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Skills/AI & agents/PolicyEngine/policyengine-claude

policyengine-calibration-diagnostics

PolicyEngine/policyengine-claude
SkillLoads cleanly

Sensitivity registry for PolicyEngine microsim results — maps {program x deviation signature} to the calibration target or imputed variable most likely…

Scores
80
out of 100 · grade B+

2026-08-14

Works

40% of the score

100/100

  • Loads cleanly: valid frontmatter, required fields present, no dangling references.

Maintained

25% of the score

100/100

  • no commits in the last 12 weeks

Adopted

20% of the score

21/100

  • 31 stars on the source repo.

Documented

15% of the score

73/100

  • 1,451 words with worked examples.
Loads cleanly. Every structural check Claude Code needs to register this passed. Last commit 6 days ago.

Install

npx skills add PolicyEngine/policyengine-claude/policyengine-calibration-diagnostics

What it says it does

Sensitivity registry for PolicyEngine microsim results — maps {program x deviation signature} to the calibration target or imputed variable most likely driving a mismatch, and reads the live per-target diagnostics for the current Populace release. The knowledge base behind the calibration-diagnostics agent and /analyze-policy Stage 5.6. Load when investigating why a microsim result differs from a prior score, or when reviewing whether a reform classification is calibration-sensitive. Triggers: "why does my reform not match", "policyengine cost off", "calibration mismatch", "imputed variable", "takeup rate", "non-filer", "itemizer share", "small state variance", "calibration target", "populace target", "calibration dashboard", "target-diagnostics", "relative_error", "diagnose mismatch", "deviation signature".

Every number above came out of reading the file and its repository. Nothing is a judgement call, nothing is a model’s opinion, and nothing can be paid for. The full method is published. Source last committed 2026-08-08.

The record

Type
Skill
Category
AI & agents
Repository
PolicyEngine/policyengine-claude
Last commit
6 days ago · 2026-08-08
Repository stars
31
Installs
not in the skills.sh registry
Licence
MIT
Instruction length
1,451 words
Bundled files
0
View the source on GitHub

Also in PolicyEngine/policyengine-claude

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microsim-runnerPolicyEngine/policyengine-claude
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cleanSubagent31 stars6 days ago
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81
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reference-validatorPolicyEngine/policyengine-claude
81
cleanSubagent31 stars6 days ago
reform-comparatorPolicyEngine/policyengine-claude
81
cleanSubagent31 stars6 days ago

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Double opt-in — we send one confirmation link and nothing else until you click it.

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© 2026 SkillWorks. A Kynth Studios product. Changelog

SkillWorks

The studio list

One product, taken apart, once a month

Kynth Studios pulls one shipped product open every month — what it does, what it cost to build, what the pipeline behind it looks like, and what the numbers did. One email a month, nothing in between.

Double opt-in — we send one confirmation link and nothing else until you click it.

SkillWorks

Built by

Kynth Studios

the studio behind Toolproof, BlockDex and KitGrade

part of Toolproof, the measurement layer for AI agent tooling

Browse

Skills
Subagents
Plugins
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CLAUDE.md examples

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Best subagents
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Most installed
Will not load

The index

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How we score

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Listings JSON
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© 2026 SkillWorks. A Kynth Studios product. Changelog

SkillWorks