Memoria vs nodeterm: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Memoria and nodeterm — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
Memoria
Anas
On-device photo and video search that indexes the text, speech, objects and faces in your library — no cloud, no account.
Key features
- On-Device OCR: Reads the text inside photos, screenshots, documents, whiteboards and video frames in seven languages, making every written word searchable.
- Local Whisper Transcription: Runs Whisper directly on the device to transcribe the speech in your videos across 99+ languages, so lectures, meetings and voice notes become searchable text.
- Face Detection and Clustering: Detects faces and groups them locally so you can pull up every photo of one person in a single tap, without any cloud face database.
- Object Recognition: Identifies objects in your library so queries like "red bicycle" return matching shots even when nothing was ever tagged.
- Unified Full-Text Index: Combines text, speech, objects and people into one instant search index that lives entirely on the phone.
- Background Indexing: Keeps indexing while the app is closed and prioritises work while the device is charging, so a large library finishes without you babysitting it.
- Zero-Account Privacy Model: No sign-up, no upload and no tracking — analytics are anonymous and opt-out, and the app is GDPR-safe by having nothing to collect.
- One-Time Purchase Unlock: Memoria Plus removes the 250-media indexing cap forever with a single payment processed by Apple or Google, including future on-device models.
Best for
- Finding a Document You Photographed: Recovering an invoice, bill or receipt you snapped months ago by searching the words printed on it rather than scrolling the camera roll.
- Searching Recorded Lectures and Meetings: Locating the moment a specific term was spoken inside a long video by searching the on-device transcript.
- Pulling Every Photo of a Person: Assembling all shots of one friend or family member from a clustered face group for a birthday album or share.
- Recovering Saved Screenshots and Memes: Tracking down a screenshot or meme by the text written on it instead of guessing when you saved it.
- Working Offline or While Travelling: Searching a full media library on a plane or with no signal, since indexing and search never require a network.
- Keeping Sensitive Media Off the Cloud: Making a library of personal, medical or client photos searchable without uploading any of it to a third-party service.
nodeterm
Enes Kırca
A node-based terminal manager that puts real terminals and coding agents as draggable nodes on an infinite canvas, with tmux-backed persistent sessions.
Key features
- Everything Is a Node: Right-click the infinite canvas to open a terminal, an AI agent, a sticky note, a Monaco editor, a diff view or a web/video node, then arrange them spatially like a map instead of stacking tabs.
- Persistent tmux Sessions: Every node runs in its own tmux session, so quitting the app or restarting the machine restores each terminal and agent exactly where it left off.
- Hook-Driven Agent Status: Pulsing RUNNING and NEEDS YOU badges come from agent hooks rather than output scraping, with subagent cards showing live transcripts, a per-node context meter, OS notifications and MacBook notch presence.
- In-Node Permission Prompts: Click the notification when an agent blocks, answer the permission prompt directly in the node, and get told the moment the turn completes.
- Kanban View of Live Sessions: Toggle any project between canvas and a Trello-style board with a keyboard shortcut; cards are the running sessions and open into the real terminal with members, due dates, priority and comments.
- Wired Agent Context: Draw an edge between two agent nodes so each can read the other's context on demand, and branch a conversation into a fresh node without losing the original thread.
- Three Surfaces, One Session: Run nodeterm as a macOS/Linux desktop app, as a self-hosted browser app via Server Edition, or from an iOS companion paired by QR code that continues the same live session end-to-end encrypted.
- On-Device Voice Input: Hold a keyboard shortcut to dictate to a terminal using on-device Whisper, review the transcription and send it, with audio never leaving the machine.
Best for
- Parallel Agent Supervision: Run Claude, Codex and Gemini side by side as canvas nodes and see at a glance which one is working and which one is waiting on you.
- Long-Running Session Recovery: Keep multi-hour agent runs and build shells alive across app restarts and machine reboots without rebuilding your terminal layout.
- Multi-Project Context Switching: Give each project its own canvas of grouped terminals, notes and diffs so switching projects restores the whole mental model rather than a tab bar.
- Agent Work Tracking: Manage in-flight agent tasks on a kanban board where each card is a real running session, moving work across columns without interrupting it.
- Remote Development Access: Self-host Server Edition and reach the same live sessions from a browser or the iOS companion when away from the main machine.
- Context Handoff Between Agents: Wire one agent node into another so a research agent's findings feed an implementation agent without copy-pasting transcripts.