Wax
★ 805
vs
deep-research
★ 4.7k
Wax vs deep-research
Wax: Wax provides persistent, searchable, and private on-device memory for iOS and macOS AI agents, eliminating the need for servers or cloud services. It integrates document storage, semantic search (HNSW), full-text search (BM25), and token budgeting into a single, crash-safe .wax file.; 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
WaxRAG / Knowledge Base · ★ 805
Conversational agents remembering user preferences
deep-researchRAG / Knowledge Base · ★ 4.7k
Rapidly generate in-depth research reports for personal and professional use.
02
Side-by-Side Comparison
Field
Waxdeep-researchCategory
RAG / Knowledge Base
RAG / Knowledge Base
Stars
★ 805
★ 4.7k
License
Apache-2.0
MIT
Install Command
Add to Package.swift dependencies: .package(url: "https://github.com/christopherkarani/Wax.git", from: "0.1.8")
docker run -d --name deep-research -p 3333:3000 xiangfa/deep-research
Updated
3w ago
4mo ago
Open Source
Yes
Yes
Tags
AI Agents, On-device AI, Vector Database
AI Research, LLM, Privacy-focused
03
Features
Wax01Hybrid retrieval (BM25 + HNSW)
02On-device embeddings (MiniLM)
03Metal acceleration for GPU
04Automatic token budgeting
05Single portable .wax file
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
Wax↳Conversational agents remembering user preferences
↳Note-taking apps with semantic search
↳Personal assistants learning habits privately
↳On-device RAG pipelines for sensitive data
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 Wax and deep-research?
Both Wax and deep-research are in the RAG / Knowledge Base category. Wax has 805 stars, while deep-research has 4.7k stars.
Which is better, Wax or deep-research?
The best choice depends on your use case. Choose Wax if Conversational agents remembering user preferences, and deep-research if Rapidly generate in-depth research reports for personal and professional use..
Is Wax free or open source?
Yes, Wax 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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