jmagly/aiwg - Page 5

analyze-artist

Analyze an artist's discography to identify eras, catalog structure, and collection plan

assemble

Assemble media into thematic compilations, concert films, era playlists, and narrative experiences

check-completeness

Analyze collection completeness against canonical discography and generate prioritized gap report

curate

Orchestrate type-flexible media curation from assessment and planning through acquisition, tagging/transcription, provenance, and verification

export

Export media collection to platform-specific formats (Plex, Jellyfin, MPD, mobile, archival)

find-sources

Discover and rank media sources across platforms for an artist or specific content

tag-collection

Apply metadata tags, embed artwork, and organize media files with consistent naming

verify-archive

Verify archive integrity with self-verifying SHA-256 checksums, generate VERIFY.md, and optionally create W3C PROV provenance

data-pipeline

Orchestrate marketing data collection, transformation, aggregation, and reporting workflows across platforms

intake-from-campaign

Scan existing campaign materials, media kit, or marketing assets and generate intake documents by analyzing content, brand elements, and performance data

intake-start-campaign

Validate manually-created campaign intake forms and kick off Strategy phase with agent assignments

marketing-intake-wizard

Generate or complete marketing intake forms (campaign-intake, brand-profile, option-matrix) with interactive questioning and optional guidance

best-practices-audit

Research-grounded validation of a target (file, directory, or topic) against external best practices and vendor docs. Produces a cited, evidence-grounded comparison.

citation-backfill

Rebuild bidirectional citation edges in a research corpus. Scans outgoing citations, computes the inverse map, rewrites incoming tables. Fixes one-directional graphs.

corpus-export

Package corpus subsets as distribution archives. Filter by cluster, topic, REF range, or custom expression; bundles PDFs, analysis, citations, and BibTeX into tar.gz.

corpus-index-build

Render research-corpus markdown index views (by-topic, by-year, authors, citation-network, ...) from corpus state. As of

curator-init

Scaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.

curator-status

Report research-corpus discovery curators (PROF-S) ranked by yield (return-to score = inducted-ref-count × avg GRADE), with revisit-cadence staleness and a discovery-orphan check. Runs via `aiwg corpus curator-status`.

discovery-log

Record 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`.

funder-network

Build the bipartite funder↔paper analytics — per-funder paper/A-grade/mean-grade rollup, mean CD-index + novelty bias, and co-funding clusters. Runs via `aiwg corpus funder-network`.

induct-media

Induct acquired audio/video, transcript sidecars, and source metadata from media-curator into research-complete REF artifacts with timestamp citations and storage policy records

induct-research

Induct research sources (issue, file, directory, or URI) into a research corpus — reads, annotates, and files structured induction tasks. Like address-issues but for research.

induction-audit

Audit research-corpus induction quality — depth bands (stub/compact/good/full/deep), structural integrity (analysis doc + sidecar + PDF, honoring audit-exclude conventions), and per-source-type required sections (a blog isn't flagged for missing Benchmark…

integrity-scan

Triage research-corpus artifacts for LLM residue, placeholder/template markers, unresolved citation markers, non-final experiment language, and submission risks. Per-REF scoring → pass / review / quarantine. Conservative — flags for human review, does not…

profile-communities

Detect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`.

profile-generate

Scaffold compact PROF-P entity profiles for unprofiled hub authors — ranks corpus REFs by citation in-degree, takes each top REF's primary author, skips institutional/group names and already-profiled people. Runs via `aiwg corpus profile-generate`.

profile-graph

Entity-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

profile-metrics

Compute corpus-local influence/centrality metrics — per-paper CD-index + PageRank, and per-PROF-P h-index / mean-CD / mean-PageRank / betweenness / eigenvector + influence grade. Runs via `aiwg corpus profile-metrics`.

profile-status

Report research-corpus entity profiles (PROF-P/O/G/F) past their refresh cadence. Computes staleness via the shared cadence helper, sorted most-overdue-first. Runs via `aiwg corpus profile-status`.

profile-temporal

Compute an entity's publication trajectory — per-year paper counts, topic drift, hot-streak detection (≥3 consecutive A-grade years), and career phase. Runs via `aiwg corpus profile-temporal`.

radar-init

Scaffold radar/freshness sidecars for research-corpus REFs. Pulls title/authors from the citation sidecar and GRADE from the analysis doc, defaults the refresh cadence from GRADE and the cluster from a corpus-local map, and stamps…

radar-report

Aggregate 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

Report 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`.

research-gap-detect

Build the mutual citation graph, find connected components, identify isolated clusters, and optionally search for bridge candidates and file gap issues.

research-lint

Run the research corpus lint ruleset to detect structural and referential integrity issues — orphan notes, missing frontmatter, broken references, missing GRADE assessments.

research-quality-audit

Audit 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.

sidecar-lint

Lint 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…

source-types

The 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 /…

vision-extract

Transcribe scanned page images into per-page + combined Markdown source text for induction, via a provider-neutral vision adapter (codex CLI or a generic command template for Claude/any vision tool). Resumable, with retry + `# Page N` validation +…

aiwg-kb

Search AIWG knowledge base for help, documentation, and troubleshooting