GPT Researcher logo
GPT Researcher
★ 30.2k
vs
compass logo
compass
★ 73

GPT Researcher vs compass

GPT Researcher: GPT Researcher is an open-source LLM agent designed for deep, structured research on any topic using web and local sources. It produces detailed reports with citations by running parallel research agents, scraping relevant sources, filtering content, and synthesizing findings. Supports local document research, customizable report formats, and multiple LLM backends including OpenAI, Anthropic, and Ollama.; 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.

01

TL;DR

GPT Researcher logo
GPT ResearcherRAG / Knowledge Base · ★ 30.2k
When to choose:
  • You want an Apache-2.0 agent that plans sub-questions, searches the web and local documents in parallel, and writes 2,000+ word reports with citations.
  • You want to use it as a Python library, standalone web app, or MCP-connected research skill with PDF/Word export.
When to skip:
  • You want a general-purpose super-agent harness with a bash sandbox, persistent memory, and Feishu/WeCom/Slack bots; DeerFlow is built for that.
  • You do not want per-report search API (e.g. Tavily) and multi-call LLM token costs.
compass logo
compassRAG / Knowledge Base · ★ 73

Search across organizational systems for entities and relationships

02

Side-by-Side Comparison

Field
GPT Researcher logoGPT Researcher
compass logocompass
Category
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 30.2k
★ 73
License
Apache-2.0
Apache-2.0
Install Command
pip install gpt-researcher
git clone https://github.com/raystack/compass.git && cd compass && make
Updated
1w ago
6mo ago
Open Source
Yes
Yes
Tags
AI Agent, Deep Research, Web Scraping
ai-agents, context-engine, context-engineering
03

Features

GPT Researcher logoGPT Researcher
01Parallel research agents scraping and synthesizing multiple web sources simultaneously
02Generates structured reports with citations in Markdown, PDF, or Word format
03Supports local document research in addition to web search
04Customizable report types: research reports, outlines, resource lists, and more
05Compatible with OpenAI, Anthropic, Groq, Ollama, and other LLM providers
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
04

Use Cases

GPT Researcher logoGPT Researcher
↳Automating deep research reports on any topic with sourced citations
↳Conducting market research, competitive analysis, or literature reviews at scale
↳Building research pipelines that combine web search with local knowledge base retrieval
compass logocompass
↳Search across organizational systems for entities and relationships
↳Explore context and dependencies around any entity
↳Analyze impact of changes across systems
05

Best For

GPT Researcher logoGPT Researcher
Most PopularEssentialTrending
compass logocompass
—
FAQ

FAQ

What is the difference between GPT Researcher and compass?
Both GPT Researcher and compass are in the RAG / Knowledge Base category. GPT Researcher has 30.2k stars, while compass has 73 stars.
Which is better, GPT Researcher or compass?
The best choice depends on your use case. Choose GPT Researcher if Automating deep research reports on any topic with sourced citations, and compass if Search across organizational systems for entities and relationships.
Is GPT Researcher free or open source?
Yes, GPT Researcher is open source on GitHub (Apache-2.0).
Is compass free or open source?
Yes, compass is open source on GitHub (Apache-2.0).
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