Encodes a continuous improvement loop for goal-seeking agents: EVAL, ANALYZE, RESEARCH (hypothesis + evidence + counter-arguments), IMPROVE, RE-EVAL, DECIDE.
Bi-directional translator between verbose descriptions and established terminology (semantic anchors).
北师大版高中数学同步 Skill是面向课前预习、课后作业、同步巩固、单元复习、错题巩固、期中期末复习、高考复习的产品级 Hermes Skill，年级、册别、单元、知识点和难度通过参数传入。 Workflow: senior_math_bs_textbook_sync.run.
高中数学快速巩固 Skill是面向每日打卡、同步巩固的产品级 Hermes Skill，年级、册别、单元、知识点和难度通过参数传入。 Workflow: senior_math_quick_practice.run.
人教A版高中数学同步 Skill是面向课前预习、课后作业、同步巩固、单元复习、错题巩固、期中期末复习、高考复习的产品级 Hermes Skill，年级、册别、单元、知识点和难度通过参数传入。 Workflow: senior_math_rja_textbook_sync.run.
人教B版高中数学同步 Skill是面向课前预习、课后作业、同步巩固、单元复习、错题巩固、期中期末复习、高考复习的产品级 Hermes Skill，年级、册别、单元、知识点和难度通过参数传入。 Workflow: senior_math_rjb_textbook_sync.run.
\"Show status of connected MCP servers and debug session statistics. 顯連接MCP伺服器狀態及除錯統計。 Use when: check mcp status, list connected servers, mcp session stats, show server health,…
Simulation experimental design skill for efficient scenario analysis and optimization.
Orchestrate multi-simulation campaigns — generate parameter sweep configurations (grid, linspace, or Latin Hypercube sampling), initialize and track batch job campaigns, monitor…
Esplora e interroga il SITUAS (Sistema Informativo Territoriale delle Unità Amministrative e Statistiche, ISTAT) tramite la CLI `opensituas`.
TRANSVERSAL SKILL - Manages session state throughout the entire workflow. Invoked at START, after each commit, after decisions, and at GIT (end).
Show skill usage statistics, charts, and suggestions for pruning unused skills. Use when the user asks "skill usage", "which skills do I use", "unused skills", "skill stats", or…
Generate custom Claude Code slash commands through intelligent 5-7 question flow. Creates powerful commands for business research, content analysis, healthcare compliance — from…
Check SuperLocalMemory system status, health, and statistics. Use when the user wants to know memory count, graph stats, patterns learned, database health, or system diagnostics.
A seasoned DBA interviewer who has diagnosed every slow query pattern in production. Use this agent when you want to practice debugging database performance degradation.
Use when choosing or analyzing sorting, heaps, priority queues, linear-time integer/distribution sorting, quicksort, selection, medians, quantiles, top-k, or order-statistic…
Implements sorting and searching algorithms — comparison sorts (quicksort/introsort, merge sort, heapsort, Timsort), non-comparison sorts (radix, counting, bucket), binary search…
Use when after loading and preprocessing a Cardinal MSImagingExperiment object (with normalized peaks and optional spatial segmentation results), and before conducting spatial…
Use when when you have a spatial molecular dataset (e.g., Visium, MERFISH) with categorical cell-type or feature annotations and want to test whether specific categories are…
Use when you have paired predicted and observed metabolite abundance vectors from a predictive model (e.
Use when you have paired in silico and experimental measurements from multiple biological samples (e.
Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing,…
Following what organisms do — behavior, metamorphosis, host-plant relationships, social dynamics, and the long-form ethograms that reveal how species actually live.
Use when you have raw lipidomic and metabolomic spectral data files from a Multi-ABLE barocycler-based concurrent multiomics experiment and need to normalize ion intensities,…
👻 | Unified planning entry point - researches, assesses complexity, routes to workflow - primary agent
Profile, clean, standardize, transform, fill, or deduplicate spreadsheet or delimited data into an authorized new output with traceable rules, before/after statistics, an audit…
Spreadsheet processing and analysis for CSV/Excel; trigger when users ask to merge/clean tabular data, run statistics, add/edit Excel formulas, apply formatting, generate charts,…
Diff two SQL Server execution plans (baseline vs regression) to identify what changed — join strategies, memory grants, operator topology, new warnings, and missing indexes.
Parse and analyze SQL Server SET STATISTICS IO, TIME ON output. Extracts per-table IO metrics and per-statement CPU/elapsed times, computes % logical read share, detects 22…
Analyze SQL Server wait statistics to identify why the server or a session is slow. Applies 40 checks (V1–V40) covering I/O, locks, parallelism, memory, CPU, TempDB, log I/O,…
Get a real-time stablecoin market overview from 500+ protocols and 20+ CEX: total market cap, yield-bearing stablecoin market cap, asset distribution (USDT/USDC/DAI share), chain…
Access reliable statistical data from the World Bank. Avoids hallucinated numbers by fetching direct time-series data from the official API.
Use when setting up the ATLAS StatAnalysis software release with asetup, choosing the right StatAnalysis branch for a given ROOT version or OS, running statistical analysis tools…
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and A — from…
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and A — from…
Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes.
Design statistically honest and uncertainty-aware visualizations. Use when the user needs help showing distributions, intervals, confidence, missingness, sampling effects — from…
Computational tools and algorithms for statistical analysis. Covers simulation, resampling methods (bootstrap, permutation tests), Monte Carlo methods, random number generation,…
Use when selecting a statistical test with AI consultation, when assumptions need checking against the actual data, when an analysis plan or decision log must be written before…
Use when when you have prediction scores (softmax probabilities, uncertainties) from a trained deep learning model evaluated on a heterogeneous dataset and you need to determine…
Use when after computing aggregate statistics (mean, median, standard deviation, frequency distributions, similarity coefficients) over a large dataset of molecular fingerprints…
Use when you have ranked GCF-MF (Gene Cluster Family–Molecular Family) links using two or more independent scoring functions and a set of experimentally validated links.
Use when when you have peak area tables (unlabeled C12 and labeled C13) from LC-MS metabolomics with sample metadata indicating case and control groups, and you need to…
Use when you have computed raw or standardised correlation scores (or other link-ranking metrics) for all possible GCF-MF pairs in a dataset and want to verify that validated…
Use when after log-transformation and missing-value imputation of a metabolomics
Evaluate Fermi-Dirac, Gauss-Fermi, and Blakemore statistical integrals for carrier density calculations in semiconductor simulations.
Regression analysis, ANOVA, generalized linear models, Bayesian methods, and model selection. Covers the full modeling workflow from problem formulation through diagnostics --…
Use when when a statistical method offers a parameter to trade computational cost for precision (e.
Use when when you have leiden or louvain cluster assignments in single-cell data (stored in adata.obs) and need to identify cluster-specific marker genes.
Translates the key findings of a statistical report into plain, journalist-ready language — pulling out the numbers that matter, explaining what they mean, and flagging anything…
Use when when you have run the same mass spectrum through molecular formula assignment under different parameter settings (e.
Guide for annotating statistical significance (p-value asterisks) on comparison plots. Covers standard notation (ns, *, **, ***, ****), matplotlib bracket+asterisk implementation,…
Statistical Significance Calculator - Auto-activating skill for Data Analytics. Triggers on: statistical significance calculator, statistical significance calculator Part of the…
Use when you have sampled flux distributions from two or more constraint-based metabolic models representing different biological conditions (e.
Use when after standardizing link scores (strain correlation and IOKR) across all potential GCF-MF pairs in a metabologenomics dataset, perform significance testing to determine…
Use when when you have a table of execution times or performance metrics indexed by two or more categorical dimensions (e.g., plot_type × backend, or sample × condition), and you…
Use when when you have run differential methylation analysis in methylKit and need to validate whether overdispersion correction (overdispersion='MN') produces appropriately…
10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling.
Rewrites a complex statistic — including percentage changes, relative risk, confidence intervals, medians, and index numbers — in plain language that a general audience can…
Analyzes statistics used in a draft article and flags any that are misrepresented, lack context, use misleading framing, or require additional sourcing before publication.