PolicyEngine writing style for blog posts, documentation, PR descriptions, and research reports - emphasizing active voice, quantitative precision, and neutral tone
Quellsprache: Englisch
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SkillsMP hat 2.943 Skills aus tools-only/X-Skills gesammelt. Öffne einen Skill, um Quelle und Details zu prüfen.
tools-only/X-SkillsEs werden 40 von 2.943 gesammelten Skills angezeigt.
PolicyEngine writing style for blog posts, documentation, PR descriptions, and research reports - emphasizing active voice, quantitative precision, and neutral tone
Quellsprache: Englisch
Developing policyengine-app-v2 — the main React frontend for policyengine.org
Quellsprache: Englisch
Validates that all parameters have proper references that corroborate the values
Quellsprache: Englisch
Gathers authoritative documentation for government benefit program implementations
Quellsprache: Englisch
Designs comprehensive parameter structures with proper federal/state separation and zero hard-coding
Quellsprache: Englisch
ALWAYS USE THIS SKILL for PolicyEngine microsimulation, population-level analysis, winners/losers calculations. Triggers: "microsimulation", "share who would lose/gain", "policy impact", "national average", "weighted analysis", "cost", "revenue impact",…
Quellsprache: Englisch
Creates PR, monitors CI, fixes issues iteratively until all tests pass
Quellsprache: Englisch
Merges parallel development branches and fixes basic integration issues
Quellsprache: Englisch
Ensures PRs are properly formatted with changelog, linting, and tests before pushing
Quellsprache: Englisch
Implements government benefit program rules with zero hard-coded values and complete parameterization
Quellsprache: Englisch
UK survey data enhancement - FRS with WAS imputation patterns
Quellsprache: Englisch
SEO first principles for PolicyEngine web applications - meta tags, crawlability, performance, and dual-mode (standalone + iframe) considerations
Quellsprache: Englisch
ONLY use this skill when users explicitly ask about the PolicyEngine Python package installation, REST API endpoints, API authentication, rate limits, or policyengine.py client library. DO NOT use for household benefit/tax calculations — ALWAYS use…
Quellsprache: Englisch
PolicyEngine design system — tokens, typography, colors, charts, and branding for all project types
Quellsprache: Englisch
PolicyEngine code writing style guide - formula optimization, direct returns, eliminating unnecessary variables
Quellsprache: Englisch
US survey data enhancement - CPS with PUF imputation patterns and cross-repo variable workflows
Quellsprache: Englisch
This skill automatically generates a comprehensive glossary of terms from a learning graph's concept list, ensuring each definition is precise, concise, distinct, non-circular, and free of business rules. Use this skill when creating a glossary for an…
Quellsprache: Englisch
Building standalone interactive calculators and dashboards that embed in policyengine.org
Quellsprache: Englisch
Common analysis patterns for PolicyEngine research repositories (CRFB, newsletters, dashboards, impact studies). For population-level estimates (cost, poverty, distributional impacts), use the policyengine-microsimulation skill instead.
Quellsprache: Englisch
This skill generates interactive workflow diagrams using the Mermaid JavaScript library
Quellsprache: Englisch
PolicyEngine period handling - converting between YEAR, MONTH definition periods and testing patterns
Quellsprache: Englisch
PolicyEngine vectorization patterns - NumPy operations, where/select usage, avoiding scalar logic with arrays
Quellsprache: Englisch
ALWAYS LOAD THIS SKILL FIRST before writing any PolicyEngine-US code. Contains the correct API patterns for household calculations and population simulations using the new policyengine package. Covers US federal and state taxes/benefits. Triggers: "what…
Quellsprache: Englisch
Healthcare program modeling in PolicyEngine-US — Medicaid, ACA marketplace, CHIP, and Medicare. Covers encoding rules, running analyses, and navigating the unique complexity of US healthcare programs. Triggers: "healthcare", "health insurance", "Medicaid",…
Quellsprache: Englisch
PolicyEngine Core simulation engine - the foundation powering all PolicyEngine calculations
Quellsprache: Englisch
Survey weight calibration to match population targets - used in policyengine-us-data for enhanced microdata
Quellsprache: Englisch
ALWAYS LOAD THIS SKILL FIRST before writing any PolicyEngine-UK code. Contains the correct API patterns for household calculations and population simulations using the new policyengine package (not policyengine_uk directly). Triggers: "what would", "how much…
Quellsprache: Englisch
PolicyEngine code review patterns - validation checklist, common issues, review standards
Quellsprache: Englisch
Guides users through designing a pedagogical agent (learning mascot) for their intelligent textbook, generating AI image prompts, and implementing the mascot using inline images, custom CSS admonitions, or JavaScript auto-detection.
Quellsprache: Englisch
Finds or creates GitHub issues for program implementations
Quellsprache: Englisch
Review any PR — code validation + PDF audit in one pass (read-only, no code changes)
Quellsprache: Englisch
Use this skill when updating the policyengine-claude plugin itself — adding skills, fixing skill routing, updating years in code examples, reordering skills, or tuning skill descriptions. Triggers: "update plugin", "fix skill", "wrong skill loaded", "update…
Quellsprache: Englisch
Orchestrates multi-agent workflow to backdate and quality-improve existing state program parameters
Quellsprache: Englisch
Automatically generates comprehensive edge case tests for benefit programs
Quellsprache: Englisch
Weighted pandas DataFrames for survey microdata analysis - inequality, poverty, and distributional calculations
Quellsprache: Englisch
Code organization patterns for PolicyEngine - variable naming conventions, folder structure, file organization
Quellsprache: Englisch
PolicyEngine variable patterns - variable creation, no hard-coding principle, federal/state separation, metadata standards
Quellsprache: Englisch
Automatically enriches code with examples, references, and calculation walkthroughs
Quellsprache: Englisch
Comprehensive validator for PolicyEngine implementations - quality standards, domain patterns, naming conventions, and compliance
Quellsprache: Englisch
Reviews government program implementations by researching regulations first, then validating code against legal requirements
Quellsprache: Englisch