lab-tools
15
detectability-assessment
Assess whether infringement of proposed patent claims can be detected in products. Use when the user wants to evaluate claim enforceability or detectability.
arcprime-ip
research
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lab-tools
14
remember-positively
Record what you just did that earned a positive reaction. Use this when someone scratches your head, praises you, or shows they liked what you did.
OriNachum
research
lab-tools
14
remember-negatively
Record what you just did that earned a negative reaction. Use this when someone corrects you, tells you to stop, or shows displeasure at what you did.
OriNachum
research
lab-tools
14
conjoint-diagnostics
Systematic diagnostic checklist for evaluating choice-based conjoint experiments. Use when (1) reviewing a conjoint paper or manuscript, (2) auditing a conjoint analysis script or dataset, (3) assessing measurement error and IRR in conjoint data, (4) evaluating external validity of a conjoint design, or (5) checking interpretation of AMCEs, marginal means, and interaction effects. Covers design, estimation, measurement error correction, external validity, and reporting.
scdenney
research
lab-tools
14
testing-unit-tests
Your approach to handling testing unit tests. Use this skill when working on files where testing unit tests comes into play.
ianyimi
research
lab-tools
14
payload-specialist
Expert payload and instrument engineering — optical sizing, detector selection, spectral band design, data rate budgets, and science operations planning. Use when designing Earth observation cameras, spectrometers, SAR payloads, lidar systems, or radiometers. Covers GSD calculation, diffraction-limited aperture sizing, MTF analysis, SNR estimation, compression trade studies, and mass/power estimation. Trigger with "payload design", "instrument", "camera", "GSD", "aperture", "spectrometer", "data rate", "remote sensing", "optical payload", "SAR", "hyperspectral", "lidar", "radiometer", "detector", "focal length".
devideamax
research
lab-tools
14
chronic-condition-monitor
Monitors multiple chronic disease indicators (BP, glucose, HbA1c, lipids, uric acid, creatinine, eGFR, liver function) against Chinese clinical guidelines. Detects abnormal trends, metabolic syndrome, and generates visit summaries. Use when the user tracks lab results or manages multiple chronic conditions.
vitaclaw
research
lab-tools
14
allergy-manager
Manages allergy profiles including food, environmental, and drug allergies. Tracks reactions, identifies cross-reactivity risks, provides seasonal allergy forecasts, and warns about allergen exposure. Use when the user reports allergies, asks about cross-reactions, or needs allergen avoidance guidance.
vitaclaw
research
lab-tools
14
monagotchi-environment
Map Monagotchi pet state to real-world environment via Alexa smart home devices. Use after any pet action or status check to adjust room lights, temperature, and announce status. Requires the alexa-cli skill (buddyh/alexa-cli). Works with monagotchi-controller.
This-Is-Captain-Code
research
lab-tools
14
blood-pressure-tracker
Records and classifies blood pressure readings per ACC/AHA 2017 guidelines, detects morning surge, analyzes diurnal variation, and generates monthly statistics. Use when the user logs BP readings or asks about blood pressure trends.
vitaclaw
research
lab-tools
14
self-improvement
Captures learnings, errors, corrections, and insights to enable continuous improvement.
slashhuang
research
lab-tools
14
agent-electrobun
CDP controller for Electrobun apps with multi-tab OOPIF architecture. Use when asked to interact with, test, screenshot, click, fill, or automate an Electrobun desktop app. Triggers on: interact with app, click button, test UI, screenshot app, inspect element, automate Electrobun, take screenshot, fill form, test this app, dogfood, QA the app.
Ataraxy-Labs
research
lab-tools
14
feedback
Gather shot feedback, analyze extraction, recommend adjustments, and record results. Use when user says: "/feedback", "I just pulled a shot", "how was that", "it tasted [sour/bitter/flat/good]", provides a star rating, shares taste observations, or asks "what should I adjust" after a shot. Owns the full shot feedback loop: gathering, analysis, tasting notes, and drink format.
julianleopold
research
lab-tools
14
text-classification
Guides LLM-based text classification for survey and experimental text data. Covers codebook design, learning regime selection, model choice, human-LLM hybrid workflows, and validation. Use when (1) designing an LLM classification scheme for open-ended survey responses, (2) writing a codebook for LLM text annotation, (3) choosing between zero-shot, few-shot, fine-tuning, or instruction-tuning, (4) selecting a model for classification, (5) validating LLM classifications against human-coded ground truth, (6) implementing hybrid human-LLM workflows, (7) addressing reproducibility concerns, or (8) reporting LLM classification methods and results.
scdenney
research
lab-tools
14
cross-national-design
Guides the design of cross-national comparative survey experiments. Use when (1) selecting countries for a multi-country study, (2) localizing experimental instruments across languages and institutional contexts, (3) calibrating origin-country stimuli for immigration experiments, (4) conducting per-country power analyses, or (5) planning a cross-national analytical strategy with pooled and per-country models. Covers case selection, instrument localization, ecological validity, power management, and sensitivity bias auditing.
scdenney
research
lab-tools
14
diagnose
Diagnose espresso extraction issues by correlating machine telemetry with taste feedback. Use when user says: "what went wrong", "analyze that shot", "why did it taste [sour/bitter/flat]", "my shots are inconsistent", or asks about pressure spikes, flow issues, or extraction problems. Fetches shot data via analyze_shot MCP tool, interprets patterns, and provides actionable recommendations.
julianleopold
research
lab-tools
14
list-experiment
Guides design, estimation, and diagnostics for list experiments (item count technique, ICT). Use when (1) deciding whether a list experiment is warranted for a sensitive question, (2) designing the control list or choosing baseline items, (3) selecting between design variants (single, double, placebo), (4) choosing an estimator (difference-in-means, multivariate NLSreg/MLreg, combined), (5) testing the identifying assumptions (no design effect, no floor/ceiling), (6) assessing or diagnosing mechanical inflation or artificial deflation, or (7) interpreting list experiment results in relation to direct question estimates. Covers the full pipeline from pre-design sensitivity assessment through statistical inference and power analysis.
scdenney
research
lab-tools
14
pylabrobot
Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical equipment. Use this skill when automating laboratory workflows, programming liquid handling robots (Hamilton STAR, Opentrons OT-2, Tecan EVO), integrating lab equipment, managing deck layouts and resources (plates, tips, containers), reading plates, or creating reproducible laboratory protocols. Applicable for both simulated protocols and physical hardware control.
jackspace
research
lab-tools
14
mutation-testing
Diff-scoped mutation testing to verify test quality beyond coverage metrics. Detects language, selects the appropriate tool (Stryker, mutmut, cargo-mutants, PIT, gremlins), and runs mutations only on changed code. Use when asked to run mutation testing, check test quality, find weak tests, verify test coverage is meaningful, or "are my tests actually catching bugs?". Also use after TDD cycle completes or when bugmagnet identifies test coverage gaps. Triggers on: mutation testing, mutant, test quality, weak tests, test effectiveness, "do my tests catch bugs", "are these tests good enough", "verify test quality", "mutation score".
pvillega
research
lab-tools
14
anti-fabrication
Validate claims through tool execution, avoid superlatives and unsubstantiated metrics. Use when reviewing codebases, analyzing systems, reporting test results, or making any factual claims about code or capabilities.
vinnie357
research
lab-tools
14
medication-reminder
Manages medication schedules, tracks adherence (doses taken vs. due), identifies missed dose patterns, and monitors refill timelines. Use when the user logs medications, asks about adherence, or needs a medication schedule.
vitaclaw
research
lab-tools
13
infrastructure-scientific
Skill for the scientific infrastructure module providing numerical stability checks, performance benchmarking, scientific documentation generation, implementation validation, and module/workflow templates. Use when benchmarking functions, checking numerical stability, validating scientific implementations, or creating scientific module scaffolds.
docxology
research
lab-tools
13
forecasting
Superforecasting with calibrated reasoning, Brier score tracking, and prediction ledger management
WingedGuardian
research