BiBimba vs ModuleX: Features, Pricing & Which Is Better (2026)

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

BiBimba

mamama, inc.

Paid

A keyboard-driven Mac clipboard manager that OCRs screenshots and runs on-device AI to translate, summarize or rewrite what you copied.

Unified Clipboard Search: One search covers copied text, images, text recognized inside screenshots, and saved snippets, so you do not need to remember where something came from.
Automatic Screenshot OCR: Text in screenshots and copied images is read automatically, and a detected table can be converted to Markdown, JSON or HTML.
On-Device Text Actions: Translate, summarize, rewrite as a business email, turn into a bullet list, or reformat a table using on-device AI on compatible Macs.
Saved Custom Instructions: Store your own prompts as reusable actions and fire them on the current selection from the keyboard.
Pick and Paste: Choose an item from history and paste it directly back into the app you were using, either formatted or as plain text.
Global Keyboard Shortcuts: Dedicated shortcuts open history, pick-and-paste, snippets, screenshot capture, screen OCR and text actions without touching the mouse.
Local Retention Controls: History lives on your Mac with a configurable item count and age limit, automatic pruning of older entries, and manual deletion at any time.
Ten Interface Languages: Ships in Japanese, English, Simplified and Traditional Chinese, Korean, Spanish, French, German, Portuguese (BR) and Arabic.

Receipt and Invoice Capture: Screenshot a receipt, let OCR read the total, and search for it weeks later by amount or vendor.
Table Extraction: Turn a table captured in a screenshot into Markdown or JSON without retyping it into a spreadsheet.
Cross-Language Correspondence: Copy an incoming message, translate it on-device, and paste the reply back into the same app.
Email Polishing: Rewrite a rough draft into a business-email tone from the keyboard while staying inside the mail client.
Research Collection: Build a searchable archive of copied quotes, links and screenshots from a browsing session and retrieve any of them by keyword.
Confidential Work: Keep clipboard history and AI processing on-device so sensitive copied material never leaves the Mac.

Freemium

An AI workflow orchestration platform to build with natural language or a visual canvas, connect 600+ tools, and run any major AI model.

Natural-Language & Visual Builder: Build workflows by describing them in plain language or using a visual canvas.
600+ Tool Integrations: Connect CRMs, databases, communication tools, and more across your stack.
Any Major AI Model: Run workflows with every major AI model using your own keys at provider rates.
Deep Agentic Assistant: Describe a goal and a deep agent reasons, picks the right tools, and executes across integrations.
Multiple Execution Modes: Trigger workflows via chat, SDK, or REST API.
Real-Time Cost Visibility: See every step and its cost in real time as workflows run.
Developer SDKs: Native JavaScript and Python SDKs plus curl/REST endpoints for embedding automation.

Business Automation: Orchestrate multi-step workflows across CRM, database, and communication tools.
Agentic Task Execution: Hand a goal to the deep agent and let it select tools and complete it.
Developer Integration: Trigger workflows programmatically from code via SDK or REST API.
Cost-Controlled AI: Use your own API keys to keep model costs transparent and predictable.