jmagly
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- ▌ Forme Manifest · jmagly-ai-writing-guideRead a multi-service OpenProse program directory, analyze all service contracts, and generate the Forme wiring manifest for inspection and debugging
- ▌ Prose Validate · jmagly-ai-writing-guideValidate an OpenProse program file against Prose contract grammar without executing it — checks frontmatter, contract structure, service references, and strategy syntax
- ▌ Generate Factory · jmagly-ai-writing-guideAuto-generate test data factories from schemas, types, or models. Use when creating test data infrastructure, setting up fixtures, or reducing test setup boilerplate.
- ▌ Test Conformance · jmagly-ai-writing-guideAudit a codebase's testing regime using a reusable protocol, source/runner reconciliation, sampled oracle review and evidence-backed conformance reports.
- ▌ Reflection Injection · jmagly-ai-writing-guideInject relevant past reflections into agent context at iteration start so agents learn from prior mistakes without repeating them
- ▌ Evidence Preservation · jmagly-ai-writing-guideChain of custody and evidence preservation procedures covering log collection, hash verification, custody documentation, and evidence packaging per RFC 3227
- ▌ Intake Start Campaign · jmagly-ai-writing-guideValidate manually-created campaign intake forms and kick off Strategy phase with agent assignments
- ▌ Gap Documentation · jmagly-ai-writing-guideDocument missing content in media archives with standardized GAP-NOTE markers that guide acquisition and measure completeness
- ▌ Quality Filtering · jmagly-ai-writing-guideAccept/reject logic and quality scoring heuristics for media content
- ▌ Research Quality Audit · jmagly-ai-writing-guideAudit a research corpus for shallow stubs, missing sources, and doc-depth issues. Detects docs written from abstracts rather than full papers; can dispatch expansion agents.
- ▌ Flow Compliance Validation · jmagly-ai-writing-guideOrchestrate compliance validation workflow with requirements mapping, audit evidence collection, gap analysis, remediation tracking, and attestation
- ▌ Best Practices Audit · jmagly-ai-writing-guide bundleResearch-grounded validation of a target (file, directory, or topic) against external best practices and vendor docs. Produces a cited, evidence-grounded comparison.
- ▌ Flow Retrospective Cycle · jmagly-ai-writing-guideOrchestrate systematic retrospective cycle with structured feedback collection, improvement tracking, and action item management
- ▌ Regression Auto Baseline · jmagly-ai-writing-guideAutomatically manage regression test baseline lifecycle triggered by releases, deployments, and quality gates
- ▌ Aiwg Regenerate Copilot · jmagly-ai-writing-guideRegenerate copilot-instructions.md for GitHub Copilot with vendor-specific content only
- ▌ Aiwg Regenerate Factory · jmagly-ai-writing-guideRegenerate AGENTS.md for Factory AI with hook file architecture
- ▌ Customize Upstream Sync · jmagly-ai-writing-guidePull the latest upstream AIWG updates into the user's fork and rebuild — preserves user customizations
- ▌ Workspace Prune Working · jmagly-ai-writing-guideClean up .aiwg/working/ by promoting, archiving, or deleting temporary files
- ▌ Civic Publish Gate · jmagly-ai-writing-guide bundleRun deterministic source, citation, freshness, privacy, meeting-certainty, accessibility, correction-state, and human-approval checks before civic publication.
- ▌ Compound Memory · jmagly-ai-writing-guideOrchestrate governed persistent project memory across immutable evidence, llm-wiki, line-memory, reviewed session candidates, generated outputs, and bounded context packs.
- ▌ Source Unifier · jmagly-ai-writing-guideMerge multiple documentation sources (docs, GitHub, PDF) with conflict detection. Use when combining docs + code for complete skill coverage.
- ▌ Prose Install · jmagly-ai-writing-guideInstall OpenProse for AIWG when not found. Tries `npx skills add`, falls back to git clone, then saves the resolved path to .aiwg/config.json.
- ▌ Schema Intake · jmagly-ai-writing-guideDetect whether a new or changed data element needs a governed schema and create a plain-language schema brief. Use for records, configuration, events, APIs, files, messages, persistence, or structured user input.
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- ▌ Intake From Campaign · jmagly-ai-writing-guideScan existing campaign materials, media kit, or marketing assets and generate intake documents by analyzing content, brand elements, and performance data
- ▌ Audio Extraction · jmagly-ai-writing-guideffmpeg patterns for extracting audio from video files and transcoding between formats
- ▌ Metadata Tagging · jmagly-ai-writing-guideopustags and ffmpeg patterns for applying metadata to audio and video files
- ▌ Transcribe Media · jmagly-ai-writing-guide bundleProduce timestamped transcript sidecars for acquired audio/video with hashes, source metadata, speaker labels when available, and explicit degraded plans when STT tooling is missing
- ▌ Flow Concept To Inception · jmagly-ai-writing-guideOrchestrate Concept→Inception phase transition with intake validation and vision alignment
- ▌ Flow Deploy To Production · jmagly-ai-writing-guideOrchestrate production deployment with strategy selection, validation, automated rollback, and regression gates
- ▌ Flow Hypercare Monitoring · jmagly-ai-writing-guideOrchestrate hypercare monitoring period with 24/7 support, SLO tracking, and rapid issue response
- ▌ Marketing Quickref · 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.
- ▌ Performance Digest · jmagly-ai-writing-guideGenerate executive-ready marketing performance summaries with insights, trends, and prioritized recommendations
- ▌ Analyze Artist · jmagly-ai-writing-guideAnalyze an artist's discography to identify eras, catalog structure, and collection plan
- ▌ Tag Collection · jmagly-ai-writing-guideApply metadata tags, embed artwork, and organize media files with consistent naming
- ▌ Verify Archive · jmagly-ai-writing-guideVerify archive integrity with self-verifying SHA-256 checksums, generate VERIFY.md, and optionally create W3C PROV provenance
- ▌ Profile Communities · jmagly-ai-writing-guideDetect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`.
- ▌ Research Gap Detect · jmagly-ai-writing-guideBuild the mutual citation graph, find connected components, identify isolated clusters, and optionally search for bridge candidates and file gap issues.
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- ▌ Flow Knowledge Transfer · jmagly-ai-writing-guideOrchestrate Knowledge Transfer flow with assessment, documentation, shadowing, validation, and handover
- ▌ Regression API Contract · jmagly-ai-writing-guideDetect breaking changes in API contracts across REST, GraphQL, and gRPC interfaces with semver enforcement
- ▌ Aiwg Regenerate Agents · jmagly-ai-writing-guideRegenerate AGENTS.md with vendor-neutral content for multi-platform support
- ▌ Aiwg Regenerate Claude · jmagly-ai-writing-guideRegenerate CLAUDE.md for Claude Code with hook file architecture
- ▌ AI Pattern Detection · jmagly-ai-writing-guide bundleReview editorial phrase patterns and suggest contextual alternatives; legacy name does not imply authorship detection. Use when reviewing or editing content, or when the user mentions authenticity or natural voice.
- ▌ Auto Test Execution · jmagly-ai-writing-guideAutomatically execute tests when code-generating agents modify source files, enforcing the execute-before-return pattern
- ▌ Devkit Create Command · jmagly-ai-writing-guideCreate a new slash command with AI-guided behavior definition
- ▌ Browser Doctor · jmagly-ai-writing-guideRead-only health check on browser-control setup. Verifies browser binary, Playwright MCP Bridge extension presence, token file mode/contents, AIWG MCP registration, provider config injection, and optional workspace allow-list. Outputs pass/fail per check with remediation commands.
- ▌ PDF Extractor · jmagly-ai-writing-guideExtract text, tables, and images from PDF files. Use when converting PDF documentation, manuals, or reports to searchable text.
- ▌ Prose Detect · jmagly-ai-writing-guideLocate an existing OpenProse installation via env var, AIWG config, local install, plugin manifest, or global CLI. Returns PROSE_ROOT; triggers prose-install if not found.
- ▌ Prose Reader · jmagly-ai-writing-guideRead and parse an OpenProse program file, extracting its contract (requires, ensures, strategies, errors, invariants) and services into a structured representation
- ▌ Container Forensics · jmagly-ai-writing-guideForensic investigation of Docker, containerd/CRI-O, and Kubernetes — inventory, escape detection, eBPF runtime monitoring, RBAC and etcd audit. Use when investigating container compromise.
- ▌ Architecture Evolution · jmagly-ai-writing-guideManage architecture changes with impact analysis, ADR generation, migration planning, and breaking change tracking
- ▌ Artifact Orchestration · jmagly-ai-writing-guideOrchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern
- ▌ Flow Handoff Checklist · jmagly-ai-writing-guideOrchestrate handoff validation between SDLC phases and tracks (Discovery→Delivery, Delivery→Ops, phase transitions)
- ▌ Flow Incident Response · jmagly-ai-writing-guideOrchestrate production incident triage, escalation, resolution, and post-incident review using ITIL best practices
- ▌ Regression Performance · jmagly-ai-writing-guideDetect performance regressions by comparing benchmarks across versions with latency, throughput, and statistical significance analysis
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- ▌ Aiwg Regenerate Codex · jmagly-ai-writing-guideRegenerate Codex context file (CODEX.md or ~/.codex/instructions.md) with AIWG framework content
- ▌ Steward Prep Delivery · jmagly-ai-writing-guide bundleSteward-assisted prep for filing issues and PRs — environment capture, template selection, duplicate detection, delivery-policy compliance check
- ▌ Cross Task Learner · jmagly-ai-writing-guide bundleEnable agent loops to learn from similar past tasks and share patterns across loops
- ▌ Browser Reset · jmagly-ai-writing-guideReconfigure the browser-control wiring. Rotate the Playwright MCP Bridge token, switch the target browser, or fully tear down the AIWG registration and provider injection. Walks the user through extension UI regeneration where needed; respects human-authorization gates for destructive operations.
- ▌ Browser Setup · jmagly-ai-writing-guideInteractive wizard that wires up @playwright/mcp end-to-end — detects the user's browsers, walks through Playwright MCP Bridge extension install, captures the per-install token, registers the MCP server in the AIWG registry with --extension and the env block, injects into the active provider's config, and verifies the connection.
- ▌ Doc Splitter · jmagly-ai-writing-guideSplit large documentation (10K+ pages) into focused sub-skills with intelligent routing. Use for massive doc sites like Godot, AWS, or MSDN.
- ▌ Prose Setup · jmagly-ai-writing-guideClone or update the OpenProse repository to ensure AIWG prose tools hook into the latest version of the specification and examples
- ▌ Memory Ingest · jmagly-ai-writing-guideIngest a source into any consumer's semantic memory by reading the topology contract
- ▌ Quality Checker · jmagly-ai-writing-guideValidate skill quality, completeness, and adherence to standards. Use before packaging to ensure skill meets quality requirements.
- ▌ Mutation Test · jmagly-ai-writing-guide bundleRun mutation testing to validate test quality beyond code coverage. Use when assessing test effectiveness, finding weak tests, or validating test suite quality.
- ▌ Forensics Quickref · 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.
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- ▌ Audience Synthesis · jmagly-ai-writing-guideSynthesize audience data from multiple sources into unified personas, segments, and targeting strategies
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- ▌ Research Document · jmagly-ai-writing-guideGenerate summaries and literature notes from research papers
- ▌ Research Quickref · 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.
- ▌ Aiwg Update Agents Md · jmagly-ai-writing-guideUpdate AGENTS.md with project-specific context for Factory AI based on codebase analysis
- ▌ Regression Cicd Hooks · jmagly-ai-writing-guideIntegrate regression testing into CI/CD pipelines with baseline comparison and merge blocking on failure
- ▌ Aiwg Regenerate Warp · jmagly-ai-writing-guideRegenerate WARP.md for Warp Terminal with preserved team directives
- ▌ Summarize Transcript · jmagly-ai-writing-guideAnalyze and summarize a transcript, meeting notes, or discussion thread into a clear actionable document
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- ▌ Devkit Create Agent · jmagly-ai-writing-guideCreate a new agent with AI-guided expertise definition following the Agent Design Bible
- ▌ Doc Scraper · jmagly-ai-writing-guideScrape documentation websites into organized reference files. Use when converting docs sites to searchable references or building Claude skills.
- ▌ Skill Enhancer · jmagly-ai-writing-guideAI-powered enhancement of skill SKILL.md files. Use to transform basic templates into comprehensive, high-quality skill documentation.
- ▌ Skill Packager · jmagly-ai-writing-guidePackage skills into uploadable ZIP files for Claude. Use after skill-builder/skill-enhancer to create final upload package.
- ▌ Flaky Detect · jmagly-ai-writing-guideIdentify flaky tests from CI history and test execution patterns. Use when debugging intermittent test failures, auditing test reliability, or improving CI stability.
- ▌ Color Palette · jmagly-ai-writing-guideGenerate, 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.
- ▌ Forensics Acquire · jmagly-ai-writing-guideEvidence acquisition with chain of custody and hash verification
- ▌ Forensics Profile · jmagly-ai-writing-guideBuild target system profile via SSH or cloud API enumeration
- ▌ Approval Workflow · jmagly-ai-writing-guideRoute marketing assets through multi-stakeholder approval chains with status tracking and escalation
- ▌ Competitive Intel · jmagly-ai-writing-guideGather and analyze competitive intelligence across channels to surface positioning shifts and market opportunities
- ▌ Diarize Media · jmagly-ai-writing-guide bundleRun local speaker diarization for acquired audio/video with WhisperX and pyannote, preserving anonymous speaker clusters in canonical transcript sidecars
- ▌ Corpus Index Build · jmagly-ai-writing-guideRender research-corpus markdown index views (by-topic, by-year, authors, citation-network, ...) from corpus state. As of
- ▌ Validate Component · jmagly-ai-writing-guideValidate a single AIWG component (skill, agent, or command) for completeness and correctness
- ▌ Prose Run · jmagly-ai-writing-guideExecute an OpenProse program within the current AIWG session, following the two-phase model (Forme wiring + Prose VM execution)
- ▌ Memory Lint · jmagly-ai-writing-guideHealth-check any consumer's semantic memory by composing structural and domain-specific checks
- ▌ Skill Builder · jmagly-ai-writing-guideBuild Claude skills from extracted documentation. Use after doc-scraper/pdf-extractor to generate uploadable skill packages.
- ▌ Tdd Enforce · jmagly-ai-writing-guide bundleConfigure TDD enforcement via pre-commit hooks and CI coverage gates. Use when setting up test-first workflows or adding coverage gates.
- ▌ Color Trends · jmagly-ai-writing-guideResearch current color trends from Pantone, architecture, film, and design. Use when user asks about trending colors, popular palettes, or wants research-backed color inspiration.
- ▌ Forensics Triage · jmagly-ai-writing-guideQuick triage investigation following RFC 3227 volatility order
- ▌ Memory Forensics · jmagly-ai-writing-guideVolatility 3 memory forensics workflows covering acquisition with LiME and WinPmem, and structured analysis using Volatility 3 plugin reference
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- ▌ Brand Compliance · jmagly-ai-writing-guideValidate brand compliance across visual, verbal, and legal dimensions with actionable reports