference between compass and deep-research?
Both compass and deep-research are in the RAG / Knowledge Base category. compass has 73 stars, while deep-research has 4.7k stars.
Which is better, compass or deep-research?
The best choice depends on your use case. Choose compass if Search across organizational systems for entities and relationships, and deep-research if Rapidly generate in-depth research reports for personal and professional use..
Is compass free or open source?
Yes, compass is open source on GitHub (Apache-2.0).
Is deep-research free or open source?
Yes, deep-research is open source on GitHub (MIT).
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