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

A side-by-side comparison of Juggler and StepShot — 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.

Freemium

Mac app that records real workflows and uses AI to turn them into polished step-by-step guides, SOPs and training docs.

Automatic Step Capture: Watches each click and text input, capturing screenshots with element labels, roles and coordinates.
AI Cleanup and Narration: Uses AI to write meaningful step titles and descriptions from real system semantics, not the raw click log.
Two Capture Modes: Action-driven (one screenshot per click) or continuous H.264 recording with intelligent frame sampling for dynamic UIs.
Precision Editing: Merge, split, skip, and reorder steps; add arrows, highlights, blurs, numbering and callouts in a visual editor.
Multi-Format Export: One-click export to PDF (cover, footer, Letter/A4, tight or one-step-per-page), Markdown, or self-contained HTML.
Privacy by Default: Runs entirely on-device with no account required; export files contain no recoverable original pixels.
Enterprise-Ready Docs: Custom logo, theme color, page footer/watermark and secret-string redaction for compliant internal SOPs.

Employee Onboarding: Turn a manager's real task walk-through into a numbered SOP new hires can follow without shoulder-surfing.
Customer Support Answers: Produce annotated step-by-step replies with screenshots for tickets and help center articles.
System Migration Guides: Document a data or system migration path with proof-of-work screenshots for auditors.
Software Handoff Docs: Package internal software handoffs — approval flows, financial reconciliation, device provisioning — as sharable guides.
Course & Lesson Prep: Capture app walkthroughs for online courses or training material without a separate video editor.
Remote Assistance: Record a step sequence once and send a formatted PDF or HTML instead of scheduling a screen-share.