AgentPeek vs BiBimba: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of AgentPeek and BiBimba — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
AgentPeek
Tran Huu Hoang
Mac menu-bar app that puts Claude Code and Codex into the Mac notch to watch sessions, answer prompts, track tokens, and manage local dev servers.
Key features
- Notch & Menu-bar Integration: Embeds live Claude Code and Codex sessions into the Mac notch and menu bar for immediate, always-available access without switching windows.
- Live Session Viewer: Displays real-time agent activity and conversation streams so users can watch multi-agent interactions as they occur and inspect agent behavior.
- Interactive Prompt Handling: Surfaces permission prompts and allows users to answer, approve, or modify prompts directly from the menu-bar interface to control agent inputs.
- Token Usage Tracking: Monitors and reports token consumption per session or agent, helping developers manage costs and debug token-related issues.
- Local Dev Server Management: Provides controls to start, stop, and monitor local development servers tied to agent workflows, streamlining local testing and iteration.
- Local-first Privacy Model: Designed to run locally on the user’s Mac to minimize external data exposure and give users control over where agent data is processed.
- Release Log & Versioning: Public release log (changelog) with incremental releases (0.1.x series) so users can track features, fixes, and updates over time.
- Multi-agent Visualization: Integrates with multi-agent setups (per GitHub repo) to visualize interactions across agents for debugging and analysis.
- Embed Claude Code and Codex sessions in the Mac notch and menu bar
- Live session replay and real-time visualization
- Permission prompts and response handling
- Token usage tracking and metrics
- Manage and monitor local development servers
- Local-first storage: session data stays on device
- Live visualization of Claude Code and Codex agent sessions in the Mac notch and menu bar
- Interactive permission prompts allowing users to answer agent prompts from the menu bar
- Token usage tracking and reporting for monitored agent sessions
- Management and monitoring of local development servers associated with agents
- Real-time dashboard for multi-agent orchestration and activity inspection
- Local-first architecture (runs on user's Mac rather than cloud-hosted by default)
- Distributed via a one-time license purchase
Best for
- Observing Multi-Agent Workflows: Watch real-time exchanges between agents to debug coordination issues or verify agent decision paths without opening developer consoles.
- Rapid Prompt Approval: Approve, modify, or answer permission prompts from the menu bar to speed up interactive sessions with Claude Code or Codex during development.
- Token Cost Monitoring: Track token usage during experiments to identify costly prompts or optimize prompt engineering for lower consumption.
- Local Development Management: Start and manage local dev servers used by agents directly from the app, simplifying local testing and iteration cycles.
- Desktop AI Command Center: Keep an always-on control surface for AI coding assistants (Claude Code, Codex) accessible from the Mac notch for quick coding help.
- Agent Behavior Auditing: Capture and inspect live session logs to audit agent outputs, confirm compliance with expected behavior, or reproduce bugs.
- Monitor and debug multi-agent interactions during local development
- Quickly view and respond to agent prompts from the Mac menu bar/notch
- Track token usage and costs while iterating on agents
- Run and control local dev servers for agent workflows
- Provide lightweight agent observability during demos or testing
- Monitor and debug multi-agent workflows spawned by Claude Code or Codex in real time
- Track and audit token consumption during agent runs for cost and performance analysis
- Answer permission or confirmation prompts quickly from the menu bar without switching windows
- Manage local development servers used by agent systems during development and testing
- Provide a lightweight dashboard for agent orchestration and visibility on macOS
BiBimba
mamama, inc.
A keyboard-driven Mac clipboard manager that OCRs screenshots and runs on-device AI to translate, summarize or rewrite what you copied.
Key features
- 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.
Best for
- 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.