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Posts by LoΓ―c A. Royer πŸ’»πŸ”¬πŸ§ͺ

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#UMAP in VR for #3DThursday! In this zebrafish embryogenesis dataset, RNA-seq + ATAC-seq across 94k+ cells reveal changing regulatory programs over time.

πŸ₯Ό Yang-Joon Kim, Loic Royer @loicaroyer.bsky.social , Matthias Haury
πŸ“ www.biorxiv.org/content/10.1...
πŸ›οΈ Biohub @biohub.org
🎬 #syGlass v2.6.0

1 week ago 11 6 0 0

10/ Here is the latest thread about Omega:
bsky.app/profile/loic...

3 weeks ago 1 0 0 0

That 'loop' is already there. Just combine an autoreserach skill + MCP-agent + napari. I do this routinely now.

3 weeks ago 0 0 0 0

9/ Thanks for all the beta-testers!

3 weeks ago 0 0 1 0
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8/ We are aware of other efforts developed independently, such as the project by Haichao Miao at LLNL: github.com/llnl/bioimag.... Try it too!

3 weeks ago 2 0 1 0
Ilan Theodoro: Demo: Napari-MCP β€” An MCP server for agentic remote control of Napari
Ilan Theodoro: Demo: Napari-MCP β€” An MCP server for agentic remote control of Napari YouTube video by BPPB Seminar

8/ Here is a presentation and demo by Ilan!
www.youtube.com/watch?v=SG91...

3 weeks ago 0 0 1 0
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7/ Power + safety: napari-mcp can expose code execution + package installation tools, so treat it like a local instrument (not a public toy).
Docs: royerlab.github.io/napari-mcp/
Contributions welcome: issues/PRs on GitHub.

3 weeks ago 0 0 1 0
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6/ Already in napari? Use plugin mode.
Plugins β†’ napari-mcp: MCP Server Control β†’ Start Server.
Your MCP client now controls the *current* session (no new viewer), so it slots into real workflows.
royerlab.github.io/napari-mcp/g...

3 weeks ago 1 0 1 0
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5/ Quick start:
1) pip install napari-mcp
2) napari-mcp-install <app> (claude-desktop / cursor / cline-vscode / gemini / codex)royerlab.github.io/napari-mcp/getting-start...

3 weeks ago 0 0 1 0
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4/ The fun part: your assistant can *see* what is on the napari canvas and use that to reason and decide what to do next! With visual feedback, the agent can observe, reason, and iterate rather than guess.
royerlab.github.io/napari-mcp/a...

3 weeks ago 1 0 1 0
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3/ napari-mcp exposes tools for layer management, viewer control (2D/3D, camera, dims), widgets, screenshots, and more! You get the best of both worlds: first-class agentic interfaces + napari viewer!
API: royerlab.github.io/napari-mcp/a...

3 weeks ago 0 0 1 0
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2/ Context: Omega (napari-chatgpt) showed that LLM agents can do real work inside napari (processing + widgets + self-repair). napari-mcp is the next step: any MCP-enabled app can now drive napari!
github.com/royerlab/nap...

3 weeks ago 0 0 1 0
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1/ πŸš€ Excited to release: napari-mcp - agentic control of napari from any MCP-capable AI assistant!
Use it for interactive image processing, analysis, and visualisation! Really cool project from @ilan-theodoro.bsky.social from my team!
#napari #bioimageanalysis #MCP @biohub

3 weeks ago 39 10 3 1

Congrats Christian!

1 month ago 1 0 0 0
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Good to be back home!

1 month ago 7 0 0 0
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Excited to share our new paper (CVPR 2026 πŸš€): "MuViT: Multi-Resolution Vision Transformers for Learning Across Scales in Microscopy" which enables local predictions to use global context.
Great work led by @albertdm.bsky.social & another fun collab w @gioelelamanno.bsky.social! @scadsai.bsky.social

1 month ago 67 30 1 2
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Our symposium on β€˜AI applications in Biology’ is about to start in 30 minutes! Great lineup of speakers for what promises to be a fantastic meeting! πŸ§ͺ

2 months ago 9 3 0 0
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There was an issue with version 2026.2.8.2, I deleted it and created a new one: 026.2.9

2 months ago 0 0 0 0
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Thanks, Zebrafish Rocks! It is not new, but it has been massively improved with new features and many bug fixes! πŸ˜€

2 months ago 1 0 2 0

12/ I would like to thank @anthropic.com for making Claude Code. CC did most of the maintenance work to 'fix' Omega. It even addressed the issues directly, fixing the code, adding comments, closing issues, reviewing image.sc, and further fixing issues and implementing new requested features! nuts!

2 months ago 2 0 0 0
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GitHub - royerlab/napari-chatgpt: A napari plugin to process and analyse images with chatGPT! A napari plugin to process and analyse images with chatGPT! - royerlab/napari-chatgpt

11/ πŸ”¬πŸ§ͺ Try it today! pip install napari-chatgpt β€” GitHub: github.com/royerlab/napari-chatgpt β€” Paper: doi.org/10.1038/s41592-024-02310-w #Omega #napari #AI #BioImageAnalysis

2 months ago 2 0 2 0
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10/ And remember! An often overlooked feature of Omega is its integrated code editor! All code generated by Omega is saved for you to edit, improve, and reuse later!

2 months ago 1 0 1 0
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9/ πŸ›‘οΈ 30+ bug fixes & security hardening: Qt thread safety segfaults, Windows Unicode errors, macOS shutdown hangs, shell injection prevention, and infinite loop guards. #Omega is now much more robust across all platforms!/home/royer/workspace/python/napari-chatgpt/screenshots/card_bug_fixes.png

2 months ago 1 0 1 0

8/ 🧰 More tools & better napari integration: FileDownload, PipInstall (with user permission!), web search, exception catcher. Plus sample data in the napari File menu so you can start experimenting with #Omega immediately.

2 months ago 1 0 1 0
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7/ ✨ Modernized chat UI: dark theme, message bubbles, thinking animations, collapsible tool output, responsive layout, and a live session token counter. Removed 176K lines of vendored CSS for a clean, fast experience.

2 months ago 2 0 1 0
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6/ πŸ€– Agentic widget maker! #Omega now uses a sub-agent to generate napari/magicgui widgets. If the code fails, it reads the error and self-corrects β€” up to 3 attempts. Smarter code generation, fewer failures!

2 months ago 1 0 1 0

5/ ⚑ New: Layer Actions! Ask #Omega to create custom right-click context menu items & keyboard shortcuts for napari layers. Say 'make an action that applies a Gaussian blur' and it appears in your context menu, ready to use on any layer!

2 months ago 1 0 1 0
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4/ 🧩 New: NapariPluginTool! #Omega can now discover & use ANY installed napari plugin. Plus, 3rd-party devs can extend Omega with custom tools via Python entry points β€” just add an entry in your pyproject.toml!

2 months ago 1 0 1 0

3/ πŸ”§ Bring your own LLMs! Connect Ollama, Azure, vLLM, or any OpenAI-compatible endpoint via ~/.omega/config.yaml. Got a GitHub token? #Omega auto-detects it and unlocks free GitHub Models. Frontier to local β€” your choice!

2 months ago 1 0 1 0
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2/ πŸ”— Multi-provider LLM support for the very latest frontier models! #Omega now works with OpenAI, Anthropic (Claude), & Google Gemini via the LiteMind library. No more vendor lock-in. You can even set separate models for conversation & coding tasks!

2 months ago 3 1 1 0