All authors
HolobiomicsLab avatar

Claude Skills by HolobiomicsLab

github.com/HolobiomicsLab
12,704 skillsA× 12,683B× 13C× 2D× 60 installs6,258 views
Spectral Preprocessing For Machine LearningA

Use when when preparing raw MS2 spectra (m/z and intensity pairs) for

ai-agentspythongit
0
15
Spectral Quality Assurance ProteomicsA

Use when when you have extracted a raw Orbitrap scan from a .raw file

ai-agentsgoc#
0
15
Spectral Quality Control AssessmentA

Use when after MS1 extraction (coarse/fine error correction, EIC window

ai-agentsgodocker
0
15
Spectral Quality Filtering Signal To NoiseA

Use when you have raw spectroscopic datasets (NMR, HSQC, COSY, IR) in

ai-agentspythongit
0
15
Spectral Quality Metrics ExtractionA

Use when you have multi-sample MS1 data (from Agilent, Thermo, Bruker,

ai-agentsgit
0
15
Spectral Query FormulationA

Use when you have a query mass spectrum (or representative metabolite

ai-agentsgogit
0
15
Spectral Reference Peak SummarizationA

Use when after peak picking and alignment have been performed on preprocessed

ai-agentsgit
0
15
Spectral Result Visualization VerificationA

Use when after running annotateRC to generate ranked candidate annotations

ai-agentsgitdatabase
0
15
Spectral Retrieval Ranking TaskA

Use when when you have pre-computed dense embeddings for query spectra

ai-agentspythongit
0
15
Spectral Roi Boundary DefinitionA

Use when when you have identified a spectral window of interest in a

ai-agentspythongo
0
15
Spectral Scan Generation And ExportA

Use when you have real LC-MS/MS data (mzML) from a complex sample (e.g.,

ai-agentsgotesting
0
15
Spectral Scan Metadata MatchingA

Use when you have extracted MS1 and MS2 scans in mzML/mzXML format from

ai-agentsgitdatabase
0
15
Spectral Scoring And Significance AssessmentA

'Use when you have executed multiple database search pipelines (Dereplicator,

ai-agentspythongo
0
15
Spectral Search Logic Control FlowA

Use when when you need to understand or modify how MS2Query routes query

ai-agentspythongo
0
15
Spectral Search Performance EvaluationA

Use when when you have implemented or obtained a spectral library search

ai-agentspythongo
0
15
Spectral Search Result AggregationA

Use when when you have executed batch searches of MS/MS spectra against

ai-agentspythongit
0
15
Spectral Signal DetectionA

Use when you have mzML mass spectrometry data and a list of predicted

ai-agentsgitperformance
0
15
Spectral Similarity ComputationA

Use when after inferring Mass2Motif definitions from LDA modeling when

ai-agentspythongo
0
15
Spectral Similarity Distance Metric SelectionA

Use when when you have processed LC-MS/MS spectral data in .mgf format

ai-agentsgonode
0
15
Spectral Similarity GroupingA

Use when when you have computed a sparse pairwise distance matrix from

ai-agentsgogit
0
15
Spectral Similarity Matching AlgorithmsA

Use when when you have experimental MS/MS spectra (from mzML or .rda

ai-agentsgogit
0
15
Spectral Similarity Matching And ComparisonA

Use when after extracting and optionally combining MS2 spectra from a

ai-agentsgogit
0
15
Spectral Similarity Matrix ComputationA

Use when after preprocessing and filtering mass spectra (peak filtering,

ai-agentspythongo
0
15
Spectral Similarity Measure ImplementationA

Use when you have MSMS spectra from two or more compounds and need to

ai-agentsgitperformance
0
15
Spectral Similarity Metric ComputationA

Use when after clustering peak networks from INADEQUATE spectra and before

ai-agentspythongo
0
15
Spectral Similarity Network BuildingA

Use when when you have detected LC-MS/MS features (MS1 peaks with MS2

ai-agentsgojava
0
15
Spectral Similarity Network ConstructionA

Use when after acquiring MS/MS spectral data from untargeted metabolomics

ai-agentsnodegit
0
15
Spectral Similarity Network GenerationA

Use when after feature detection and alignment across LC-MS/MS runs (via

ai-agentsgonode
0
15
Spectral Similarity Prediction Deep LearningA

Use when when you have paired MS/MS spectra (unknown and known metabolites)

ai-agentsgitdatabase
0
15
Spectral Similarity Prediction EvaluationA

Use when use when the workflow requires spectral-similarity-prediction-evaluation.

ai-agentspython
0
15
Spectral Similarity Prediction Neural NetworksA

Use when when you have paired MS/MS spectra with known structural similarity

ai-agentspythongo
0
15
Spectral Similarity RankingA

Use when you have a query MS/MS spectrum and need to identify the -matching

ai-agentspythongo
0
15
Spectral Similarity Score ComputationA

Use when when you have pairs of MS/MS spectra (in mgf, msp, mzml, mzxml,

ai-agentspythongit
0
15
Spectral Similarity Scoring And RankingA

Use when after discovering Mass2Motifs via LDA topic modeling on MS/MS

ai-agentspythongit
0
15
Spectral Similarity Scoring And Reference MatchingA

Use when when you have extracted MS2 spectra from DDA chromatographic

ai-agentsgitdatabase
0
15
Spectral Similarity Scoring ComputationA

Use when you have a query spectrum (or set of query spectra) and need

ai-agentspythongit
0
15
Spectral Similarity Scoring CosineA

Use when you have a collection of preprocessed and cleaned mass spectrometry

ai-agentspythongo
0
15
Spectral Similarity Scoring Ei SimpleA

Use when you have a query electron ionization (EI) mass spectrum and

ai-agentsgogit
0
15
Spectral Similarity Scoring Parent TpA

Use when after generating TP candidates (via in-silico prediction or

ai-agentsgoc++
0
15
Spectral Similarity Scoring With Mass ShiftsA

Use when you have an unknown query spectrum suspected to carry a post-translational

ai-agentsgogit
0
15
Spectral Similarity ScoringA

Use when when you have extracted low-resolution mass spectra from individual

ai-agentspythongo
0
15
Spectral Similarity ValidationA

Use when after training a Word2vec model on tokenized mass spectra and

ai-agentspythongit
0
15
Spectral Smoothing Method ComparisonA

Use when when you have raw mass spectra in an MSImagingArrays object

ai-agentsgogit
0
15
Spectral Structural Similarity ComputationA

Use when when you have pre-trained embedding vectors (e.g., from MSBERT)

ai-agentspythongo
0
15
Spectral Tensor Representation And PreprocessingA

'Use when when preparing MS/MS spectra from .msp files for transformer-based

ai-agentspythongo
0
15
Spectral To Structure Mapping PredictionA

Use when you have preprocessed 1D ¹H and/or ¹³C NMR spectra from an unknown

ai-agentsapiperformance
0
15
Spectral Token DesignA

Use when when you need to prepare mass spectra and molecular structures

ai-agentsgit
0
15
Spectral Topic Modeling LdaA

Use when when you have a collection of normalized mass spectrometry spectra

ai-agentspythonperformance
0
15
Spectral Vector Normalization By IntensityA

Use when when converting pre-processed MS/MS spectra into fixed-length

ai-agentspythongit
0
15
Spectral Vector Representation And EncodingA

Use when when you have a set of mass spectra (query or library) that

ai-agentspythongo
0
15