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.
Scanned 9/3/2026
Install to Claude Code
npx -y skills add jmagly/aiwg --skill aiwg-utils-quickref --agent claude-codeInstalls into .claude/skills of the current project.
Are you the author of Aiwg Utils Quickref?
Add the live security badge to your README — it updates automatically with every re-scan.
[](https://www.skillsdirectory.com/skills/jmagly-aiwg-utils-quickref-aiwg)More formats (shields.io, HTML) on the badges page.
---
name: aiwg-utils-quickref
namespace: aiwg
platforms: [all]
kernel: true
description: 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.
triggers:
- "i do not know what AIWG has"
- "translate my goal into AIWG search terms"
- "run two or three aiwg discover searches"
- "capability discovery"
---
# AIWG Core Utilities — Quick Reference
This is your always-loaded core directory for AIWG. It does **not** list every utility skill. Instead, it teaches the cross-cutting domains and gives you **curated search phrases** that map to `aiwg discover` lookups, plus a list of which framework-specific quickrefs are loaded.
## How to use this quickref
Walk the action hierarchy in order. The agent always prefers a **skill** over a raw CLI invocation:
1. **Priority 1 — Local skill or agent**: check if a skill already in your context handles the need (kernel skills listed below, framework quickrefs, deployed agents like `aiwg-steward` / `aiwg-finder`). These cost nothing to invoke.
2. **Priority 2 — Discovered skill**: if no local match, pick a **curated phrase** from a capability domain (or paraphrase the user's words), run `aiwg discover "<phrase>"`, surface the top match, and fetch its body with `aiwg show <type> <name>` — never `find` / `ls` / `Read`.
3. **Priority 3 — Raw CLI**: only when no skill exists at priorities 1 or 2, OR the command is on the discovery surface (`aiwg discover`, `aiwg show`, `aiwg list`, `aiwg version`, `aiwg runtime-info`), OR you are inside a skill that's calling the CLI as its step.
**Do not enumerate skills from memory.** AIWG ships hundreds of skills; you only see the kernel set in your context. See the [`cli-secondary` rule](../../rules/cli-secondary.md) for the full hierarchy and per-command pairings.
## The canonical pipeline: `discover → show`
Most AIWG skills (~460 of 480) are **not in your context** and are not in `<provider>/skills/` either — they stay at `$AIWG_ROOT` (no per-project copy by default, #1217). Two commands close the loop:
```bash
# 1. Find — returns ranked candidates with absolute paths
aiwg discover "<the user's need, paraphrased>"
# 2. Fetch — streams the SKILL.md body for the chosen candidate
aiwg show skill <name> # or: agent | command | rule
```
`discover` and `show` are designed to compose. **You should never need to navigate the filesystem to read AIWG content.** That's the whole point of the CLI.
### When the platform Skill tool errors
Most AIWG skills aren't kernel-listed, so the platform's Skill tool will reject them. This is expected behavior, not a bug. The fallback hierarchy:
1. **`aiwg show <type> <name>`** — primary fetch. Always works regardless of kernel status.
2. **`aiwg show <type> <name> --json`** — same fetch with `{ path, content }` envelope, useful for forwarding to a sub-agent.
3. **Read directly from `$AIWG_ROOT/agentic/code/`** — last-resort fallback. Only if the `aiwg` CLI itself is broken. The corpus at `$AIWG_ROOT/agentic/code/frameworks/<name>/skills/<skill>/SKILL.md` and `$AIWG_ROOT/agentic/code/addons/<name>/skills/<skill>/SKILL.md` is the canonical source — it is always present at the install root and survives any deploy-state corruption.
**Forbidden after `discover` returns a path**: running `find`, `ls`, `Glob`, or `Read` on a `<provider>/skills/` directory. Those reflect the kernel-pivot deploy state, not the full surface. Use `aiwg show`.
This is mandated by the `skill-discovery` HIGH rule. Surface the top match (or top-3) to the user — the search is auditable.
## Framework quickrefs (loaded if framework is installed)
If a user asks about a specific framework's surface, the corresponding quickref is your first stop. These are kernel-resident, so they're already in your context:
- `sdlc-quickref` — software-development-lifecycle workflows
- `forensics-quickref` — incident response and digital forensics
- `research-quickref` — research corpus and citation workflows
- `media-curator-quickref` — media archive management
- `marketing-quickref` — marketing operations and campaigns
- `ops-quickref` — operational infrastructure and runbooks
- `security-engineering-quickref` — applied security and crypto decisions
- `knowledge-base-quickref` — wiki and documentation workflows
If a quickref isn't loaded, the framework isn't installed in this project. Use `aiwg list` to confirm.
## Addons & extensions (separate kernel quickref)
For everything **outside the framework set** — the ~214 skills across 29 addons (loops, voice, memory, color, testing, NLP, etc.) and 7 ops extensions (sys/net/sec/dev/it/stream/api-adapter) — load `aiwg-language-map`. It's also kernel-resident and acts as the orientation layer for the addon/extension surface, with curated discover phrases per capability domain.
```
aiwg-language-map → addon capability domains + extension domains + cheat sheet
```
## Self-maintenance kernel (always loaded)
These ops **skills** are kernel-resident — already in your context regardless of `aiwg discover`. They are your primary surface for self-maintenance. Each skill carries the priming the bare CLI cannot — pre-flight checks, dry-run preview, preservation logic, recovery patterns.
> **Skills first, CLI second.** Each row below shows what the skill is for and the CLI command it calls under the hood. Invoke the skill — let it call the CLI. Direct CLI invocation skips the priming and is acceptable only on the discovery surface (Rule 2 of `cli-secondary`). See [`cli-secondary` rule](../../rules/cli-secondary.md) for the full policy.
| Skill (preferred) | Purpose | CLI it wraps |
|---|---|---|
| `steward` | Provider capability awareness + command routing | (no single CLI — orchestrates several) |
| `aiwg-doctor` | Installation health check + remediation | `aiwg doctor` |
| `aiwg-refresh` | Update CLI + redeploy frameworks with dry-run preview | `aiwg refresh` (alias: `aiwg sync`) |
| `aiwg-regenerate` | Regenerate AIWG.md + AGENTS.md preserving team directives | `aiwg regenerate` |
| `aiwg-status` | Workspace status dashboard | `aiwg status` |
| `aiwg-help` | List CLI commands, args, examples | `aiwg help` |
| `aiwg-issue` | Filing AIWG project issues (template, env, duplicate detection) | (no single CLI) |
| `aiwg-pr` / `aiwg-delivery-pr` | AIWG-specific delivery PRs only (delivery-policy, no-attribution, CI gate); not generic repository PR work | (no single CLI) |
| `use` | Deploy a framework or addon with validation gates | `aiwg use <name>` |
Pair with the `aiwg-steward` agent (always-deployed) for orchestrated repair: health check → refresh → re-doctor.
**Discovery commands stay direct** — `aiwg discover`, `aiwg show`, `aiwg list`, `aiwg version`, `aiwg runtime-info`, status/info subcommands. They have no paired "priming skill" because they ARE the priming entry points.
### Status intent disambiguation
Route these phrases carefully:
| User intent | Use |
|---|---|
| Workspace inventory, installed frameworks, deployed provider files | `aiwg-status` / `aiwg status` |
| Cross-framework project progress, "project-status", "where are we?", "what is next?" | `aiwg discover "project status"` → `aiwg show skill project-status --first` |
| SDLC-specific project health or lifecycle gate status | `aiwg discover "SDLC project health check"` and prefer `project-health-check` or `orchestrate-project` when those rank above generic workspace inventory |
Do not answer `project-status` by running only `aiwg status`; that command reports workspace install/deployment inventory, not project progress.
When a user wants to **file an AIWG product issue or open an AIWG delivery PR**, route them through `aiwg-issue` / `aiwg-pr` (or the explicit alias `aiwg-delivery-pr`) first. These are AIWG-specific kernel skills and reference `steward-prep-delivery` where applicable.
For generic repository PR work, use ordinary repository PR tooling and templates. Examples: "open a PR for this repo" → normal git/Gitea/GitHub PR flow; "open an AIWG delivery PR for this change" → `aiwg-pr`.
`aiwg-*` skills are AIWG-specific product/workspace capabilities. Do not route general tracker processing through `aiwg-issue`: use `issue-audit` / `audit-issues` for backlog audits and `address-issues` for implementation loops.
When a user wants to **start using issues for their own project**, especially local file-system backed issues, route them to the `issue-workflow-guide` agent or discover/show it if it is not already loaded. The guide helps choose local vs external tracker backends, suggests a project-specific issue key prefix, and explains how local issues feed `issue-audit` and `address-issues`. Keep the distinction sharp: `aiwg-issue` files issues against the AIWG product; `issue-workflow-guide` helps users operate project issues.
## Capability domains
| Domain | Covers |
|---|---|
| **Workspace status & health** | Workspace inventory, project status, doctor, version, runtime info |
| **Lookup & query** | Capability discovery, KB query, artifact lookup, AIWG help |
| **Maintenance** | Refresh, deploy, hooks, regenerate context files |
| **Mentions & traceability** | @-mention validation, lint, wiring across files |
| **Activity & provenance** | Activity log, provenance records |
| **Steward & policy** | Provider capability awareness, delivery policy |
## Curated discovery phrases
### Workspace status & health
```bash
aiwg discover "aiwg status" # → aiwg-status
aiwg discover "aiwg doctor" # → aiwg-doctor
aiwg discover "version" # → version
aiwg discover "runtime info" # → runtime-info
aiwg discover "project status" # → project-status (cross-framework project progress; then `aiwg show skill project-status --first`)
aiwg discover "SDLC project health check" # → project-health-check / orchestrate-project
aiwg discover "workspace health" # → workspace-health
```
### Lookup & query
```bash
aiwg discover "<capability phrase>" # itself — discovery is the entry surface
aiwg discover "aiwg help" # → aiwg-help
aiwg discover "search aiwg knowledge base" # → aiwg-kb
aiwg discover "artifact lookup" # → artifact-lookup
aiwg discover "intake wizard" # → intake-wizard
```
### Maintenance
```bash
aiwg discover "aiwg refresh" # → update / refresh
aiwg discover "deploy framework" # → use
aiwg discover "regenerate claude.md" # → aiwg-regenerate-claude
aiwg discover "regenerate AGENTS.md" # → aiwg-regenerate-agents
aiwg discover "hook enable" # → hook-enable
aiwg discover "hook disable" # → hook-disable
aiwg discover "hook status" # → hook-status
```
### Mentions & traceability
```bash
aiwg discover "mention validate" # → mention-validate
aiwg discover "mention lint" # → mention-lint
aiwg discover "mention wire traceability" # → mention-wire
aiwg discover "mention conventions" # → mention-conventions
aiwg discover "mention report" # → mention-report
```
### Activity & provenance
```bash
aiwg discover "activity log" # → activity-log
aiwg discover "create provenance record" # → provenance-create
aiwg discover "auto provenance" # → auto-provenance
```
### Steward & policy
```bash
aiwg discover "aiwg steward" # → steward (agent + policy router)
aiwg discover "delivery policy" # → delivery-policy rule (and related skills)
aiwg discover "start using local issues" # → issue-workflow-guide
aiwg discover "choose issue tracking backend" # → issue-workflow-guide
aiwg discover "project-local customization" # → project-local quickstart / customization docs
```
### Feature domains the steward owns (expansion / persona / project)
Three cross-cutting domains that no framework quickref owns — consult the `steward-quickref` kernel skill, or discover directly:
```bash
aiwg discover "author an expansion" # → scaffold-extension / -addon / -framework
aiwg discover "create a persona" # → soul-create (author a SOUL identity)
aiwg discover "select a persona" # → persona agents (agentic/code/agents/personas/*)
aiwg discover "scaffold a project" # → new-project (+ new-bundle for project-local)
```
### Project-local bundles (pilot → promote)
AIWG supports authoring rules/skills/agents per-project under `.aiwg/{extensions,addons,frameworks}/<name>/`, marketplace wrappers under `.aiwg/plugins/<name>/`, and custom provider selectors under `.aiwg/providers/<name>/`. Pilot here, promote upstream when mature.
```bash
aiwg new-bundle <name> # scaffold; auto-builds project graph
aiwg new-extension <name> --starter rule # extension with a starter rule
aiwg new-provider <name> # provider selector using providerConfig.extends
aiwg new-bundle <name> --dry-run # preview without writing
aiwg list --project-local # inventory + validation
aiwg doctor --project-local # health check (counts, drift, shadows)
aiwg use <name> # deploy a single project-local bundle
aiwg use sdlc --provider <name> # select a project-local provider bundle
aiwg promote <name> # graduate to upstream (hash-verified copy)
aiwg promote <name> --dry-run # preview promotion
```
After scaffolding, the new bundle is immediately discoverable via `aiwg discover "<name>"`. The framework graph and the project graph search by default; no `--graph` flag needed.
## On-disk layout
```
agentic/code/ ← framework + addon source (NOT deployed; read-only reference)
.aiwg/ ← project artifacts (use cases, ADRs, test plans, etc.)
.claude/skills/ ← always-loaded "kernel" skills (this skill is here)
.claude/.aiwg/skills/ ← bulk AIWG skills (index-discoverable, not flat-listed)
.claude/agents/ ← AIWG agents (platform-native)
.claude/commands/ ← Generated command stubs for tab completion
.claude/rules/ ← AIWG rules
```
Same shape on every supported provider — see `docs/discovery-and-kernel-skills.md` for the full per-provider table.
## When to query the index versus answer from kernel
| Situation | Action |
|---|---|
| User asks "what can AIWG do?" generically | Skim the framework quickrefs above; offer the top 3 most-relevant. |
| User asks "find me a skill that does X" | `aiwg discover "X"` — return ranked candidates. |
| User asks "is there a skill for Y?" and it's not in any quickref | `aiwg discover "Y"` — don't say "no" without checking. |
| User asks about a specific framework's catalog | Direct them to that framework's quickref + invite a discover query. |
| User asks for AIWG version / config / status | `aiwg version`, `aiwg-status`, `aiwg doctor`. |
## When the curated phrases don't fit
```bash
aiwg discover "<your need, paraphrased>" --limit 5
```
If the top-3 results all score below ~0.20, the framework genuinely may not have a curated skill. Then improvise — but always check first.
## Anti-patterns
- **Do not enumerate skills from memory.** Query the index.
- **Do not deploy or modify framework source.** Files under `agentic/code/` are read-only references; project work happens in `.aiwg/` and any `src/` directories the project owns.
- **Do not bypass the steward for cross-provider questions.** If the user asks "does this work on Codex?" or "deploy to Cursor", invoke the AIWG Steward — it has the provider-capability matrix you don't.
- **Do not fabricate skill names.** If `aiwg discover` doesn't return a match, the skill genuinely may not exist — say so.
## When you don't know what to do
```bash
aiwg help # full CLI surface
aiwg discover "<your need>" # find the right skill
aiwg-kb "<question>" # conceptual help
```
If still stuck, ask the user — but ask narrowly, with options drawn from the index, not blank.
Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
No comments yet. Be the first to comment!