lab-tools
100
test-environment-management
Managing test environments including provisioning, configuration, data seeding, isolation, cleanup, and environment-as-code patterns.
PramodDutta
research
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lab-tools
100
test-flakiness-detection
Detecting and diagnosing flaky tests using statistical analysis, execution recording, environmental factor isolation, and quarantine strategies.
PramodDutta
research
lab-tools
100
ab-test-validation
Validating A/B test implementations including traffic splitting accuracy, statistical significance calculation, metric tracking, and experiment cleanup.
PramodDutta
research
lab-tools
100
advanced-mutation-testing
Advanced mutation testing using Stryker, PIT, and mutmut to measure test suite quality by introducing controlled mutations and tracking kill rates.
PramodDutta
research
lab-tools
100
test-fixture-patterns
Test fixture design patterns including builders, factories, object mothers, and fixture management for maintainable test data setup.
PramodDutta
research
lab-tools
100
distributed-tracing-testing
Testing distributed tracing implementations including context propagation, span correlation, baggage handling, and trace sampling verification.
PramodDutta
research
scientific-computing
100
network-latency-testing
Network latency simulation and testing for measuring application behavior under various network conditions including high latency, packet loss, and bandwidth constraints.
PramodDutta
research
scientific-computing
100
stress-testing-patterns
Stress testing methodologies for finding breaking points, resource exhaustion thresholds, and degradation patterns under extreme load conditions.
PramodDutta
research
academic
98
exploring-knowledge-graph
Guidance for deep knowledge graph traversal across memories, entities, and relationships. Use when needing comprehensive context before planning, investigating connections between concepts, or answering "what do you know about X" questions.
ScottRBK
research
scientific-computing
97
drama-workflow
Coordinate plot point dramatic function analysis process, manage text preprocessing, parallel analysis, result integration. Suitable for plot point and dramatic function analysis of long texts, scenarios requiring structured analysis reports
GongLingRui
research
computational-chemistry
97
ai-code-review
Deep code scan for AI security issues — prompt injection, PII in prompts, hardcoded keys, unguarded agents.
transilienceai
research
computational-chemistry
97
k8s-triage
Kubernetes alert triage — dedup via YT search, deep control plane investigation, auto-escalation for recurring/flapping/control-plane alerts.
papadopouloskyriakos
research
lab-tools
97
risk-register
Create and manage a SOC 2 risk register — auto-seeds from scan findings, tracks treatment, produces audit evidence.
transilienceai
research
scientific-computing
95
genome-analyzer
Анализирует генетические данные пользователя из VCF файла. Используй когда пользователь спрашивает о своей генетике, наследственных признаках, предрасположенностях, метаболизме веществ (кофеин, алкоголь, лекарства), спортивных способностях, рисках заболеваний, питании на основе генов.
artwist-polyakov
research
scientific-computing
94
triage-malware
Triage a suspected malicious file hash. Use when investigating malware alerts or suspicious files. Analyzes GTI file report, behavioral indicators, identifies affected hosts, enriches network IOCs, and recommends containment actions.
dandye
research
computational-chemistry
93
competitive-research
Research competitors, analyze market positioning, identify differentiators, and understand competitive landscape to inform product strategy and positioning. Use when researching competitors, analyzing features, identifying market gaps, understanding pricing strategies, evaluating competitive advantages, researching market trends, or informing product decisions.
korallis
research
academic
93
content-research-writer
Research topics thoroughly and write comprehensive, well-structured content including articles, documentation, blog posts, and technical writing with proper citations and sources. Use when writing blog posts, creating technical articles, researching topics, gathering sources, writing documentation, creating educational content, or producing research-backed content.
korallis
research
astronomy-physics
93
flowio-flow-cytometry
Parse and create FCS (Flow Cytometry Standard) files v2.0-3.1. Read event data as NumPy arrays, extract channel metadata, handle multi-dataset files, export to CSV/FCS. For advanced gating and compensation use FlowKit.
jaechang-hits
research
astronomy-physics
93
scikit-image-processing
Python image processing library for scientific microscopy and bioimage analysis. Read/write multi-format images, apply filters (Gaussian, median, LoG), segment objects (thresholding, watershed, active contours), measure region properties (area, intensity, shape), and detect features. Part of the SciPy ecosystem; integrates with NumPy arrays. Use OpenCV instead for real-time video processing; use CellPose for deep-learning cell segmentation; use napari for interactive visualization.
jaechang-hits
research
astronomy-physics
93
geopandas-geospatial
Python library for geospatial vector data analysis extending pandas with spatial operations. Covers reading/writing spatial formats (Shapefile, GeoJSON, GeoPackage, Parquet, PostGIS), coordinate reference systems, geometric operations (buffer, simplify, centroid, affine transforms), spatial analysis (joins, overlays, dissolve, clipping, distance), and visualization (choropleth, interactive maps, basemaps). Use when working with geographic data for spatial joins, overlay operations, coordinate transformations, area/distance calculations, or map creation.
jaechang-hits
research