Juggler
A GUI-first AI coding harness for developers

What is Juggler?
Juggler is an AI Coding Assistant tool. A GUI-first AI coding harness for developers. It is aimed at developers and ai coding teams.
Juggler is a desktop workbench for AI coding agents, offering a native app and server with a state machine architecture. It enables inspectable agent conversations and branching threads for code development.
Built for developers and ai coding teams.
Key capabilities
Features
Agent Conversation Tree
Agent's conversation is structured as a tree, not a log file
Branching Threads
Inspectable State
All model transactions are inspectable
Session Persistence
Sessions survive quits and reconnects
Context Surgeon
Vendor-Neutral Architecture
Native App and Server
Runs as a native app with matching server
State Machine Design
Uses a state machine instead of a while-loop
Agent Workspaces
Each agent has its own dedicated workspace
Code-Centric Execution
Public API Access
Use cases
- Develop and manage AI coding agents with branching threads
- Inspect model transactions during code development
- Maintain session continuity across application restarts
- Handle context limits in AI coding workflows
- Create vendor-neutral AI coding solutions
- Integrate with external systems via public API
Who it's for
- Developers
- AI Coding Teams
Pros & cons
Pros
- Public API available
Cons
No documented limitations yet.
Developer & API
FAQ
What is Juggler?
Juggler is an AI Coding Assistant tool. A GUI-first AI coding harness for developers. Juggler is a desktop workbench for AI coding agents, offering a native app and server with a state machine architecture. It enables inspectable agent conversations and branching threads for code development.
Does Juggler have an API?
Yes, Juggler offers a public API for building custom integrations.
Who should use Juggler?
Juggler is built for developers and ai coding teams. Common uses: develop and manage AI coding agents with branching threads, inspect model transactions during code development, maintain session continuity across application restarts and handle context limits in AI coding workflows.
Is Juggler open source?
Yes, Juggler is open source under the AGPL-3.0 license.
What are the best alternatives to Juggler?
Similar tools on AiByts include Intellicode, YAGNI, Prelint, Baton and Relay.
Details are compiled from Juggler's website and public sources, last verified Oct 5, 2026. Features and pricing change — confirm on the official site before you buy.
Try Juggler
Visit the official website
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