Skill rating

Produce timestamped transcript sidecars for acquired audio/video with hashes, source metadata, speaker labels when available, and explicit degraded plans when STT tooling is missing

Append a structured event to a consumer's semantic memory log

Generate a human-readable Markdown view from a consumer's JSON Lines event log

Install OpenProse for AIWG when not found. Tries `npx skills add`, falls back to git clone, then saves the resolved path to .aiwg/config.json.

Ingest a source into any consumer's semantic memory by reading the topology contract

Restore the .aiwg/ directory from a migrate-workspace backup, listing available backups when none is specified

AUTO-INVOKE when user mentions ops, runbook, inventory, audit trail, ops repo, sysops, devops, itops, infrastructure operations, fleet management. Ops framework quick reference — capability domains, e

Audit and triage general issue backlogs with read-only defaults, interactive cleanup decisions, and guidance steering; use this for "audit open issues" instead of aiwg-issue

Analyze an authorized saved PCAP or PCAPNG with bounded TShark recipes and produce governed frame and stream evidence. Use for packet troubleshooting, protocol inspection, or optional local Termshark

Audit Rust/Cargo crates for supply-chain exposure: crates.io metadata + checksum verification against Cargo.lock, .crate tarball hash and .cargo_vcs_info.json provenance, previous-vs-patched .crate so

Threat library for physical-access threats STRIDE and OWASP Top 10 miss — evil-maid, DMA, hostile peripheral, travel-host, coercion, cold-boot, side-channel.

Decision aid for runtime secret hygiene — fd passing, scratch surface, error-path safety, identifier hygiene, and avoiding the SECRETS_ENV aggregation anti-pattern.

Audit npm projects for Shai-Hulud-class supply-chain exposure: lifecycle scripts, Git dependency prepare hooks, release-age gaps, publish-token exposure, trusted publishing, signed releases, and verif

Decision aid for supply-chain trust beyond CVE/SBOM — pinning depth, reproducible builds, snapshot pins, firmware locking, and vendor+hash-lock for critical-path deps.

Improve regression detection over time through cross-task pattern recognition, test prioritization, and historical analysis

Generate comprehensive regression analysis reports combining bisect, baseline, and metrics data with actionable recommendations

Analyze large source files and produce decomposition plans, optionally executing refactoring with import updates and test verification

Detect 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

Batch package every AIWG/Codex marketplace wrapper in the workspace into distributable plugin archives — runs package-plugin for all wrappers at once

Manage artifact metadata, versioning, ownership, and review history across the SDLC lifecycle

Launch multiple agents concurrently, collect their results, and handle timeouts for fan-out orchestration patterns

Investigate past AI session activity with cited catalog search, timelines, tool analytics, and bounded comparisons across providers

Verify @file references in AIWG skills and agents against the linking contract — per-file or corpus-wide, with optional auto-fix

Prepare source content for RLM processing by discovering files, chunking each one, and writing a unified searchable manifest

Detect bidi controls, zero-width characters, mixed-script identifiers, and homoglyph risks in source and release metadata

Chain of custody and evidence preservation procedures covering log collection, hash verification, custody documentation, and evidence packaging per RFC 3227

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.

Route any dataset, custom indexing, traceability, provenance, lineage, synchronization, or retirement request through one governed workflow. Use when a user points AIWG at data and wants an outcome wi

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

Scan source code for banned APIs/forbidden functions per project banlist; report violations with paths, line numbers, and recommended replacements

Volatility 3 memory forensics workflows covering acquisition with LiME and WinPmem, and structured analysis using Volatility 3 plugin reference

Research and build a target system profile via SSH — discovers OS, services, users, network baseline, and security stack

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

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

Generate a human-readable manifest for an AIWG skill chain — agent assignments, requires/ensures contracts, data flow, and parallelization opportunities.

Validate an OpenProse program file against Prose contract grammar without executing it — checks frontmatter, contract structure, service references, and strategy syntax

Capture a query answer and file it as a persistent artifact in .aiwg/working/answers/ with promotion guidance to a permanent destination.

Read-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 opti

Locate 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.

AIWG project issue filing only — templates, environment capture, duplicate detection, and import flow for AIWG tracker reports; not for general issue audits or address-issues processing

Promote selected brainstorm material into structured research questions, acquisition targets, REF candidates, gap reports, or synthesis plans.

Retrieve adjacent wiki/research context and produce exploratory synthesis for a brainstorm topic.

Render idea, question, and hypothesis maps from KB graph neighbors and brainstorming notes.

Project directory path (default current directory)

Decision-aid skill for fail-closed vs fail-open behavior. Forces a degraded-mode matrix and rejects "type Y to override" prompts in favor of multi-step ceremonies

Configure and review npm min-release-age controls for JavaScript projects, including 7-day default gates, 10-day high-sensitivity profiles, npm version requirements, and safe override handling.

Project directory path (default current directory)

Synthesize audience data from multiple sources into unified personas, segments, and targeting strategies

Project directory path (default current directory)

Generate executive-ready marketing performance summaries with insights, trends, and prioritized recommendations