Use when you have XCMS-aligned feature tables with retention time values and need to compute pairwise feature similarity.
Use when after drift correction and quality flagging, when you have a feature abundance matrix with associated metadata (Feature_ID, m/z, retention time) and need to identify…
Use when you have a set of small-molecule structures (SMILES, InChI, or SDF format) and need to predict their chromatographic retention times for a specific method, either to…
Use when you have a new chromatographic dataset with molecular structures (as InChI or SMILES) and experimentally measured retention times, and you want to predict retention times…
Use when you have molecular structures (SMILES or SDF format) for which you need to predict retention time in liquid chromatography, especially when your target dataset contains…
Use when you have a set of small-molecule compounds (e.g., from MS/MS library matching or database annotation) that require retention time validation or ranking to resolve…
Use when when you have a retention-time dataset (e.g., SMRT or Eawag_XBridgeC18_364)
Use when you have a list of candidate metabolites for an unknown compound (from mass-to-structure search or library matching), experimental retention time(s) from one or more…
Use when after training a GNN-RT model on preprocessed molecular graph data (from Train.py) or after applying transfer learning to an in-house dataset (from Transferlearning.
Use when you have raw IM-MS data (Agilent MassHunter .d or UIMF format) and need to exclude early or late chromatographic regions—e.g., to skip dead volume, exclude blank runs,…
Use when after initializing and executing a forward pass through a dual-branch RT-Transformer model (combining fingerprint and molecular graph inputs) on a batch of molecular…
Use when when you have loaded an LC-MS spectrum file (mzML, mzXML, or equivalent) into the GNPS LCMS Visualization Dashboard and need to annotate extracted ion chromatograms with…
Use when after filtering LC-MS features by statistical significance (e.g., p-value < 0.01) and you need to link individual m/z features into structural clusters represent — from…
Use when you have mzML/mzXML chromatogram files from Thermo, Waters, or Bruker instruments and need to extract MS1 and MS2 scans matching both a target m/z value AND a known or…
When the user wants to analyze, respond to, or improve their app reviews and ratings. Also use when the user mentions "reviews", "ratings", "negative reviews", "how to get more…
Design SaaS retention strategies. TRIGGERS - Use when user needs help with saas-retention-strategy related tasks.
Calculate SaaS revenue, retention, and growth metrics. Use when diagnosing momentum, churn, expansion, or product-market-fit signals.
Use when after mass tracks have been aligned across samples into a MassGrid structure and retention time calibration dictionaries (rt_cal_dict) have been computed for eac — from…
Use when you have extracted retention times from MS1 spectra for top signals in a single LC-MS/MS run and need to evaluate whether that gradient's separation performance is…
Use when designing Salesforce Shield Event Monitoring retention, SIEM routing, and storage-tier strategy — which event types to keep, for how long, where, and how to answer audit…
Use when when you have replicate MS/MS spectra for the same feature (precursor m/z and retention time) and need to distinguish genuine fragment ions from noise.
Use when when generating synthetic LC/GC-MS .mzML files from MoNA or HMDB spectral records where you need to compute absolute ground-truth maximum intensity (sim_ins) for each…
Designs risk retention structures meeting US and EU requirements with vertical, horizontal, and L-shaped retention options.
Analyze subscription business health for Autostay — MRR breakdown, conversion funnel, churn analysis, and revenue forecasting.
Models time-to-event in marketing: next purchase, churn, subscription renewal, promotion redemption. Handles censored observations correctly.
Startup talent management operating system covering hiring strategy, job architecture, interview design, offer negotiation, equity compensation (ESOP/RSU/phantom), vesting…
Monitors NRR components with expansion, contraction, and churn decomposition across customer segments and cohorts.
End a vendor, freelancer, or service relationship cleanly — the notice email that cites the contract, the transition asks that protect your data and continuity, and the door-open…
Use this skill when reviewing analytics platform configuration — GA4 property settings, BigQuery export schema, custom event-parameter definitions, and user-property declarations…
Builds audience segmentation briefs from customer, behavioral, demographic, transactional, CRM, media, or market data.
Perform RFM (Recency, Frequency, Monetary) customer segmentation from transaction data. Use this skill when the user needs to segment customers by purchase behavior, identify…
Use when you have compiled a multi-source EI library (NIST, RIKEN, MoNA, SWGDRUG) into a single msp object and want to enrich it with experimental retention index metadata.
Use this skill when reviewing marketing email list segment metadata, consent-record completeness, suppression-list coverage, and documented data-retention schedules for GDPR…