Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Read raw lab-instrument files offline: metadata, previews, integrity checks, open-format export.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Download the maker’s .mcpb file
The link goes to the maker’s own file; we do not host or repackage it. Open the file and Claude Desktop installs it.
Run this in your terminal
claude mcp add openreadout -- npx -y openreadout mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"openreadout": {
"command": "npx",
"args": [
"-y",
"openreadout",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"openreadout": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"openreadout",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account openreadout, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.4.0) reached the registry 19 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js, Rust, MCPB on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, BankBridge
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Works in any MCP agent, including local models. Read-only bank accounts, spending, investments.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
OpenReadout lets AI agents read and analyze raw files from lab instruments like microscopes, mass specs, flow cytometers, plate readers and NMR. It reads 120+ formats without vendor software, and runs as an MCP server, a CLI, or a Python or R package.
🧪 Try it: browser demo | 📖 Docs: openreadout.github.io/openreadout
Light Microscopy
Leica LIF · fly egg chamber DeltaVision · HeLa cells Imaris · plant root section
Imaris · a single neuron Yokogawa CellVoyager · Cell Painting Evident OIR · testes, confocal
Electron Microscopy
EMDB MRC · virus capsid Gatan DM3 · atoms by ptychography Gatan DM4 · ZnO nanorods
Gatan DM4 · electron diffraction Velox EMD · STEM HAADF FEI SER · silica particles
Figures
ABI .ab1 · Sanger read WITec · Raman of graphene MicroCal ITC · titration
BD FCS + FlowJo · gated T cells SoftMax .pda · 96 growth curves Bruker TopSpin · NMR from the FID
Bruker EPR · power series ABI .fsa · fragment sizing mzML · TIC and spectrum
Axon ABF · firing against current Gamry · cyclic voltammogram Applied Biosystems .eds · qPCR
All read from the raw files. More in the gallery , and image credits in CREDITS.md .
Install it, then connect it to your agent:
brew install openreadout/tap/openreadout # other ways under Installation below
openreadout mcp --install claude-desktop # or claude, codex, cursor, vscode, gemini
Then ask your agent about a file, like "What's in cells.czi?" In Claude Code you can install it as a plugin instead (see AI Integration).
Or try the browser demo with no install. Your files never leave your computer.
Claude finds the cerebellum in a 3.7 GB slide scan and labels its layers.
https://github.com/user-attachments/assets/7ee0f9fe-e6e0-4378-a46d-5cdc04d57151
Data: Zenodo 10577621 (CC BY 4.0).
Claude checks a gene knockout with files from five instruments.
https://github.com/user-attachments/assets/658d300b-dc9d-4164-af84-bb48261fd33f
Data: Edyanto et al., figshare (CC BY 4.0).
# Install (macOS / Linux; other ways under Installation)
curl -fsSL https://raw.githubusercontent.com/openreadout/openreadout/main/scripts/install.sh | sh
openreadout info cells.lif
openreadout check partial-copy.lif
openreadout analyze peaks gc-run.ch --min-height 1
openreadout info cells.lif --json
{
"ok": true, "schema_version": "2", "data": { "format": { "id": "lif", "name": "Leica LIF", "vendor": "Leica Microsystems" }, "images": [ { "size_x": 2048, "size_y": 2048, "size_c": 2, "pixel_type": "uint16", "physical_size": { "x": 0.325, "y": 0.325, "unit": "µm" } } ] } }
| Area | Formats | Export to |
|---|---|---|
| Light microscopy | Zeiss CZI, Nikon ND2, Leica LIF, Olympus OIR/VSI/OIB, Imaris, OME-TIFF and other TIFF variants, OME-Zarr, whole-slide images (including Philips iSyntax, Hamamatsu VMS and MIRAX) | OME-TIFF, OME-Zarr |
| High-content screening | Harmony (Opera Phenix, Operetta), ImageXpress, CellVoyager | OME-Zarr plate, OME-TIFF |
| Electron microscopy | MRC, Gatan DM3/DM4, FEI SER/EMI, Velox EMD, EER movies, SerialEM mdoc | OME-TIFF, OME-Zarr, MRC |
| Structural biology | CBF/miniCBF, SMV, EIGER NeXus (NXmx) diffraction images | MRC, OME-TIFF |
| Medical imaging | DICOM (files, series, studies, DICOMDIR), NIfTI, Analyze, Bruker ParaVision | NIfTI, OME-TIFF |
| Mass spectrometry | Thermo RAW, Bruker timsTOF and BAF, Agilent MassHunter, Waters MassLynx, Sciex WIFF, mzML | mzML, Parquet, Arrow |
| Chromatography | Agilent ChemStation and OpenLab, Shimadzu, Chromeleon, AIA/ANDI | CSV, JCAMP-DX, Parquet |
| Electrophysiology | Axon ABF, Intan, SpikeGLX, Open Ephys, Neuralynx, Blackrock, Plexon, HEKA, Spike2, TDT, Axona, NWB | NWB, CSV, Parquet |
| NMR and spectroscopy | Bruker TopSpin and OPUS, Varian, JEOL, Thermo OMNIC, Renishaw, JCAMP-DX, SPC | JCAMP-DX, CSV |
| Flow cytometry | FCS, FlowJo workspaces, Gating-ML | CSV, Parquet, Arrow |
| Plate readers and qPCR | Plate-reader exports, RDML, Applied Biosystems, LightCycler, Rotor-Gene | Allotrope ASM, RDML, CSV |
| DNA sequencing and electrophoresis | Illumina run folders, Oxford Nanopore POD5 and FAST5, FASTQ, BAM, ABIF Sanger and fragment-analysis files, Agilent Bioanalyzer and TapeStation | FASTQ, CSV, Parquet |
| Other | NanoDrop, Qubit, Incucyte, gel and blot imagers, ÄKTA, ITC, Biacore, Seahorse, Octet, Zetasizer, XRD, EPR, electrochemistry, thermal analysis | CSV, Parquet |
The format list lists every format OpenReadout reads, with its known gaps.
Only the beginning is shown; read the rest in the repo