Claude Skills by jmagly

Assess source quality using GRADE methodology

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.

Research framework quick reference — capability domains and curated discovery phrases for corpus inception, paper acquisition, GRADE quality, citation graphs, and provenance-tracked synthesis

Show research corpus health and statistics

Execute multi-stage research workflows

Query and manage the unified .aiwg/activity.log chronological record of AIWG-managed workflow operations

Scaffold a new agent definition file inside an existing addon or framework

Scaffold a new behavior definition with BEHAVIOR.md and optional scripts inside an existing addon or framework

Scaffold a new command definition inside an existing addon or framework

Scaffold a new SKILL.md inside an existing addon or framework

Scaffold a new document template inside an existing addon or framework

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

Contextual AIWG help — explains current version features, answers how-to questions, routes live queries to the steward

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

Initialize AIWG configuration for an existing project by creating .aiwg/aiwg.config with provider and script entries

Manage the AIWG MCP server — start it, configure clients, and maintain the registered server registry

Manage the AIWG MCP server — start it, configure clients, and maintain the registered server registry

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

Regenerate AGENTS.md with vendor-neutral content for multi-platform support

Regenerate CLAUDE.md for Claude Code with hook file architecture

Regenerate Codex context file (CODEX.md or ~/.codex/instructions.md) with AIWG framework content

Regenerate copilot-instructions.md for GitHub Copilot with vendor-specific content only

Regenerate .cursorrules for Cursor with preserved team directives

Regenerate AGENTS.md for Factory AI with hook file architecture

Regenerate OpenCode context file (.opencode/context.md) with AIWG framework content

Regenerate WARP.md for Warp Terminal with preserved team directives

Regenerate .windsurfrules for Windsurf with preserved team directives

Regenerate platform context file with preserved team directives

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

Ensure the session's AIWG installation is current and correctly deployed to the active provider

AIWG core utilities quick reference — capability domains and curated discovery phrases for the always-on framing, steward, index, and meta operations

Manage AIWG behavior bundles that bind reactive directives and toolset configurations to specific agent types

Browse the AIWG model catalog — list available AI models, fetch model details, and search by capability or name

Create, list, or recover mid-workflow checkpoints so interrupted work resumes from a known-good position

Create a well-formatted git commit and push to remote repository

Manage the user-level AIWG configuration file for persistent preferences across all projects

Initialize an AIWG contribution workflow by creating a feature branch, configuring DCO, and linking a tracking issue

Show cost trends across multiple workflow sessions, surfacing expensive operations, spending patterns, and outliers

Generate a cost and token-spending report for the current or most recent workflow session

Contribute a user's AIWG customization back upstream as a PR — reviews for general applicability, creates branch, opens PR

Rebuild and redeploy AIWG from local customization source — makes recent edits live

Set up personal AIWG customization mode from a local clone or fork — makes your clone the live global AIWG instance so edits go live immediately

Show current AIWG customization status — mode, source path, what you've customized vs upstream

Pull the latest upstream AIWG updates into the user's fork and rebuild — preserves user customizations

Initialize AIWG daemon mode configuration from a named profile for persistent background sessions

Generate deployment configurations (Docker, Kubernetes) for the current project

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

Set or report the reproducibility mode governing how AIWG workflows execute, from standard to fully auditable

Submit a bug report, feature request, or feedback to the AIWG GitHub repository — prefills system context automatically

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