jmagly
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- ▌ Use 2 · jmagly-ai-writing-guideDeploy AIWG frameworks and addons to the current workspace across supported providers
- ▌ Aiwg Pr 2 · jmagly-ai-writing-guideAIWG-specific pull request delivery workflow for AIWG product/workspace changes; not the generic repository PR process
- ▌ Steward 2 · jmagly-ai-writing-guideProvide provider capability awareness and route commands by answering what the current provider supports natively vs must emulate
- ▌ Aiwg Help 2 · jmagly-ai-writing-guideDisplay all available AIWG CLI commands, their arguments, and usage examples
- ▌ Aiwg Issue 2 · jmagly-ai-writing-guideAIWG 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 Doctor 2 · jmagly-ai-writing-guideRun a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps
- ▌ Aiwg Status 2 · jmagly-ai-writing-guideDisplay workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators
- ▌ Aiwg Refresh 2 · jmagly-ai-writing-guide bundleUpdate AIWG CLI and redeploy frameworks/tools to current project without leaving the session
- ▌ Aiwg Regenerate 2 · jmagly-ai-writing-guide bundleSelect and execute the canonical refresh, existing-project extraction, or legacy AIWG context regeneration branch
- ▌ Aiwg Language Map 2 · jmagly-ai-writing-guideAIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefs
- ▌ Ops Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions ops, runbook, inventory, audit trail, ops repo, sysops, devops, itops, infrastructure operations, fleet management. Ops framework quick reference — capability domains, extension model, and discovery phrases for runbooks, inventory, audit trail, verification.
- ▌ Aiwg Utils Quickref 2 · jmagly-ai-writing-guideAUTO-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 — always-on framing, steward, index, meta operations.
- ▌ Issue Planner 2 · jmagly-ai-writing-guideResearch-grounded SDLC issue planner — dispatches parallel research, generates the supporting doc corpus, then files prioritized cross-referenced issues for human review.
- ▌ Sdlc Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions SDLC, requirements, architecture, ADR, use case, user story, test plan, phase gate, inception, elaboration, construction, transition, intake, deploy. SDLC framework quick reference — phase model, capability domains, and curated discovery phrases for aiwg discover.
- ▌ Check Traceability 2 · jmagly-ai-writing-guideVerify the full refinement chain from use cases through behavioral specs, pseudo-code specs, code, and tests — report coverage at each layer and identify gaps
- ▌ Induct Research 3 · jmagly-ai-writing-guideInduct research sources (issue, file, directory, or URI) into a research corpus — reads, annotates, and files structured induction tasks. Like address-issues but for research.
- ▌ Flow Discovery Track 2 · jmagly-ai-writing-guideOrchestrate Discovery Track flow to prepare validated requirements and designs one iteration ahead of delivery
- ▌ Research Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions research, paper, citation, GRADE, corpus, provenance, literature review, induct paper, induct media, video/audio research, timestamp citations, evidence, bibliography. Research framework quick reference — discovery phrases for corpus inception, paper and media acquisition, GRADE quality, citation graphs, provenance-tracked synthesis.
- ▌ Media Curator Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions media curation, discography, archive, music collection, video/audio collection, source acquisition, metadata tagging, transcript, Plex, Jellyfin, MPD. Media-curator framework quick reference — discovery phrases for collection assessment, source discovery, acquisition, transcription, quality filtering, metadata, archive integrity, and research handoff.
- ▌ Forensics Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions forensics, incident response, IOC, log analysis, evidence preservation, breach investigation, threat hunting, attack timeline. Forensics framework quick reference — discovery phrases for incident response, log analysis, evidence preservation, IOC extraction.
- ▌ Knowledge Base Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions knowledge base, wiki, KB, semantic memory, llm-wiki, knowledge ingest, document corpus. Knowledge-base framework quick reference — discovery phrases for KB ingest/health, semantic-memory kernel skills, llm-wiki profiles.
- ▌ Marketing Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions marketing, campaign, brand, content production, audience persona, copy, social media, marketing intake, approval workflow. Marketing framework quick reference — discovery phrases for campaign intake, brand compliance, content production, audience synthesis, approval workflows.
- ▌ Security Engineering Quickref 2 · jmagly-ai-writing-guideAUTO-INVOKE when user mentions cryptography, AEAD, KDF, chain of trust, signing key, auth factor, MFA, secret hygiene, supply chain trust, physical threat, DFIR readiness, or incident evidence handoff. Security-engineering quick reference — decision domains for crypto primitives, chain-of-trust, auth factors, degraded modes, supply-chain trust, physical-threat modeling, and DFIR readiness routing.
- ▌ Sdlc Accelerate 2 · jmagly-ai-writing-guideEnd-to-end SDLC ramp-up from idea to construction-ready with automated phase transitions and focused gate questions
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- ▌ Generated Docs Audit · jmagly-ai-writing-guideAudit generated HTML, Markdown, crawler controls, model-readable docs, structured data, API specs, and URL-class drift from one local source graph.
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- ▌ Test Platform Research · jmagly-ai-writing-guideLocate testing research and platform tools, qualify evidence adapters, and develop target-specific testing normalization templates.
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- ▌ Corpus Retrieval Lab · jmagly-ai-writing-guideBenchmark current research-query and direct lexical baselines against experimental vector, BM25, typed concept-graph PPR, and RRF source selection without replacing production retrieval.
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- ▌ Session Harvest · jmagly-ai-writing-guideExtract cited decisions, requirements, risks, entities, and relationships from session history and review exact candidate versions before memory promotion
- ▌ Doc Sync 2 · jmagly-ai-writing-guideSynchronize documentation and code with bounded, scope-first drift checks
- ▌ Cleanup Audit 2 · jmagly-ai-writing-guideAudit codebase for dead code, unused exports, orphaned files, and stale manifests
- ▌ Test Normalize · jmagly-ai-writing-guideRepair and standardize a testing regime through concrete file plans, guarded deployment receipts and repeatable verification of runner and oracle behavior.
- ▌ Aiwg Regenerate Legacy · jmagly-ai-writing-guideRegenerate provider startup context using the legacy inline compatibility branch
- ▌ Codebase Health · jmagly-ai-writing-guideScan source code and report agent-readiness metrics with actionable recommendations
- ▌ Complexity Gate · jmagly-ai-writing-guideCI-friendly complexity enforcement gate returning pass/fail results for pipeline integration
- ▌ Doc Consolidate · jmagly-ai-writing-guideCrawl repository for scattered docs and consolidate into categorized reference index in .aiwg/docs/
- ▌ Flow Gate Check · jmagly-ai-writing-guideOrchestrate SDLC phase gate validation with multi-agent review and comprehensive reporting
- ▌ Gate Evaluation · jmagly-ai-writing-guideValidate phase gate criteria with multi-agent review and generate pass/fail reports
- ▌ Grade On Ingest · jmagly-ai-writing-guideTrigger GRADE quality assessment automatically when new research sources or findings enter the corpus
- ▌ Incident Triage · jmagly-ai-writing-guideClassify incidents by severity, assemble response teams, and coordinate initial response actions and comms
- ▌ Issue Auto Sync · jmagly-ai-writing-guideDetect issue references in commits and artifacts and automatically update or close linked tracker issues
- ▌ Issue Driven Al · jmagly-ai-writing-guideOrchestrates issue-driven agent loops that post cycle status to issue threads and incorporate human feedback in each cycle.
- ▌ Sdlc Accelerate · jmagly-ai-writing-guideEnd-to-end SDLC ramp-up from idea to construction-ready with automated phase transitions and focused gate questions
- ▌ Tot Exploration · jmagly-ai-writing-guideTrigger Tree of Thoughts exploration when agents face architectural decisions with multiple valid approaches
- ▌ Execution Mode · jmagly-ai-writing-guideSet or report the reproducibility mode governing how AIWG workflows execute, from standard to fully auditable
- ▌ Install Plugin · jmagly-ai-writing-guideInstall Claude Code marketplace plugins or route local/Git wrappers through the supported package workflow
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- ▌ Metrics Tokens · jmagly-ai-writing-guideAnalyze token usage efficiency against the MetaGPT baseline and surface per-step optimization opportunities
- ▌ Package Plugin · jmagly-ai-writing-guidePackage a built-in or standalone project-local AIWG plugin wrapper for marketplace distribution
- ▌ Project Status · jmagly-ai-writing-guide bundleCross-framework project status aggregator — discovers contributors from installed frameworks, runs declarative detection, produces a unified status report.
- ▌ Scaffold Addon · jmagly-ai-writing-guideCreate a complete addon package structure inside agentic/code/addons/. Use when authoring an expansion (addon) for AIWG.
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- ▌ Dev Mode Init · jmagly-ai-writing-guideSwitch AIWG CLI to dev mode (local repo source), rebuild, deploy dev tools, and run a health check — all via the Steward agent
- ▌ Eval Report · jmagly-ai-writing-guideGenerate an aggregate agent quality report from evaluation results, showing scores, regressions, and recommendations
- ▌ Archive Answer · jmagly-ai-writing-guideCapture a query answer and file it as a persistent artifact in .aiwg/working/answers/ with promotion guidance to a permanent destination.
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- ▌ Citation Guard · jmagly-ai-writing-guideVerify citations against the research corpus to prevent hallucinated references and enforce GRADE compliance
- ▌ Decompose File · jmagly-ai-writing-guideAnalyze large source files and produce decomposition plans, optionally executing refactoring with import updates and test verification
- ▌ Generate Tests · jmagly-ai-writing-guideGenerate comprehensive test suite for $ARGUMENTS following project testing conventions and best practices.
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- ▌ Plugin Status · jmagly-ai-writing-guideList installed Claude Code marketplace plugins with version, install date, and enabled status
- ▌ Prefill Cards · jmagly-ai-writing-guideAuto-populate SDLC artifact metadata headers across all templates using team profile configuration
- ▌ Soul To Voice · jmagly-ai-writing-guideGenerate an AIWG voice profile from an existing SOUL.md identity file
- ▌ Soul Validate · jmagly-ai-writing-guideValidate a SOUL.md file against community best practices and quality criteria
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- ▌ Voice Analyze · jmagly-ai-writing-guide bundleReverse-engineer voice profiles from sample content by analyzing writing patterns
- ▌ Agent Loop · jmagly-ai-writing-guide bundleDetect requests for iterative autonomous agent loops and route to the appropriate loop executor
- ▌ Eval Agent · jmagly-ai-writing-guideRun evaluation tests against an agent to assess quality and archetype resistance
- ▌ Aiwg Hooks · jmagly-ai-writing-guideInstall, configure, and inspect AIWG lifecycle hooks for tracing, permissions, session management, context injection, and quality gates.
- ▌ Curate · jmagly-ai-writing-guideOrchestrate type-flexible media curation from assessment and planning through acquisition, tagging/transcription, provenance, and verification
- ▌ Export · jmagly-ai-writing-guideExport media collection to platform-specific formats (Plex, Jellyfin, MPD, mobile, archival)
- ▌ Aiwg Setup Warp · jmagly-ai-writing-guideSetup Warp Terminal with AIWG framework context (preserves existing content)
- ▌ Artifact Lookup · jmagly-ai-writing-guideSearch and navigate SDLC artifacts by topic, type, phase, or tag using the aiwg index CLI
- ▌ Auto Provenance · jmagly-ai-writing-guideGenerate W3C PROV-compliant provenance records automatically when agents create or modify artifacts
- ▌ Test Coverage · jmagly-ai-writing-guideAnalyze test coverage reports, identify gaps by priority, and recommend test improvements with trend tracking
- ▌ Activity Log · jmagly-ai-writing-guideQuery and manage the unified .aiwg/activity.log chronological record of AIWG-managed workflow operations
- ▌ Add Behavior · jmagly-ai-writing-guideScaffold a new behavior definition with BEHAVIOR.md and optional scripts inside an existing addon or framework
- ▌ Add Template · jmagly-ai-writing-guideScaffold a new document template inside an existing addon or framework
- ▌ Aiwg Mission · jmagly-ai-writing-guideLaunch an AIWG Mission — durable, audited dynamic agent orchestration toward a completion criterion. AIWG owns the conductor (activity-log, gates, best-output, checkpoint/resume, cost); native primitives drive worker mechanism. Surfaces as /aiwg-mission in Codex (AIWG-owned, no plugin dependency).
- ▌ Aiwg Refresh · jmagly-ai-writing-guide bundleUpdate AIWG CLI and redeploy frameworks/tools to current project without leaving the session
- ▌ Cost History · jmagly-ai-writing-guideShow cost trends across multiple workflow sessions, surfacing expensive operations, spending patterns, and outliers
- ▌ Hook Disable · jmagly-ai-writing-guideDisable the AIWG context hook without uninstalling AIWG or deleting hook files
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- ▌ Migrate Hook · jmagly-ai-writing-guideMigrate existing CLAUDE.md full-injection to the AIWG.md hook file architecture
- ▌ Runtime Info · jmagly-ai-writing-guideDisplay a comprehensive runtime environment report covering detected provider, available tools, AIWG version, and installed frameworks
- ▌ Soul Disable · jmagly-ai-writing-guideDisable soul enforcement without deleting SOUL.md or soul files
- ▌ Soul Enhance · jmagly-ai-writing-guideImprove an existing SOUL.md by identifying vague sections, suggesting missing content, and generating calibration examples
- ▌ Voice Create · jmagly-ai-writing-guide bundleGenerate custom voice profiles from natural language descriptions by mapping tone, formality, and domain to voice dimensions
- ▌ Daemon Status · jmagly-ai-writing-guide bundleShow daemon health, active sessions, task queue, and subsystem status
- ▌ Uat Generate · jmagly-ai-writing-guideDiscover MCP tools and generate a phased UAT plan with agent-executable test specifications