labclaw

Use when the user has a data file in an unsupported format and needs to add a new loader to LabClaw's ingestion pipeline. Triggers include: "add support for SLEAP files," "parse this .mat file," "load Suite2p data," "I have a new data format," "extend the data loader," "convert this file to LabClaw format." Covers neuroscience formats like SLEAP, DANNCE, Kilosort, Suite2p, and arbitrary CSV/JSON/HDF5 variants.

Launch the edge file watcher demo on sample data to verify that file detection, metadata extraction, and quality checks work correctly.

Build the LabClaw project and run the full test suite, reporting results with pass/fail counts and any errors.

Generate a domain-specific code review checklist for recent changes, covering architecture compliance, neuroscience data standards, and safety requirements.

Operate a Bruker Ultima Investigator two-photon fluorescence microscope via PrairieView/PrairieLink. Use this skill for: calcium imaging (GCaMP, tdTomato), z-stack acquisition, time-series recording, line-scan, tile-scan, vasculature imaging, OME-TIFF processing, Prairie XML metadata parsing, in vivo brain imaging, motion correction, FOV registration across sessions. Control modes: API (PrairieLink COM/TCP), GUI (Computer Use), Offline (data processing only). Safety-critical Class 4 laser system.

Operate a BioTek Gen5 (Agilent Synergy H1) microplate reader for absorbance, fluorescence, and luminescence assays on 96-well plates. Use for: ELISA quantification, cell viability screens, dose-response curves, fluorescence intensity reads. Parses Gen5 CSV exports offline on any platform; live control (API/GUI) requires Windows with Gen5 3.x. Outputs well-by-well numeric readings, blank-corrected values, and plate heatmaps.

Operate a Bruker NMR spectrometer via TopSpin software. Covers 1H-NMR acquisition and processing (1D). 13C-NMR and 2D experiments (COSY, HSQC, HMBC) supported for acquisition only — processing pipeline is 1D 1H. Process FID data, pick peaks, analyze chemical shifts, identify compounds.

TODO: Comprehensive description including device type, vendor, model, measurement capabilities, data formats, and use cases. This description determines when Claude activates this skill.