PolicyEngine writing style for blog posts, documentation, PR descriptions, and research reports - emphasizing active voice, quantitative precision, and neutral tone
Langue du texte source : anglais
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SkillsMP a collecté 2 943 skills depuis tools-only/X-Skills. Ouvrez un skill pour examiner sa source et ses détails.
tools-only/X-SkillsAffichage de 40 skills collectés sur 2 943.
PolicyEngine writing style for blog posts, documentation, PR descriptions, and research reports - emphasizing active voice, quantitative precision, and neutral tone
Langue du texte source : anglais
Developing policyengine-app-v2 — the main React frontend for policyengine.org
Langue du texte source : anglais
Validates that all parameters have proper references that corroborate the values
Langue du texte source : anglais
Gathers authoritative documentation for government benefit program implementations
Langue du texte source : anglais
Designs comprehensive parameter structures with proper federal/state separation and zero hard-coding
Langue du texte source : anglais
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",…
Langue du texte source : anglais
Creates PR, monitors CI, fixes issues iteratively until all tests pass
Langue du texte source : anglais
Merges parallel development branches and fixes basic integration issues
Langue du texte source : anglais
Ensures PRs are properly formatted with changelog, linting, and tests before pushing
Langue du texte source : anglais
Implements government benefit program rules with zero hard-coded values and complete parameterization
Langue du texte source : anglais
UK survey data enhancement - FRS with WAS imputation patterns
Langue du texte source : anglais
SEO first principles for PolicyEngine web applications - meta tags, crawlability, performance, and dual-mode (standalone + iframe) considerations
Langue du texte source : anglais
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…
Langue du texte source : anglais
PolicyEngine design system — tokens, typography, colors, charts, and branding for all project types
Langue du texte source : anglais
PolicyEngine code writing style guide - formula optimization, direct returns, eliminating unnecessary variables
Langue du texte source : anglais
US survey data enhancement - CPS with PUF imputation patterns and cross-repo variable workflows
Langue du texte source : anglais
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…
Langue du texte source : anglais
Building standalone interactive calculators and dashboards that embed in policyengine.org
Langue du texte source : anglais
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.
Langue du texte source : anglais
This skill generates interactive workflow diagrams using the Mermaid JavaScript library
Langue du texte source : anglais
PolicyEngine period handling - converting between YEAR, MONTH definition periods and testing patterns
Langue du texte source : anglais
PolicyEngine vectorization patterns - NumPy operations, where/select usage, avoiding scalar logic with arrays
Langue du texte source : anglais
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…
Langue du texte source : anglais
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",…
Langue du texte source : anglais
PolicyEngine Core simulation engine - the foundation powering all PolicyEngine calculations
Langue du texte source : anglais
Survey weight calibration to match population targets - used in policyengine-us-data for enhanced microdata
Langue du texte source : anglais
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…
Langue du texte source : anglais
PolicyEngine code review patterns - validation checklist, common issues, review standards
Langue du texte source : anglais
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.
Langue du texte source : anglais
Finds or creates GitHub issues for program implementations
Langue du texte source : anglais
Review any PR — code validation + PDF audit in one pass (read-only, no code changes)
Langue du texte source : anglais
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…
Langue du texte source : anglais
Orchestrates multi-agent workflow to backdate and quality-improve existing state program parameters
Langue du texte source : anglais
Automatically generates comprehensive edge case tests for benefit programs
Langue du texte source : anglais
Weighted pandas DataFrames for survey microdata analysis - inequality, poverty, and distributional calculations
Langue du texte source : anglais
Code organization patterns for PolicyEngine - variable naming conventions, folder structure, file organization
Langue du texte source : anglais
PolicyEngine variable patterns - variable creation, no hard-coding principle, federal/state separation, metadata standards
Langue du texte source : anglais
Automatically enriches code with examples, references, and calculation walkthroughs
Langue du texte source : anglais
Comprehensive validator for PolicyEngine implementations - quality standards, domain patterns, naming conventions, and compliance
Langue du texte source : anglais
Reviews government program implementations by researching regulations first, then validating code against legal requirements
Langue du texte source : anglais