Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) MCP Server
Let an AI agent find, read and analyse LC-MS data files from any vendor through open interfaces: list the runs in a folder, report the instrument and acquisition details, plot TIC/BPC chromatograms, extract ion chromatograms with apex and area, read spectra, find MS2 scans by precursor m/z, and run a quick QC. Vendor files are converted to mzML with a converter you have installed. This is a data server: it controls…. Its 12 documented tools cluster into read & search, convert, extract, reconnect.
People connecting this server to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.
One of 32 MCP servers published from k-dense-ai/lab-instrument-mcps. Stars and repository activity are shared across all of them. See all 32 →
VERIFIED ACTIVE
LAST COMMIT 2026-09-26 · VERIFIED 2026-09-30
Apache-2.0 · Python servers · how we verify → /methodology
01 · Install Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion)
Claude Code
claude mcp add k-dense-ai-lab-instrument-mcps-servers-c -- uvx labmcp-ms-data Claude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"k-dense-ai-lab-instrument-mcps-servers-c": {
"command": "uvx",
"args": [
"labmcp-ms-data"
]
}
}
} Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as local process (stdio) - runs on your machine with your user's permissions
repo age created 2026-09-25 - young repo, little track record yet
license Apache-2.0 - declared in the repository
pypi package labmcp-ms-data - check the name against the project README before installing (PyPI has no namespace ownership)
registry namespace io.github.K-Dense-AI is GitHub-verified and matches the repo owner
03 · What Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
What you can build
An agent gets 12 documented tools across read & search, convert, extract, including convert_to_mzml, extract_ion_chromatogram, find_ms2_scans, get_bpc.
Capability map
Tools grouped from the project's README - what Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) lets an agent do.
read & search
8 tools - e.g. Find the MS2 (MSn) spectra whose precursor m/z is within ± tolerance of precursor_mz, optionally within an RT window and for one charge state. Returns index, sc; Base peak chromatogram (intensity of the…
find_ms2_scans · get_bpc · get_command_log · get_connection_info · get_run_info · get_spectrum…
Convert
1 tool - e.g. Convert a vendor file (Thermo .raw, Waters .raw, Agilent .d, SCIEX .wiff, Shimadzu .lcd, Bruker .d) to mzML with the converter the user installed (ThermoRawFile
convert_to_mzml
Extract
1 tool - e.g. Extracted ion chromatogram (XIC/EIC) for one or more m/z values: the summed intensity within ± tolerance (ppm or Da) in every MS1 spectrum (or another ms_level)
extract_ion_chromatogram
Reconnect
1 tool - e.g. Close and re-open the connection to the instrument (e.g. after it was power cycled or a cable was re-plugged).
reconnect
Summarise
1 tool - e.g. Quick QC of a run: MS1/MS2 counts, TIC stability (CV, spray dropouts), where the signal elutes, cycle time, MS2 scans per cycle, median injection times and how
summarise_run
Limitations (from the README)
- Format support: mzML (indexed or not, optionally .gz) through pyteomics (Apache-2.0), using the PSI-MS vocabulary bundled with psims (no download). mzMLb needs the [mzmlb] extra (h5py, hdf5plugin). Gzipped mzML is decompressed to a temporary file for random access. - Bruker timsTOF (TDF): run metadata (instrument, serial, date, m/z and 1/K0 ranges), the TIC (Frames.SummedIntensities), BPC intensity (Frames.MaxInten
04 · Who maintains Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion)
Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) is maintained by k-dense-ai. We track 32 MCP servers from k-dense-ai - 32 actively maintained, 9 combined GitHub stars, oldest repo from Sep 2026. Full record: all servers from k-dense-ai.
- Tecan Cavro Syringe Pump MCP server for Tecan Cavro syringe pumps (XLP 6000, XMP 6000, XCalibur) over the DT protocol. ★ 9
- Micro-Manager Microscope MCP server for microscopes controlled by Micro-Manager (pymmcore-plus). ★ 9
- Opentrons OT-2 / Flex MCP server for Opentrons OT-2 and Flex liquid-handling robots (HTTP API). ★ 9
- Atlas Scientific EZO Sensors MCP server for Atlas Scientific EZO sensor circuits (pH, ORP, DO, EC, RTD, HUM, CO2, PRS) over UART. ★ 9
- New Era Syringe Pump MCP server for New Era Pump Systems syringe pumps (NE-1000 family, RS-232). ★ 9
- Alicat Mass Flow & Pressure Controller MCP server for Alicat mass flow and pressure meters/controllers. ★ 9
05 · Facts
- repository
- github.com/k-dense-ai/lab-instrument-mcps
- category
- other - actively maintained as of 2026-09-30.
- registry
- io.github.K-Dense-AI/labmcp-ms-data (active, first published 2026-09-26 · 2 versions)
- packages
- pypi:labmcp-ms-data
06 · Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) FAQ
Is Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) still maintained?
Yes - as of 2026-09-30, its last commit was 2026-09-26. We re-verify nightly.
What can Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) do?
An agent gets 12 documented tools across read & search, convert, extract, including convert_to_mzml, extract_ion_chromatogram, find_ms2_scans, get_bpc.
How do I install Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion)?
Run `uvx labmcp-ms-data`. You can also paste the ready-made client config above.
Does Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) run locally?
Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.
07 · Alternatives to Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion)
Alternatives to Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion)
Maintained other servers if Mass Spectrometry Data (mzML, Bruker TDF, vendor conversion) isn't the fit.
- Heyputer MCP Server Puter MCP enables AI tools to interact with Puter: manage files, websites, workers, and more ★ 43,609 · 2026-09-29
- Server Commands An MCP server to run arbitrary commands ★ 39,168 · 2026-09-24
- basebalance.cloud - x402 RPC & MCP gateway USDC-gated Base JSON-RPC: free 10 req/min, $0.50 per 10k. Failover, cache, /mcp, ledger. ★ 6,763 · 2026-08-26
- Zotero MCP (54yyyu) Search, read, annotate, and add to your Zotero research library, local or web. ★ 5,203 · 2026-09-30
- Firebase MCP Gives AI development tools Firebase-specific capabilities and expertise. ★ 4,475 · 2026-09-30
- Microsoft Fabric MCP Server MCP tools for interacting with Microsoft Fabric ★ 3,722 · 2026-09-29
More MCP servers to compare · LC-MS Worklist Builder · Ocean Insight Spectrometer · PalmSens Potentiostat · Sartorius Balance · Alicat Mass Flow & Pressure Controller
More Python MCP servers · Thermo Orbitrap (Instrument API) · see all