publisher
★ 118
vs
deep-research
★ 4.7k
publisher vs deep-research
publisher: Malloy Publisher is an analytics engine for Malloy, designed to serve data models to AI agents, applications, and BI tools. It unifies data modeling, query, materialization, access control, and API into a single server, streamlining the data stack for the AI era.; 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
publisherRAG / Knowledge Base · ★ 118
Automated data model creation from diverse sources using AI.
deep-researchRAG / Knowledge Base · ★ 4.7k
Rapidly generate in-depth research reports for personal and professional use.
02
Side-by-Side Comparison
Field
publisherdeep-researchCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 118
★ 4.7k
License
MIT
MIT
Install Command
npx @malloy-publisher/server@latest --port 4000
docker run -d --name deep-research -p 3333:3000 xiangfa/deep-research
Updated
1d ago
4mo ago
Open Source
Yes
Yes
Tags
Analytics Engine, Data Modeling, AI Agent Integration
AI Research, LLM, Privacy-focused
03
Features
publisher01AI Agent-driven Data Modeling
02Unified Analytics for AI Agents and BI Tools
03Declarative Dashboards and HTML Data Apps
04Robust Data Governance and Access Control
05Query Optimization via Materialization
deep-research01Rapidly 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
publisher↳Automated data model creation from diverse sources using AI.
↳Enabling natural language querying for AI agents and BI users.
↳Developing and deploying interactive data dashboards and applications.
↳Securing data access with fine-grained governance rules.
↳Accelerating analytical queries through persistent materialization.
deep-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 publisher and deep-research?
Both publisher and deep-research are in the RAG / Knowledge Base category. publisher has 118 stars, while deep-research has 4.7k stars.
Which is better, publisher or deep-research?
The best choice depends on your use case. Choose publisher if Automated data model creation from diverse sources using AI., and deep-research if Rapidly generate in-depth research reports for personal and professional use..
Is publisher free or open source?
Yes, publisher is open source on GitHub (MIT).
Is deep-research free or open source?
Yes, deep-research is open source on GitHub (MIT).
Cloud Infrastructure
AdDeploy on DigitalOcean
Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.
→