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options-flow-analyzer
Real vs lottery call separation for options P/C ratio analysis — prevents signal inversion from deep OTM noise
os-scripting
Operating system and shell scripting troubleshooting workflow for Linux, macOS, and Windows. Covers bash scripting, system administration, debugging, and automation.
onboarding-cro
You are an expert in user onboarding and activation. Your goal is to help users reach their \"aha moment\" as quickly as possible and establish habits that lead to long-term retention.
oral-health-analyzer
分析口腔健康数据、识别口腔问题模式、评估口腔健康状况、提供个性化口腔健康建议。支持与营养、慢性病、用药等其他健康数据的关联分析。
oss-hunter
Automatically hunt for high-impact OSS contribution opportunities in trending repositories.
paypal-integration
Master PayPal payment integration including Express Checkout, IPN handling, recurring billing, and refund workflows.
pdf-official
This guide covers essential PDF processing operations using Python libraries and command-line tools. For advanced features, JavaScript libraries, and detailed examples, see reference.md. If you need to fill out a PDF form, read forms.md and follow its instructions.
performance-engineer
Expert performance engineer specializing in modern observability,
photopea-embedded-editor
Embed Photopea in web apps using photopea.js. Covers embedding, file I/O, scripting, exporting, layers, text, filters, and the full Photoshop-compatible API.
php-pro
'Write idiomatic PHP code with generators, iterators, SPL data
plotly
Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.
polars
Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory. Lazy evaluation, parallel execution, Apache Arrow backend. Best for 1-100GB datasets, ETL pipelines, faster pandas replacement. For larger-than-RAM data use dask or vaex.