Juggler vs knooth: Features, Pricing & Which Is Better (2026)

A side-by-side comparison of Juggler and knooth — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.

Juggler

Julian Storer

Free

A native desktop workbench for AI coding agents with branching conversation trees, inspectable tool calls and editable context.

Branching Conversation Trees: Fork the session at any point, recursively, so competing approaches and tangents run side by side without polluting the main context.
Miller Column Navigation: A Finder-style column layout lays out tool calls, item properties and nested sub-threads for long reading and editing sessions.
Transaction Inspector: Open any model transaction to see the assembled system prompt, messages, tool definitions, output, token use, timing and stop reason.
The Context Surgeon: Fold history into a new thread, move or copy items between branches, expand a branch back into its parent, and undo structural changes.
Local or Remote Sessions: Run the desktop app locally or the headless binary on the machine holding the code, then attach from the app, a browser or a phone.
Durable Sessions: Sessions are stored on disk as live-synced Yjs documents, so quits, relaunches and dropped connections do not lose the conversation.
Automatic Context Sizing: Juggler measures the full request before each call, reserves room for the answer and compacts older history before limits become an error.
Inspectable MCP Tools: Follow an MCP handoff end to end - schema offered, arguments generated, approval, result and errors - with server status, logs and per-tool filtering.
JavaScript Extension SDK: Context items, LLM loop strategies, slash commands, viewers and Pinboard tabs are extensions you can fork or replace, under a permissive Apache-2.0 SDK.

Exploring Competing Fixes: Branch a thread into two sub-threads to try different approaches to the same bug and compare results before committing.
Auditing Agent Behavior: Inspect exactly what the model received and returned when an agent makes a surprising edit to the codebase.
Remote Development: Run the server on a dev box or GPU machine where the repository lives and drive the same live session from a laptop or browser.
Long Refactors: Keep a multi-hour session alive across quits and reconnects, with the agent paused awaiting approval for its next step.
Provider Comparison: Drive Claude Code, Codex, Copilot, Gemini and local Ollama models through one interface to compare behavior on the same task.
Custom Tooling: Write JavaScript extensions that add slash commands, file viewers or new LLM loop strategies to the workbench.

Paid

macOS screen recorder with built-in editing, AI captions, timeline animations, and media layering for polished exported videos.

Built-in Editing: Timeline-based editor for trimming, arranging clips, and applying timeline animations without exporting to external editors.
AI Captions: Automatic caption generation for recorded videos to improve accessibility and speed up post-production workflows.
Timeline Animations: Apply animations on the timeline to highlight moments, create transitions, and emphasize actions in recordings.
Media Layering: Combine multiple media tracks (screen, webcam, overlays) to build polished, multi-layered screencasts.
Highlight Key Moments: Tools to mark or emphasize important sections during or after recording so viewers focus on critical steps.
Quick Export: Fast export workflow for producing clean, shareable video files suitable for demos, tutorials, and product walkthroughs.
Screen recording (macOS)
Highlight key moments within recordings
Built-in video editor
AI-generated captions/captions automation
Timeline animations for clips
Export polished videos for sharing

Creating software tutorials and walkthroughs with annotated highlights and AI-generated captions for learners.
Recording product demos and feature showcases with timeline animations to draw attention to UI changes.
Producing onboarding and training videos for teams, using media layering to include webcam and screen together.
Capturing bug reports and step-by-step reproduction videos with annotated highlights for engineering handoff.
Generating short marketing clips or social previews by exporting polished, animation-enhanced screen recordings.
Creating product demos and walkthroughs
Recording software tutorials and how-tos
Producing training and onboarding videos
Capturing bug reproduction and annotated feedback
Creating marketing or presentation videos