jmagly
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- ▌ Validate Addon · jmagly-ai-writing-guideValidate an entire AIWG addon package for completeness and release readiness
- ▌ Auto Memory · jmagly-ai-writing-guideConfigure AIWG automatic-memory seed templates for project overview, testing, debugging, and architecture knowledge, with provider compatibility guidance.
- ▌ Line Memory · jmagly-ai-writing-guideRetain and retrieve small durable project facts through a bounded, recency-ordered plain-text memory
- ▌ Cost Optimizer · jmagly-ai-writing-guideAnalyze LLM pipeline costs and generate concrete optimization recommendations with savings estimates
- ▌ Log Analysis · jmagly-ai-writing-guideCorrelate auth.log, syslog, journald, application, and web logs to detect brute force, privilege escalation, and lateral movement.
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- ▌ Assemble · jmagly-ai-writing-guideAssemble media into thematic compilations, concert films, era playlists, and narrative experiences
- ▌ Corpus Export · jmagly-ai-writing-guidePackage corpus subsets as distribution archives. Filter by cluster, topic, REF range, or custom expression; bundles PDFs, analysis, citations, and BibTeX into tar.gz.
- ▌ Discovery Log · jmagly-ai-writing-guideRecord the source-tracking `discovery` block on a research-corpus citation sidecar — where/how a paper was found (surface, via, curator). Runs via `aiwg corpus discovery-log`.
- ▌ Profile Graph · jmagly-ai-writing-guideEntity-profile graph edges + embedding similarity for a research corpus — profile→REF edges (first-class adjacency, reconciled against the citation graph) and text-embedding researcher similarity + collaboration link-prediction. Completes the
- ▌ Research Lint · jmagly-ai-writing-guideRun the research corpus lint ruleset to detect structural and referential integrity issues — orphan notes, missing frontmatter, broken references, missing GRADE assessments.
- ▌ Contract Manifest · jmagly-ai-writing-guideGenerate a human-readable manifest for an AIWG skill chain — agent assignments, requires/ensures contracts, data flow, and parallelization opportunities.
- ▌ Contract Validate · jmagly-ai-writing-guideValidate that an AIWG skill chain has all requires inputs satisfied by upstream ensures outputs. Catches missing dependencies at wiring time, not runtime.
- ▌ Provenance Create · jmagly-ai-writing-guideCreate a W3C PROV-compliant provenance record for an artifact
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- ▌ Regression Bisect · jmagly-ai-writing-guideIdentify the commit that introduced a regression using git bisect with automated test execution and blame context
- ▌ Regression Report · jmagly-ai-writing-guideGenerate comprehensive regression analysis reports combining bisect, baseline, and metrics data with actionable recommendations
- ▌ Regression Visual · jmagly-ai-writing-guideDetect visual and UI regressions through screenshot comparison and pixel-diff analysis across browsers and viewports
- ▌ Aiwg Delivery Pr · jmagly-ai-writing-guideAIWG-specific delivery pull request workflow; explicit alias for aiwg-pr, not a generic repository PR guide
- ▌ Claims Validator · jmagly-ai-writing-guideValidate documentation for unsupported claims, made-up metrics, and unverifiable statements
- ▌ Config Validator · jmagly-ai-writing-guideValidate AIWG configuration files and project setup for correctness and completeness
- ▌ Context Firewall · jmagly-ai-writing-guideAudit provider-facing context, trust, drift, poisoning signals, and budget, then manage the reviewed baseline through a plan-first public CLI workflow
- ▌ Contribute Start · jmagly-ai-writing-guideInitialize an AIWG contribution workflow by creating a feature branch, configuring DCO, and linking a tracking issue
- ▌ Customize Status · jmagly-ai-writing-guideShow current AIWG customization status — mode, source path, what you've customized vs upstream
- ▌ Git Mirror Audit · jmagly-ai-writing-guideVerify configured secondary git mirrors are present and not drifting from the primary remote/default branch
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- ▌ Steward Quickref · jmagly-ai-writing-guideAUTO-INVOKE for steward feature-domain routing — authoring an expansion (extension/addon/framework), creating or selecting a persona/SOUL identity, or scaffolding a project. Thin discover anchors for the three domains the framework quickrefs don't own.
- ▌ Uninstall Plugin · jmagly-ai-writing-guideRemove a previously installed Claude Code marketplace plugin and unregister it from the local plugin registry
- ▌ Workspace Health · jmagly-ai-writing-guideAssess workspace alignment and recommend cleanup or realignment actions at key lifecycle transition points
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- ▌ Devkit Validate · jmagly-ai-writing-guideValidate addon, framework, or extension structure and manifest
- ▌ Productionize · jmagly-ai-writing-guideProduction readiness review — strip prototype scaffolding, harden code, validate cost model, generate prod/ artifacts
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- ▌ QA Protocol · jmagly-ai-writing-guideRun multi-stage quality assurance on marketing assets with channel-specific validation and approval-ready reports
- ▌ Acquire · jmagly-ai-writing-guide bundleDownload media from discovered sources with format selection and progress tracking
- ▌ Curator Init · jmagly-ai-writing-guideScaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.
- ▌ Induct Media · jmagly-ai-writing-guide bundleInduct acquired audio/video, transcript sidecars, and source metadata from media-curator into research-complete REF artifacts with timestamp citations and storage policy records
- ▌ Radar Report · jmagly-ai-writing-guideAggregate research-corpus radar sidecars into a corpus or per-cluster freshness report — totals, overdue count, per-cluster / per-GRADE / per-trajectory breakdowns, an overdue table, and per-radar rationale snippets. Runs via `aiwg corpus radar-report`.
- ▌ Radar Status · jmagly-ai-writing-guideReport which research-corpus radar sidecars are overdue for refresh. Computes staleness (days since last refresh vs the cadence window) for every radar, sorted most-overdue-first. Runs via `aiwg corpus radar-status`.
- ▌ Sidecar Lint · jmagly-ai-writing-guideLint and repair citation sidecars in a research corpus — structural integrity (missing Outgoing/Incoming sections, missing frontmatter ref/title/type, doubled-append duplicate table headers), zero-edge orphan detection, (see REF doc) author backfill from the analysis citation block, and affiliation-primary canonicalization to PROF-O slugs. Runs via `aiwg corpus sidecar-lint` / `aiwg corpus sidecar-repair`.
- ▌ Source Types · jmagly-ai-writing-guideThe canonical, extensible source-type registry for a research corpus — paper, preprint, blog, repo, book, chapter, standard, doc, discussion, encyclopedia, expert-material, video, audio, podcast, lecture, internal-review. Replaces the drifting type / source_type / "Source Type" vocabularies with one registry that declares per-type template, required sections, citation format, acquisition method, storage, quality rules, and radar cadence. Surfaced via `aiwg corpus source-types`; consumed by the by-source-type index view, per-type induction audit, and acquisition dispatch.
- ▌ Aiwg Update Warp · jmagly-ai-writing-guideUpdate existing project WARP.md with latest AIWG orchestration guidance
- ▌ Decision Support · jmagly-ai-writing-guideFacilitate data-driven technical decisions using weighted decision matrices, trade-off analysis, and ADR generation
- ▌ Provenance Query · jmagly-ai-writing-guideQuery provenance chains to trace artifact derivation and impact
- ▌ Regression Check · jmagly-ai-writing-guideCompare current behavior against baseline to detect regressions
- ▌ Smith Agenticdef · jmagly-ai-writing-guideGenerate or update the agentic environment definition for AgentSmith, SkillSmith, and CommandSmith
- ▌ Verify Citations · jmagly-ai-writing-guideVerify all citations in a document against the research corpus
- ▌ Aiwg MCP Server · jmagly-ai-writing-guideManage the AIWG MCP server — start it, configure clients, and maintain the registered server registry
- ▌ Aiwg Regenerate · jmagly-ai-writing-guide bundleSelect and execute the canonical refresh, existing-project extraction, or legacy AIWG context regeneration branch
- ▌ Commit And Push · jmagly-ai-writing-guideCreate a well-formatted git commit and push to remote repository
- ▌ Customize Setup · jmagly-ai-writing-guideSet up personal AIWG customization mode from a local clone or fork — makes your clone the live global AIWG instance so edits go live immediately