Create interactive well production dashboards with real-time monitoring, verification integration, economic metrics, and multi-format exports. Use for well performance analysis, field aggregation, production forecasting, and API-driven dashboards.
Access Human Metabolome Database (220K+ metabolites). Search by name/ID/structure, retrieve chemical properties, biomarker data, NMR/MS spectra, pathways, for metabolomics and identification.
Analyze student git activity, lab submissions, and project work for software engineering courses. Use when asked to "update student analysis", "check student activity", "analyze the class", or when working with student rosters and git repositories. Handles inconsistencies in student behavior like multiple usernames, name variations, and missing data.
Query and analyze Turkish electricity market prices including MCP (PTF/Piyasa Takas Fiyatı), SMP (SMF/Sistem Marjinal Fiyatı), WAP (Ağırlıklı Ortalama Fiyat), and imbalance prices. Use when asking about electricity prices, market clearing prices, day-ahead prices, system marginal prices, weighted average prices, or price comparisons in Turkey's energy market. Triggers on: PTF, SMF, GÖP fiyat, GİP fiyat, elektrik fiyatı.
Use this agent when you need to analyze Excel/XLSM files using the specialized MCP XLSM server. This includes analyzing file structure, extracting data from specific sheets, performing comparative analysis between different data sets, or navigating complex workbooks with hundreds of sheets. Examples: <example>Context: User has uploaded a large Excel file and wants to understand its structure. user: 'I have this Excel file with many sheets and I need to understand what data it contains' assistant: 'I'll use the excel-mcp-analyzer agent to analyze your Excel file structure and provide insights into its contents.' <commentary>The user needs Excel file analysis, so use the excel-mcp-analyzer agent to examine the file structure and contents.</commentary></example> <example>Context: User wants to compare data between different sheets in an Excel file. user: 'Can you compare the FROUDIS and CHAMDIS data in my Excel file?' assistant: 'I'll use the excel-mcp-analyzer agent to extract and compare the data from both FROUDIS and CHAMDIS sheets.' <commentary>The user needs comparative analysis of Excel data, which requires the specialized MCP tools for Excel analysis.</commentary></example>
Performs placebo-in-time sensitivity analysis to validate causal claims. Use when checking model robustness, verifying lack of pre-intervention effects, or ensuring observed effects are not spurious.
Use when segmenting time-series into regimes, detecting structural breaks, or constructing context sets for few-shot learning. Covers GP-CPD algorithms, Matérn kernels, likelihood ratio tests, regime identification, market state transitions, volatility regime changes, and trend reversals in financial markets.
Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics and MS data processing.
Perform RFM (Recency, Frequency, Monetary) customer segmentation analysis on e-commerce data. Use when you need to analyze customer value, identify VIP customers, or create marketing segments. Automatically cleans data, calculates RFM metrics, applies K-means clustering, and generates visualization reports with Chinese language support.