aiwg

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

Detect requests for iterative autonomous agent loops and route to the appropriate loop executor

Orchestrate multi-loop background operations via the Mission Control dashboard — start sessions, dispatch missions, monitor, and stop

Launch an AIWG Mission — durable, audited dynamic agent orchestration toward a completion criterion. AIWG owns the conductor (activity-log, gates, best-output, checkpoint/resume, cost); native primitives drive worker mechanism. Surfaces as /aiwg-mission in Codex (AIWG-owned, no plugin dependency).

Config-driven release orchestration — reads .aiwg/release.config plus optional .aiwg/releases/<plan-id> sidecars and walks the selected release plan's gates

Update AIWG CLI and redeploy frameworks/tools to current project without leaving the session

Tier-3 steward routing reference lookup for full CLI tables, deploy paths, issue/project-local routing, orchestration routes, diagnostics, and provider capability examples

Tier-3 steward worked examples, report scaffolds, session reload guidance, deploy errata, Hermes composition notes, and AIWG badge helper reference

AUTO-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.

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, extension model, and discovery phrases for runbooks, inventory, audit trail, verification.

Audit an application against Twelve-Factor and modern 12+ Factor criteria with structured evidence, risks, and remediation tasks.

Generate or review application architecture against Twelve-Factor and modern 12+ Factor design criteria.

Address open issues using issue-thread-driven agent loops with 2-way human-AI collaboration

AUTO-INVOKE for ANY AIWG capability question, framework/addon/extension query, steward routing, MCP profile, or when unsure where to start. ALWAYS consult before filesystem search on .claude/.factory/.codex/.warp/etc. AIWG core utilities quick reference — always-on framing, steward, index, meta operations.

Provide provider capability awareness and route commands by answering what the current provider supports natively vs must emulate

AIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefs

Display workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators

Install Claude Code marketplace plugins with registry lookup, download, and local deployment

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

Bundle a single marketplace delivery wrapper into a distributable archive, validating metadata and optionally publishing

List installed Claude Code marketplace plugins with version, install date, and enabled status

Remove a previously installed Claude Code marketplace plugin and unregister it from the local plugin registry

AUTO-INVOKE for ANY AIWG capability question, framework/addon/extension query, steward routing, MCP profile, or when unsure where to start. ALWAYS consult before filesystem search on .claude/.factory/.codex/.warp/etc. AIWG core utilities quick reference — always-on framing, steward, index, meta operations.

Provide provider capability awareness and route commands by answering what the current provider supports natively vs must emulate

Build, query, inspect dependencies, sync Fortemi Core cache, and report status for the searchable index of SDLC artifacts in .aiwg/

Ingest a source (URL, file, or freeform note) into the knowledge base. Creates a source summary and updates or creates relevant entity and concept pages.

AUTO-INVOKE when user mentions knowledge base, wiki, KB, semantic memory, llm-wiki, knowledge ingest, document corpus. Knowledge-base framework quick reference — discovery phrases for KB ingest/health, semantic-memory kernel skills, llm-wiki profiles.

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.

Search and navigate SDLC artifacts by topic, type, phase, or tag using the aiwg index CLI

Build or rebuild the SDLC artifact index for agent-navigable discovery

Capture query synthesis as durable pages in semantic memory

Lint and health-check the knowledge base. Finds orphan pages, missing cross-references, stale claims, broken wiki-links, and regenerates the index.

Synchronize documentation and code with bounded, scope-first drift checks

Synchronize documentation and code with bounded, scope-first drift checks

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

Download media from discovered sources with format selection and progress tracking

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

Regenerate platform context file with preserved team directives

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

AUTO-INVOKE when user mentions media curation, discography, archive, music collection, video/audio collection, source acquisition, metadata tagging, transcript, Plex, Jellyfin, MPD. Media-curator framework quick reference — discovery phrases for collection assessment, source discovery, acquisition, transcription, quality filtering, metadata, archive integrity, and research handoff.