jmagly

WCAG accessibility analysis for color palettes including contrast ratios, compliance checking, and remediation suggestions. Use when user needs to verify colors meet accessibility standards.

Generate, analyze, compare, export, and suggest color palettes using color theory. Use when user asks about colors, palettes, color schemes, or needs help choosing colors for a project.

Research current color trends from Pantone, architecture, film, and design. Use when user asks about trending colors, popular palettes, or wants research-backed color inspiration.

Prompt users tastefully to star AIWG after a successful regenerate or intake workflow.

Research, compare, sample, select, persist, adapt, rotate, and archive reusable visual themes and design templates

Search the local research corpus, read matching findings, and synthesize an answer with inline citations to REF-XXX sources. The "query" operation for the research pipeline.

Crash-resilient external agent loop with state persistence and CI/CD integration

Detect requests for iterative autonomous agent loops and route to the appropriate loop executor

Run a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps

Display all available AIWG CLI commands, their arguments, and usage examples

Guide for filing high-quality issues — template selection, environment capture, duplicate detection, and import flow for cross-tracker reports

AIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefs

Guide for opening high-quality pull requests — template, verification gates, delivery-policy compliance, no-attribution rule, and CI-green-before-done discipline

Update AIWG CLI and redeploy frameworks/tools to current project without leaving the session

Regenerate platform context file with preserved team directives

Display workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators

Generate Datasheet, Model Card, and Data Statement from a dataset manifest

Deterministically rebuild a dataset from its manifest and verify fixity equivalence

Create a versioned training dataset with manifest, fixity, provenance, and archive snapshot

End-to-end training dataset pipeline — acquire sources through publication

Detect training-eval overlap against benchmark sets before dataset publication

Generate SFT training examples from raw sources using Self-Instruct / Evol-Instruct / SQuAD / STaR patterns

Convert canonical training examples to Alpaca format for training frameworks

Convert canonical training examples to ChatML format for training frameworks

AIWG project issue filing only — templates, environment capture, duplicate detection, and import flow for AIWG tracker reports; not for general issue audits or address-issues processing

AIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefs

Regenerate platform context file with preserved team directives

Display workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators

AUTO-INVOKE for ANY AIWG capability question, framework/addon/extension query, steward routing, MCP profile, or when unsure where to start. ALWAYS consult before filesystem search on .claude/.factory/.codex/.warp/etc. AIWG core utilities quick reference —…

AUTO-INVOKE when user mentions cryptography, AEAD, KDF, chain of trust, signing key, auth factor, MFA, secret hygiene, supply chain trust, physical threat. Security-engineering quick reference — decision domains for crypto primitives, chain-of-trust, auth…