cxcscmu/SkillLearnBench - 第 30 页

reproducing-dl-papers

How to reproduce Deep Learning papers. Use this skill whenever the user asks to implement an algorithm, loss function, architecture, or technique based on an academic paper (PDF, Arxiv, etc).

原文语言：英语

python-docx-templating

How to process Word documents (.docx) with python-docx. Use this skill whenever the user mentions Word templates, docx templating, replacing placeholders, or processing Word files, even if they don't explicitly ask for it.

原文语言：英语

document-classifier

How to classify and organize documents (PDFs, DOCX, PPTX) into categories based on their content. Use this skill whenever the user mentions organizing, sorting, or classifying documents into subjects or folders, even if they don't explicitly ask for it.

原文语言：英语

scala-circe-json

How to use circe for JSON processing in Scala. Use this skill whenever translating Python json operations to Scala or working with circe libraries.

原文语言：英语

scala-higher-kinded-types

Translating Python simulated Functors and Monads to Scala Higher-Kinded Types. Use this skill whenever implementing functional programming concepts like Functor, Monad, Applicative in Scala.

原文语言：英语

scala-type-variance

Translating Python TypeVar variance to Scala. Use this skill whenever you see T_co or T_contra in Python and need to write equivalent Scala traits or classes.

原文语言：英语

meeting-scheduler

Use this skill whenever you need to schedule meetings, parse calendar PDFs, resolve overlapping time windows across timezones, and format schedule responses.

原文语言：英语

d3-cross-highlighting

How to implement cross-highlighting between D3.js visualizations and HTML Data Tables. Use this skill whenever the user wants to connect a chart (like a bubble chart or scatter plot) with an HTML table, so clicking or hovering one updates the other.

原文语言：英语

d3-force-bubble-chart

How to create a force-directed bubble chart in D3.js (v6+). Use this skill whenever the user asks to build a bubble chart, cluster bubbles by category, or use d3.forceSimulation to position SVG circles without overlap.

原文语言：英语

glm-calibration

Use this skill to learn how to calibrate the General Lake Model (GLM) by adjusting specific parameters like Kw, coef_mix_hyp, wind_factor, lw_factor, and ch to match observed water temperatures and improve overall, annual deep, and summer deep RMSE metrics.

原文语言：英语

data-filtering

How to filter tabular datasets. Use this skill whenever you need to process or filter CSV files, tabular data, or databases to find records that match specific criteria such as location, price, category, or flags (like pet-friendly).

原文语言：英语

itinerary-planner

How to plan travel itineraries. Use this skill whenever the user mentions a travel itinerary, a trip, planning a vacation, or generating a schedule from travel constraints, even if they don't explicitly ask for an itinerary planner.

原文语言：英语

ffmpeg-extraction

Extract key frames (I-frames) from video files using FFmpeg CLI. Use this skill whenever you need to pull out keyframes, thumbnails, or important frames from MP4, MKV, AVI, or other video formats for analysis, previews, or processing.

原文语言：英语

image-editing

Command-line tools for modifying and manipulating images, such as resizing, blurring, or changing colorspace. Use this skill whenever the user mentions modifying images, converting to grayscale, or changing image properties.

原文语言：英语

object-counting

Count occurrences of an object in an image using computer vision algorithms. Use this skill whenever the user asks to count objects, find matches, or identify items in a scene using a template image.

原文语言：英语

excel-advanced-formulas

How to write advanced Excel formulas (INDEX/MATCH, XLOOKUP, VLOOKUP, SUMPRODUCT, Percentiles, and other statistical functions). Use this skill whenever you need to populate Excel cells with advanced lookup or statistical formulas, or when calculating weighted…

原文语言：英语

anthropic-brand-design

Guidelines for applying Anthropic's brand identity, including color palettes, typography, and visual principles. Use this skill whenever creating branded assets, posters, or UI designs for Anthropic.

原文语言：英语

technical-illustration

Techniques and Python script patterns for generating technical exploded-view illustrations, including component layering, annotation leader lines, and isometric projection basics. Use this skill when generating hardware diagrams or exploded views.

原文语言：英语

classical-chinese-poetic-imagery

Guidance on using classical Chinese poetic imagery for themes like war and peace. Use this skill when writing traditional Chinese poetry to ensure appropriate vocabulary and evoke classical aesthetics.

原文语言：英语

seven-char-regulated-verse

Guidance on composing seven-character regulated verse (七言律诗). Use this skill whenever a task requires writing traditional Chinese poetry in the seven-character regulated style, ensuring adherence to structural, parallelism, and rhyming rules (using modern…

原文语言：英语

cvss-score-extraction

Extract CVSS (Common Vulnerability Scoring System) scores from vulnerability data sources with proper fallback handling. This skill covers understanding CVSS v3, handling multiple score sources (NVD, GHSA, RedHat), implementing source priority logic, and…

原文语言：英语

trivy-offline-vulnerability-scanning

Use Trivy vulnerability scanner in offline mode to discover security vulnerabilities in dependency files. This skill covers setting up offline scanning, executing Trivy against package lock files, and generating JSON vulnerability reports without requiring…

原文语言：英语

vulnerability-csv-reporting

Generate structured CSV security audit reports from vulnerability data with proper filtering and formatting. This skill covers CSV schema design for security reports, using Python csv.DictWriter, severity-based filtering, and field mapping from JSON to…

原文语言：英语

geospatial-distance-analysis

Procedures for performing precise distance calculations between points and geometries using GeoPandas. Use this skill when calculating distances in kilometers, reprojecting GeoDataFrames, or finding the nearest features in a geospatial dataset.

原文语言：英语

plate-tectonics-data-processing

Techniques for processing tectonic plate data, specifically using the PB2002 dataset. Use this skill when filtering points within plates, identifying plate boundaries, or working with global tectonic geometries in GeoPandas.

原文语言：英语

druid-javascript-security

Specific guidance for securing JavaScript execution in Apache Druid. Use this when working with JavaScriptDimFilter, JavaScriptExtractionFn, JavaScriptAggregatorFactory, and other JS-enabled components.

原文语言：英语

druid-vulnerability-patching

Techniques for identifying and patching vulnerabilities in Apache Druid, specifically focusing on Jackson deserialization and JavaScript security. Use this skill when dealing with CVEs related to RCE or security bypasses in Druid.

原文语言：英语

maven-build-optimization

Optimized Maven build commands for Apache Druid to save time and resources. Use this when you need to rebuild Druid after applying patches.

原文语言：英语

community-pulse-reporter

Professional methodology for transforming raw repository activity into structured community pulse reports. Use this skill when you need to calculate metrics like merge times, contributor rankings, and bug resolution rates for meeting-ready summaries.

原文语言：英语

github-data-extractor

Expert guidance on using the GitHub CLI (gh) to extract pull request and issue data for specific timeframes and repositories. Use this skill whenever you need to gather metrics for community reports, activity analysis, or repository health checks.

原文语言：英语

docx-template-filling

Robustly fill Word (.docx) templates with JSON data. Handles split placeholders, nested tables, headers/footers, and conditional logic like IF/END_IF blocks. Use this skill whenever you need to generate professional documents from templates.

原文语言：英语

offer-letter-data-mapping

Logic for mapping employee JSON data to offer letter template placeholders. Includes handling of conditional fields like relocation packages. Use this skill when preparing data for offer letter generation.

原文语言：英语

python-scala-data-structures-mapping

Guidelines for translating Python dataclasses, enums, and collections to Scala.

原文语言：英语

python-scala-functional-idioms

Guidelines for translating Python functional patterns and simulations to idiomatic Scala.

原文语言：英语

python-scala-generics-mapping

Guidelines for translating Python TypeVars and Protocols to Scala Generics and Traits.

原文语言：英语

python-scala-external-libraries

Guidelines for mapping Python standard libraries (json, datetime) to Scala equivalents (Circe, java.time).

原文语言：英语

meeting-request-parser

Extracts meeting durations and constraints from a meeting request JSON file (e.g., test_input.json). Use this whenever you need to process incoming meeting invitations to understand their specific requirements.

原文语言：英语

meeting-response-generator

Generates reply text files and the final result log with specific formatting for date, time, and JSON. Use this skill whenever you need to provide a professional meeting proposal in a fixed format.

原文语言：英语

meeting-scheduler

Logic for finding the earliest possible meeting slot based on calendar availability and email request constraints. Use this skill whenever you need to propose a meeting time from a set of constraints and an existing schedule.

原文语言：英语

pdf-calendar-parser

Extracts appointments, start/end times, and priority colors from a PDF calendar. Use this skill whenever you need to understand existing schedules from a visual PDF calendar document.

原文语言：英语