cxcscmu/SkillLearnBench - Page 19

pet-friendly-accommodation-selection

Identify and select pet-friendly lodging options that welcome dogs and meet budget constraints. Use this when travelers have pets and need verified pet-friendly hotel/lodging information.

travel-budget-allocation

Distribute a total travel budget across accommodations, meals, transportation, and attractions while tracking spending against real data. Use this when ensuring costs stay within specified limits.

convert-frames-to-grayscale-and-count-objects

Processes all extracted keyframes by converting them to grayscale, then counts coins, enemies, and turtles in each frame using template matching. Generates a CSV file with frame-by-frame object counts. Use this as the main analysis pipeline after keyframe…

extract-video-keyframes-to-png

Converts an MP4 video file into individual keyframe PNG images. Use this to decompose a video into analyzable still frames. Extracts one keyframe per scene and stores them in the root directory with sequential naming.

multi-condition-lookup-with-index-match-for-financial-data

Use INDEX-MATCH with two conditions (series code and year) to retrieve values from a source data table. Apply this when you need to pull specific data points based on multiple criteria from an unstructured data range.

net-exports-percentage-calculation-and-statistical-analysis

Calculate net exports as a percentage of GDP for multiple countries, then compute descriptive statistics (min, max, median, mean, percentiles) on the percentage values. Use this when analyzing trade performance across multiple entities.

weighted-mean-calculation-with-sumproduct

Calculate a weighted average using SUMPRODUCT when weights and values have a one-to-one correspondence. Use this for computing aggregate statistics where different entities have different importance (weights).

anthropic-brand-colors

Use this skill when you need to apply Anthropic's official brand color palette to any design artifact, poster, or visual. Contains the correct HEX values for all brand color tokens as of 2024.

anthropic-brand-typography

Use this skill when selecting and applying fonts for Anthropic brand materials. Specifies the official heading and body typefaces with correct fallback chains.

technical-exploded-view-poster

Use this skill when creating a technical exploded-view diagram poster of a hardware device. Covers layout, layer spacing, annotation style, and rendering approach using Python Pillow.

seven-character-regulated-verse-structure-and-rhyme

Use this skill when composing a seven-character regulated verse (七言律诗) to ensure correct structural requirements including rhyme scheme, parallelism (对仗), thematic progression, and formatting rules.

seven-character-regulated-verse-tonal-patterns

Use this skill when composing a seven-character regulated verse (七言律诗) to ensure strict compliance with tonal patterns (平仄). This skill defines the four canonical tonal forms, provides a character-by-character verification method, and enforces a pattern-first…

california-sc100-form-fields

Use this skill when you need to fill out the California Small Claims Court form SC-100. It maps the form's PDF field names to their meanings and expected values.

python-pdf-form-filling

Use this skill when you need to programmatically fill PDF form fields using Python. Covers inspecting field names and writing values to fillable PDFs.

sc100-case-data-extraction

Use this skill to extract and organize case data from a natural language case description for filling the SC-100 form. Maps case facts to form fields.

dbscan-custom-metric

How to run DBSCAN clustering with a custom weighted Euclidean distance metric, particularly using scikit-learn's DBSCAN with a precomputed distance matrix or custom metric function.

greedy-centroid-matching

How to perform greedy matching between predicted cluster centroids and ground-truth expert points using closest-pairs-first strategy with a maximum distance threshold.

parallel-grid-search-python

How to parallelize a grid search over hyperparameter combinations in Python using joblib or multiprocessing for CPU-bound tasks like DBSCAN clustering.

pareto-frontier-extraction

How to identify Pareto-optimal solutions from a set of multi-objective optimization results, specifically maximizing one metric while minimizing another.

grype-trivy-offline-vulnerability-scanning

How to use offline vulnerability scanning tools like grype, trivy, or osv-scanner to detect vulnerabilities in dependency lock files without network access.

npm-dependency-audit

How to perform security audits on Node.js package-lock.json files using npm audit and other offline tools to identify vulnerabilities in third-party dependencies.

package-lock-json-parsing

How to parse package-lock.json to extract all dependency names and versions for vulnerability lookups, covering both lockfile v1, v2, and v3 formats.

vulnerability-csv-report-generation

How to generate a properly formatted CSV security audit report from vulnerability scan results, including handling of special characters and proper escaping.

earthquake-time-conversion

Converting earthquake timestamps from USGS GeoJSON format (epoch milliseconds) to ISO 8601 format for output.

geospatial-projection-selection

Guidance on selecting appropriate CRS projections for geospatial distance calculations, especially EPSG:4087 for global analyses.

pacific-plate-earthquake-analysis

Finding the earthquake furthest from the Pacific plate boundary within the Pacific plate itself, using GeoPandas with EPSG:4087 projection for distance calculations and EPSG:4326 for spatial containment checks.

enterprise-data-retrieval

Core skill for retrieving information from enterprise data files (JSON, JSONL, CSV, Parquet, Markdown, etc.) located at /root/DATA, answering questions from /root/question.txt, and writing structured answers to /root/answer.json. Handles multi-hop reasoning,…

sec-13f-compare-holdings-q2-q3

How to compare fund holdings between Q2 and Q3 to find top stocks with increased investment by dollar value

sec-13f-dataset-structure

Understanding the structure of SEC 13F filing datasets stored in /root/2025-q2 and /root/2025-q3 folders, including available scripts and data files

sec-13f-fund-analysis-aum-stocks

How to analyze a fund's AUM and stock count using accession_number, with proper filtering of options and deduplication. Covers Q1 (AUM) and Q2 (stock count).

sec-13f-search-fund-coverpage

How to fuzzy search for a fund in COVERPAGE.tsv to find its accession_number, using either built-in scripts or manual search

apache-druid-javascript-rce-patch-creation

Step-by-step instructions for creating and applying patches to fix the JavaScript RCE vulnerability in Apache Druid 0.20.0. Covers inspecting actual source code patterns, creating correct sed replacements or patch files, and verifying the fix. Use this when…

apache-druid-javascript-rce-vulnerability-analysis

Understanding the CVE in Apache Druid 0.20.0 where authenticated attackers can execute arbitrary code via JavaScript payloads. The vulnerability exploits @JacksonInject with empty key "" to override JavaScriptConfig and enable JavaScript execution even when…

compile-community-pulse-report-json

How to compile PR and issue statistics into a report.json file for a GitHub repository community pulse report, using jq to build the final JSON structure.

gh-search-issues-exclude-prs

How to accurately search for issues (excluding pull requests) in a GitHub repository using the gh CLI, since GitHub's search API treats PRs as a type of issue.

gh-search-prs-precise

How to accurately search for pull requests in a specific GitHub repository within a date range using the gh CLI, and correctly distinguish merged vs closed-without-merge PRs.

simpo-environment-setup

How to set up the correct Python environment for the SimPO project, specifically using Python 3.10 and resolving version conflicts. Use this when setting up the environment to run SimPO code and unit tests.

simpo-loss-implementation

How to implement the SimPO (Simple Preference Optimization) loss function based on the SimPO paper. Use this when implementing the simpo_loss method in SimPOTrainer.

simpo-unit-test-execution

How to correctly run the SimPO unit test to generate the loss.npz output file with reproducible results. Use when executing the unit test after implementing the loss function.

docx-template-filling

How to open a .docx Word document template with python-docx, replace placeholder tags like {{PLACEHOLDER}} in all document locations (body, headers, footers, tables including nested tables), handle conditional sections, and save the result.