cxcscmu/SkillLearnBench - Page 30

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).

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.

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.

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.

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.

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.

meeting-scheduler

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

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.

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.

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.

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).

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.

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.

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.

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.

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…

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.

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.

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.

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…

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…

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…

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…

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.

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.

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.

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.

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.

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.

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.

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.

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.

python-scala-data-structures-mapping

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

python-scala-functional-idioms

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

python-scala-generics-mapping

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

python-scala-external-libraries

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

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.

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.

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.

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.