research

Plugin research from marketplace aiwg in jmagly/aiwg. Commands read from the repo's manifest — today.

Skills (42)

• 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 #1490 these are rendered natively by `aiwg index build` — this skill points you at it.

• corpus-retrieval-lab

  Benchmark current research-query and direct lexical baselines against experimental vector, BM25, typed concept-graph PPR, and RRF source selection without replacing production retrieval.

• corpus-snapshot

  Generate a corpus snapshot report — computes dimensions, topology, degree distribution, delta from previous. Helps with cluster, chain, and gap analysis sections.

• 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 Results). Plus additive frontmatter backfill

• 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 decide misconduct. Runs via `aiwg corpus int

• 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 #1501 graph-analytics family (centrality / communities /

• 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 documentation/radar/REF-XXX-radar.md. Runs via `aiwg corpus radar-ini

• 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-acquire

  Download research papers and extract metadata

• research-archive

  Package research artifacts for long-term archival

• research-cite

  Format citations and generate bibliographies

• research-discover

  Search for research papers across academic databases

• research-document

  Generate summaries and literature notes from research papers

• research-expand

  Find papers similar to the corpus using seed-based Semantic Scholar recommendations and a ranked candidate queue

• 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-gap

  Analyze gaps in research coverage

• 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-provenance

  Query provenance chains and artifact relationships

• 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.

• research-quality

  Assess source quality using GRADE methodology

• research-query

  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-quickref

  AUTO-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 acquisit

• research-status

  Show research corpus health and statistics

• research-workflow

  Execute multi-stage research workflows

• 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 analysis citation block, and affiliation-

• 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 / source_type / "Source Type" vocabularies with one

• 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 + extraction-status markers; optionally rasterizes a P

Subagents (8)

• Archival Agent

  Package research artifacts following OAIS standards, manage version control, verify integrity, and maintain backups

• Citation Agent

  Format citations in 9,000+ styles, build citation networks, back claims with references, and manage bibliographies

• Discovery Agent

  Search academic databases, rank results by relevance and quality, detect research gaps, and create reproducible search strategies

• Documentation Agent

  Summarize papers using LLM with RAG pattern, extract structured data, grade source quality, and create Zettelkasten-style literature notes

• Provenance Agent

  Track research operations with W3C PROV compliance, maintain lineage graphs, verify integrity, and enable reproducibility

• Quality Agent

  Assess source quality using GRADE framework, validate FAIR compliance, generate quality reports, and enforce quality gates

• Research Acquisition Agent

  Download research papers, extract metadata, validate FAIR compliance, and assign persistent identifiers

• Workflow Agent

  Orchestrate multi-stage research pipelines, manage DAG-based task dependencies, track progress, and handle failures with recovery

Similar plugins