Skill rating

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

Route marketing assets through multi-stakeholder approval chains with status tracking and escalation

Gather and analyze competitive intelligence across channels to surface positioning shifts and market opportunities

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

Review a challenged civic claim and prepare a visible, append-only correction or withdrawal with downstream propagation evidence.

Read-only firewall analysis and effective host exposure reconstruction for Docker published ports, UFW bypass, stale rules, CDN scope, IPv6 asymmetry and external probe allowlists.

Build target system profile via SSH or cloud API enumeration

SHA-256 checksum manifest generation, self-verification, and PREMIS fixity patterns

Project directory path (default current directory)

Validate brand compliance across visual, verbal, and legal dimensions with actionable reports

Project directory path (default current directory)

Project directory path (default current directory)

Project directory path (default current directory)

Project directory path (default current directory)

Aggregate multi-reviewer feedback into consolidated, prioritized, and actionable recommendations

Project directory path (default current directory)

Project directory path (default current directory)

Manage architecture changes with impact analysis, ADR generation, migration planning, and breaking change tracking

Orchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern

Project directory path (default current directory)

Project directory path (default current directory)

Project directory path (default current directory)

Search for research papers across academic databases

Read-only system hardening baseline and plan-first host hardening recommendations for SSH, Docker bind addresses, firewall persistence, datastores, exporters and audit retention.

AWS, Azure, and GCP forensic investigation covering audit logs, IAM review, storage access, network flows, and compute instance forensics

Project directory path (default current directory)

Project directory path (default current directory)

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

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`.

Assess source quality using GRADE methodology

Generate behavioral specifications (Layer 3) from use cases and architecture documents using multi-agent orchestration

Extract, classify, deduplicate, and enrich IOCs from investigation artifacts; map to STIX 2.1 observables

Project directory path (default current directory)

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

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 requir

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

Create and maintain regression test baselines for comparison and drift detection across versioned snapshots

Contribute a user's AIWG customization back upstream as a PR — reviews for general applicability, creates branch, opens PR

Apply Sigma rules against log sources for threat hunting; convert rules to Elasticsearch, Splunk, and grep queries

Analyze collection completeness against canonical discography and generate prioritized gap report

Project directory path (default current directory)

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 corpu

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`.

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`.

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.

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).

Track and analyze regression statistics, trends, hotspots, and health indicators across test suites

Verify bidirectional traceability from requirements to code to tests and identify coverage gaps and orphan artifacts

Enable and explain the reusable human-in-the-loop gates used by persistent agent loops for destructive actions, false-positive overrides, and recovery escalation.

Document missing content in media archives with standardized GAP-NOTE markers that guide acquisition and measure completeness