Use when processing LC-MS/MS data acquired in DDA mode that contains chimeric (co-fragmented) MS/MS spectra—i.e., when a single MS/MS scan contains fragments from multiple…
Use when when you have raw MS/MS spectra in MSP format (or similar) with m/z–intensity peak pairs and need to prepare them for neural embedding models that require fixed-size…
Synchronizes calendar events bidirectionally using the Microsoft Graph API /me/calendar/events endpoint.
Automatically triages Microsoft Outlook emails using the Microsoft Graph API /me/messages endpoint. Applies intelligent categorization with customizable rules and moves messages…
Track and nag about Microsoft Outlook email and (optionally) Microsoft Teams messages on a Windows machine, without relying on web versions.
Сквозной профиль участника Стратегической Мастерской через программы (504, 458-STA, 514-MIPT, 522-EMBA-PS и др.).
Use when immediately after loading a raw GC-MS CSV file and before executing the spreadOut() function. Use it when you have received peak table data from an instrument vendor (e.
Use when you have raw MS intensity data paired with known-concentration calibration standard measurements, and you need to convert intensities to absolute or relative…
调用魔搭社区（ModelScope）Qwen3-VL 多模态 API 进行视觉解析。使用 OpenAI SDK 兼容方式调用，支持图片内容描述、OCR 文字提取、视觉问答、对象检测等功能。用户提到"魔搭"、"ModelScope"、"Qwen-VL"、"多模态视觉"、"解析图片"等关键词时应触发。
Use when you have raw LC-MS/MS data in mzML or mzXML format and need to: (1) identify the top-abundance MS1 signals in an LC run, (2) compute a single scalar metric (separation…
Use when when you have a GC-MS dataset (CSV with columns: Component.RT, Component.Area, Base.Peak.MZ, File.Name, Compound.Name, Match.Factor) and a known set of target chemicals…
Use when after computing a sparse pairwise distance matrix from nearest neighbor indexes of MS/MS spectra (in mzML, mzXML, or MGF format), and you need to assign each spectrum to…
Use when you need to determine the complete set of validated instrument/vendor and acquisition mode combinations for a mass spectrometry analysis tool, when assessing whether your…
Use when when you need to generate synthetic LC-MS/MS data to test fragmentation
Use when after GNPS spectral library search has returned matched chemical annotations (with m/z values and cosine similarity scores) for MS/MS spectra.
Use when you have raw MS2 spectra files (mzML, mgf, msp, mzxml) that may contain multiple MS2 spectra per feature and require reduction or standardization before library matching.
Use when you have centroided MS2 spectra from data-dependent LC- or GC-HRMS measurements and need to rapidly prioritize potential PFAS features within a larger feature set.
Use when after MS2 fingerprints have been generated by counting MS2 peaks and neutral losses in each sample, and you have aligned them into a MemoMatrix (sample-by-fingerprint…
Use when you have two MemoMatrix objects generated from separate sample cohorts (e.
Use when you have extracted MS/MS spectra for a given metabolomic feature across multiple replicates (e.g., after top-TIC filtering) and need to identify which fragments are…
Use when you have raw MS2 spectra in common formats (mzML, mzXML, msp, MGF, JSON) and need to convert them into normalized, queryable spectral objects for downstream anal — from…
Use when you have raw MS2 spectral data (MGF, mzML, or msp format) and need to generate a sample-level fingerprint for comparison across metabolomics samples, especially when…
Use when when you have a resolved spectrum file in mzML or mzXML format and need to identify where MS2 (tandem mass spectrometry) scans occur within an LC-MS run, particularly to…
Use when when beginning a MEMO analysis workflow with raw or unaligned MS2 spectra files and needing to extract fragmentation data and precursor information before counting MS2…
Use when you have acquired LC-IMS-MS/MS data (or equivalent multidimensional MS/MS acquisition) in mzML or mzML.gz format and need to disambiguate overlapping fragmentation…
Use when after frequency-based denoising of MS/MS spectra, when you need to validate that denoising improves metabolite identifications and quantify the trade-off between signal…
Use when you have DDA LC-MS/MS raw data (mzML format) with detected chromatographic
Use when after peak picking, sample alignment, and isotopologue/adduct grouping are complete, and you have DDA-MS2 scans associated with grouped feature ions.
Use when when you have DDA LC-MS/MS data (mzML format) with identified chromatographic peaks at a specific m/z (e.g., 304.1131) and multiple MS2 spectra fragmented from that…
Use when when you have raw MS2 spectra (m/z and intensity pairs) and need to compute a Probability Product Kernel score or other fragmentation-based similarity metric against a…
Access Microsoft 365 data via Microsoft Graph API. Read emails, search messages, get user profile information.
Branchen-Spezialskill für MSA Rahmenvertrag: prüft typische AGB-Risiken des Vertragstyps und erzeugt Klauselarchitektur, Red Flags und bessere Bedingungen.
Use when the user uploads or pastes a Master Purchase Agreement, Master Supply Agreement, Master Goods Agreement, or commercial purchase MSA covering the procurement of physical…
Use when the user uploads or pastes a Software-as-a-Service Master Services Agreement (MSA), Master Subscription Agreement, SaaS Agreement, or Cloud Services Agreement and asks…
Microsoft Authentication Library (MSAL) patterns for React/SPA applications with Entra ID
Use when you have acquired raw mass spectrometry data from ThermoFisher, Agilent, or compatible vendors in their native formats (.raw, .d, or equivalent) and need to prepare it…
Answers questions about a code repository using source file analysis. Use when the user asks a question about how something works, wants to understand a component, or needs help…
Send a message to the chat room. No target = everyone. Prefix @peer for a DM.
Convert Outlook .msg email files to Markdown, preserving email headers (From, To, CC, Date), body content, and attachment metadata.
MSG91 integration. Manage data, records, and automate workflows. Use when the user wants to interact with MSG91 data.
Automate Msg91 tasks via Rube MCP (Composio). Always search tools first for current schemas. — from general/automation
Reference guide for msgspec.Struct usage patterns, performance tips, and gc=False safety analysis. Use when writing or reviewing msgspec Struct definitions, encoding/decoding…
Use when when you need to validate that MSI software (e.g., LipidQMap) achieves documented processing speeds on your target hardware, or when you need to establish a performance…
Implement Mexico MSI or fixed installment payments with Ecart Pay — tokenize and create orders with installment fields.
Use when after isotope correction when you have extracted intensity matrices from imzML or HDF5 MSI data and need to convert raw or isotope-corrected ion-image intensities into…
Use when when you have loaded mass spectrometry imaging data into a MSImagingArrays
Connect to Microsoft Learn MCP Server to search Microsoft documentation, fetch specific doc pages, and find code samples.
Mslm Cloud integration. Manage Users, Organizations. Use when the user wants to interact with Mslm Cloud data.
Use when removing invalid or malformed entries (e.g., SMILES validation, format errors) from large spectral datasets (GNPS, MoNA, MTBLS1572, MassBank).
Send plain-text emails using your local msmtp config (Gmail app password already set up in ~/.msmtprc). Strictly send-only; no reading, fetching, or inbox access.
Use when turning analytical or empirical results into an explicit operations contribution for a Manufacturing & Service Operations Management (M&SOM) manuscript — stating the…
Use when matching the method and identification to the operations problem for a Manufacturing & Service Operations Management (M&SOM) manuscript — selecting the analytical model…
Use when building the exhibits for a Manufacturing & Service Operations Management (M&SOM) manuscript — numerical-study tables, policy and sensitivity plots for analytical work,…
Use when deciding which msom-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for a Manufacturing & Service Operations…
Use when polishing the prose of a Manufacturing & Service Operations Management (M&SOM) manuscript — front-loading the operational insight, controlling mathematical notation,…
Use when you have acquired EI or MS2 library files in MSP format (e.g., from NIST via Lib2NIST export, RIKEN, MoNA, SWGDRUG, or GNPS) and need to read them into R to assign…
Use when you have a Mass Spectrum Point (MSP) file containing electron ionization mass spectral records with header fields and peak intensity pairs, and you need to load it into…
Use when you are parsing mass spectrometry spectral library files in MSP format and need to guarantee that all spectrum records are either successfully integrated into the final…
Use when you have a .msp format MS/MS spectrum library (e.g., from MassBank or similar public databases) and need to convert it into individual CSV entries indexed by positive or…
Verify minimum supported Rust version (MSRV) compliance. Use when the user asks about Rust version compatibility or MSRV checks.