Use when you need to synthesize market, competitor, audience, and positioning research with citations.
Pazar büyüklüğü, demografik analiz. SWOT, PESTLE. Rakip analizi. Trend raporları. Veri kaynakları. Rapor formatları.
Market research specialist focused on comprehensive market analysis, consumer behavior insights, and market opportunity identification.
Market research and validation agent. Analyzes competitors, identifies target users, and validates product-market fit before any code is written.
Run TAM/SAM/SOM market sizing with top-down and bottom-up methods, competitive landscape, and tech stack analysis.
Convert Markdown to premium-themed PDFs, slide decks (PPTX/PDF), styled HTML, and shareable links via the MarkPDF MCP server.
Treat neurodivergent masking as a daily energy budget — audit what passing as neurotypical actually costs you, where the spend is worth it, where you can safely drop the mask, and…
Use when when you have a set of candidate molecular formulae for a measured m/z value and need to rank them by how closely their theoretical m/z matches the observed value.
Use when you have experimental fragment m/z values from HRMS/MS instruments (Q-Exactive orbitrap, Q-TOF) in CSV or mzML-derived peaklist format, and need to match them against a…
Use when when processing raw FT-ICR transient data (e.g., ESI_NEG_SRFA.d) that requires assignment of molecular formulas to experimental m/z peaks.
Use when after chromatographic peak detection on preprocessed LC-MS data, when you have detected features (peaks) in multiple samples and need to establish which peaks ac — from…
Use when processing feature lists from LC- or GC-HRMS data (in mzML format or as custom feature tables with m/z and molecular formula columns) and you need to flag potential PFAS…
Use when you have a filtered peak list (CSV with m/z values and assigned molecular formulas) from FT-ICR MS and want to infer biochemical transformations occurring in microbial or…
Use when you have raw LC-MS fractional abundances (FAM) data from isotope labeling experiments and need to obtain true mass distribution vectors (MDV) that represent only the…
Use when when generating a virtual chemical mixture for LC-MS/MS simulation, or when sampling molecular formulas from a metabolite database (such as HMDB), you need to restrict…
Use when you have a collection of MS/MS spectra (in mzML or MGF format) from a proteomics experiment and need to group or retrieve spectra derived from the same peptide without…
Use when you have a GNPS-generated molecular network (graphml or JSON format) and corresponding MS2LDA experiment results or chemical class assignments, and you want to annotate…
Use when when processing in-silico or experimental MS spectra records from databases with incomplete metadata, specifically when the adduct field is null or absent but the ionmode…
Use when you have raw mass spectrometry instrument output (mzML, vendor binary formats, or mzPeak archives) and need to load spectrum metadata, chromatogram data, or signal arrays…
Use when you have mass spectrometry data available in multiple identifier formats (GNPS Task ID, Universal Spectrum Identifier, or Feature-Based Molecular Networking task…
Use when you have raw mass spectrometry data in mzML or Bruker .d format and need to ingest it into a tabular format (pandas DataFrame) for visualization, statistical analysis, or…
Use when after RAMClustR clustering and molecular weight inference via do.findmain, when you need to export deconvoluted cluster spectra for import into external annotation tools…
Use when you have a normalized abundance matrix from LC-MS/MS profiling with sample class assignments (e.g., phenotypic groups, disease states, treatment conditions) and need to…
Use when when you have raw or processed TWIM-MS data (arrival time and m/z values) from a mass spectrometry instrument and need to organize it into a feature table before…
Use when when you have Thermo Fisher Scientific Orbitrap .raw files (e.g., from Q Exactive HF instruments) and need to extract spectral, chromatographic, or metadata directly into…
Use when you have experimental fragment m/z peaklists from Q-Exactive orbitrap, Agilent Q-TOF, Bruker Q-TOF, or SCIEX Q-TOF UHPLC-HRMS/MS instruments (in CSV or mzML-derived table…
Use when you have raw MS imaging data in imzML (continuous or processed) or Analyze 7.5 format and need to load it into R for spectral processing, normalization, peak-picking, or…
Use when when you have preprocessed MALDI-MSI data (in msimat format) and want to determine whether abundant peaks are actually molecular adducts of simpler parent ions rather…
Use when you have raw or processed MSI data (in imzML or rMSIproc formats) and need to identify and annotate matrix-related peaks before statistical analysis or metabolite…
Use when when extracting and validating chromatographic peaks for target molecules from centroided mzML files, particularly when working with multiple isotopologues and adducts…
Use when you have raw or processed FT-ICR MS spectra with detected peaks (m/z values) and need to: (1) assign elemental compositions to each peak, (2) filter assignments by mass…
Use when when you have aligned peak data from molecular networking (with m/z, intensity, retention time, and alignment quality metrics across multiple spectra) and need to…
Use when you have raw mzML files and feature tables (CSV format from mzMine or XCMS) from untargeted LCMS experiments and need to distinguish true metabolite peaks from false…
Use when you have preprocessed MSI data (as a CSV intensity matrix or Cardinal MSProcessedImagingExperiment object) and suspect that observed peaks include both parent ions and…
Use when you have a high-resolution LC-MS/MS experiment with a measured [M+H]+ or [M-H]− ion mass and optionally a parent ion fragmentation spectrum (peak list with m/z and…
Use when you have generated or obtained a two-dimensional mass-spectrometry intensity matrix (m/z × retention time scan points) with simulated or experimental peak shapes, noise,…
Use when you have individual MS/MS spectra or batch .mgf files from untargeted metabolomics experiments and need to search them against domain-specific reference libraries (e.
Use when you have high-resolution LC-MS data processed through both XCMS feature detection and RAMClustR clustering, and you need to verify the reliability of molecular weight…
Use when you have loaded a Bruker Solarix transient file (.d format with .ser or .fid content) and need to generate a processed mass spectrum for peak picking and molecular…
Use when you have raw GC-MS data in netCDF or vendor-specific binary format and need to separate co-eluting compounds and extract clean mass spectra for each individual chemical…
Use when you have an experimental MS/MS spectrum (e.g., from MassBank or acquired data) for a single metabolite with known accurate precursor m/z and adduct type, and you need to…
Use when after computing all pairwise mass differences from a mass spectrometry imaging dataset, when you need to identify which mass differences correspond to real molecular…
Use when when processing raw or centroid mass spectra (e.g., ESI-MS or FT-ICR data from Bruker .d or Thermo .raw formats) and you need to remove instrument noise and low-abundance…
Use when when linking statistically significant LC-MS features into structural clusters based on adduct signatures and cross-assay references (e.g., [M+H]+/[M-H]−), and you need…
Read your own multi-agent coordination log against the failure shapes that research has catalogued — broadcast-journalling, unanswered requests, one-sided threads, silent…
moorestech mod のマスターデータを整える統合スキル。3つの操作を持つ。 (A) items.json/blocks.json の sortPriority を research.json の解放順序 + nodeGraph 配置から再計算し、配列も並べ替える。 (B) research.json の各ノードの UIPosition…
Paragraph and sentence-level style metrics for a research corpus. Computes quantitative profiles (sentence/paragraph distributions, passive voice, hedging, word/phrase/idiom…
States of matter, phase transitions, kinetic molecular theory, atmospheric chemistry, green chemistry, and sustainable synthesis.
Expert assistant for accessing materials databases (AFLOW and Materials Project) - query crystal structures, materials properties, thermodynamic data, and computational results…
Use when a task needs the judgment of a Materials Scientist — establishing a structure-property relationship for a new or candidate material, indexing/interpreting an XRD pattern…
USE FOR: Abstract algebra, category theory, lattice theory, universal algebra, and algebraic structures relevant to Lean formalization.
Make mathematical computations reproducible — SymPy, Mathematica, Magma, Sage, Julia — with versioned environments (Docker/Conda/Nix), scripts, and result archival.
Solve numerical and symbolic math problems (root finding, integration, ODEs, symbolic manipulation) with stable algorithms and explicit error analysis.
Use when implementing game math — vectors, transforms, interpolation, curves, random number generation, and common geometric recipes
Develop formal mathematical proofs in proof assistants (Lean 4, Coq, Isabelle, Agda) with literate programming, tactic-driven construction, and verification.
Expert game engine math foundation — SIMD vectors/matrices, quaternions, transforms, interpolation, collision primitives, curves and numerical stability under real-time budgets.
Structure mathematics grant proposals (NSF, ERC, Simons, MSCA) — aims, broader impacts, budget, timeline, reviewer expectations — with concrete templates.
USE FOR: Graph theory, knowledge graphs, ontology engineering, provenance structures, network analysis, and formal knowledge representation.
Mentor for math work in Triptych — wires sympy-mcp, desmos-mcp, show_latex, init_research, and /verifier into the canonical order, and surfaces the four pitfalls that bite…
Develops mathematical understanding through examples, visualization, and analogy — from vibeeval/vibecosystem