jmagly AIWG Language Map — Addons + Extensions
This is your always-loaded directory for the AIWG addon and extension surface. It's the orientation layer for the ~270 skills that live outside the 8 frameworks. Frameworks have their own per-framework quickrefs (sdlc-quickref, forensics-quickref, etc.); this map covers everything else: addons (utilities, loops, voice, testing, etc.) and ops extensions (sys/net/sec/dev/it/stream).
How to use this map
- Identify which capability domain below the user's need belongs to
- Pick a curated phrase from that domain
- Run
aiwg discover "<phrase>"and surface the top match (or top-3) to the user - Fetch the body with
aiwg show skill <name>— neverfind/ls/Readon storage paths
If a phrase doesn't fit the user's exact need, paraphrase. aiwg discover is forgiving with natural language.
The discover→show pattern is mandatory. See aiwg-utils-quickref for the canonical pipeline and skill-discovery HIGH rule for enforcement.
Map layout
The map has two sections:
- Addon capability domains — user-need clusters (memory, loops, voice, etc.) routed to addons
- Extension domains — operational scopes (sys, net, sec, etc.) for
ops-complete
Each section opens with an explicit aiwg discover "<phrase>" example. Table rows underneath show bare phrases — pass them straight to aiwg discover (the verb is implied by the section header). Phrases have been verified against the index; each surfaces the listed bundle in the top results.
Addon capability domains
Loops & iteration
When the user needs an iterative coding loop, recursive context decomposition, eval gates, or guided autonomous implementation.
Example: aiwg discover "ralph loop". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| Iterative AI coding loop (Ralph) | ralph loop |
agent-loop |
| Loop status / abort / resume / attach | ralph attach (or ralph abort / ralph resume / ralph status) |
agent-loop |
| External crash-resilient loop variant | ralph external loop |
agent-loop |
| Recursive decomposition of a huge corpus | rlm query |
rlm |
| RLM batch processing with parallel sub-agents | rlm batch fan-out |
rlm |
| Bounded autonomous issue-to-code | guided implementation |
guided-implementation |
| Inner generator/critic eval loop in a pipeline | eval loop |
nlp-prod |
| KAMI-based agent quality eval framework | agent quality eval |
aiwg-evals |
Memory & state
When the user needs persistent agent memory, semantic ingestion, or context curation.
Example: aiwg discover "memory ingest". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| Semantic memory ingest | memory ingest |
semantic-memory |
| Lint memory entries | semantic memory lint |
semantic-memory |
| Capture / query memory | memory query |
semantic-memory |
| Filter context to remove distractors | filter distractors from context |
context-curator |
Bundles
auto-memoryandllm-wikiship as templates / topology only — they have no indexable skills today. For project-local memory bootstrapping, useaiwg-utils(auto memory templateslives there). Thellm-wikitopology is consumed by the knowledge-base framework — seeknowledge-base-quickref.
Voice & writing quality
When the user is producing or reviewing prose and needs voice consistency, AI-pattern detection, or related text quality work.
Example: aiwg discover "apply voice profile". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| Apply a voice profile to existing content | apply voice profile |
voice-framework |
| Create a new voice profile | create voice profile |
voice-framework |
| Blend two voices | blend voice profiles |
voice-framework |
| Analyze content's current voice | analyze voice |
voice-framework |
| Detect AI-pattern artifacts in writing | ai pattern detection |
writing-quality |
| Improve output diversity (verbalized sampling) | verbalized sampling |
verbalized-sampling |
NLP & inference pipelines
When the user is building or optimizing LLM inference systems.
Example: aiwg discover "pipeline architect". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| LLM inference pipeline architecture | pipeline architect |
nlp-prod |
| Pipeline pattern selection | pipeline pattern |
nlp-prod |
| Cost optimizer for LLM workloads | llm cost optimizer |
nlp-prod |
| Eval-loop generator/critic | eval loop |
nlp-prod |
| Productionize an inference pipeline | pipeline productionize |
nlp-prod |
| Prompt engineering | prompt engineer |
nlp-prod |
Documentation intelligence
When the user is scraping, extracting, or analyzing documentation as a corpus.
Example: aiwg discover "doc analyst". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| Coordinate doc analysis (master orchestrator) | doc analyst |
doc-intelligence |
| Scrape documentation sites | doc scraper |
doc-intelligence |
| Extract from PDFs | pdf extractor |
doc-intelligence |
| Run an OpenProse program | prose run |
prose-integration |
| Validate / parse a Prose program | prose validate |
prose-integration |
Testing & quality
When the user needs test enforcement, UAT, or quality automation.
Example: aiwg discover "tdd enforce". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| TDD enforcement / test gates | tdd enforce |
testing-quality |
| Mutation testing analyst | mutation analyst |
sdlc-complete (agent) |
| Mutation test runner | mutation test |
testing-quality |
| UAT plan generation via MCP | uat plan |
uat-mcp |
| UAT execution via MCP | uat execute |
uat-mcp |
Skill / extension authoring
When the user is building new AIWG content (skills, addons, framework changes).
Example: aiwg discover "skill architect". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| End-to-end skill creation orchestrator | skill architect |
skill-factory |
| Build a skill | skill builder |
skill-factory |
| Enhance / validate / package a skill | skill packager |
skill-factory |
| Validate an AIWG addon | validate addon |
aiwg-dev |
| Validate a framework component | validate component |
aiwg-dev |
| AIWG devkit build helpers | devkit build |
aiwg-dev |
| Link-check across docs | link check |
aiwg-dev |
Color & UX
When the user needs color theory or palette tooling.
Example: aiwg discover "color palette". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| Generate or review a color palette | color palette |
color-palette |
| Color theory fundamentals reference | color theory |
color-palette |
| Accessibility / contrast review | color accessibility |
color-palette |
Daemon & background work
When the user needs persistent sessions or background orchestration.
Example: aiwg discover "daemon init". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| Concierge daemon entry / init | daemon init |
aiwg-utils |
| Concierge agent (front-of-house) | concierge daemon |
daemon |
| Mission Control (background mission orchestrator) | mc dispatch |
agent-loop |
| Star-prompt for repo recommendations | star prompt |
star-prompt |
Setup & installer
When the user is bootstrapping a project or installing AIWG itself.
Example: aiwg discover "setup manifest generate". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| Generate a reproducible installer manifest | setup manifest generate |
agentic-installer |
| Validate / run a setup manifest | setup manifest validate run |
agentic-installer |
Hooks & integration
When the user needs platform-level lifecycle hooks, HITL gates, or external bridges.
Example: aiwg discover "hitl patterns". Phrases below pass straight to aiwg discover.
| Need | Phrase | Bundle |
|---|---|---|
| HITL gate patterns (rule) | hitl patterns |
sdlc-complete (rule) |
| HITL gates (rule, ensemble review) | hitl gates |
sdlc-complete (rule) |
| Factory AI compat agent | factory compat |
sdlc-complete (agent) |
The
aiwg-hooks,agent-persistence, anddroid-bridgeaddons ship templates / rules / MCP servers without indexable skills. Their content lives in.claude/hooks/(Claude Code lifecycle hooks), in HITL rules under sdlc-complete, and as a separate MCP server respectively. Use the curated phrases above to surface the rules; the hook scripts themselves are accessible via theaiwg-hooksaddon README.
Core meta-utilities
For everything else AIWG-internal — context regeneration, workspace management, index/query, validation, and project-status surfaces — see aiwg-utils-quickref. It's already loaded; this map points back at it.
Extension domains (ops-complete)
Operational extensions live under agentic/code/extensions/<domain>/ and extend ops-complete. They carry both skills AND rules. The framework-level ops-quickref lists the high-level extension model; this section gives you direct phrases.
Each block opens with one explicit aiwg discover example; remaining phrases are bare — pass straight to aiwg discover.
sys — per-host operations
Hardware, OS, boot chains, fleet host documentation, immutable bases, hardware safety procedures.
aiwg discover "sys host profile" # → sys-host-profiler agent (1.00)
sys host audit # → sys-host-audit skill
luks tpm dual phase # → sec-luks-dual-phase rule (sys+sec border)
sys host independence # → sys-host-independence rule
net — network operations
VLANs, DNS, firewalls, Cloudflare tunnels, UniFi config, network state authority, cert expiry gates, tunnel safety.
aiwg discover "vlan audit" # → net-vlan-audit (1.00)
net dns check # → net-dns-check skill
net change blast radius # → net-change-blast-radius rule
tunnel safety # → net-tunnel-safety rule
net state authority # → net-state-authority rule
sec — security operations
PKI, LUKS, TPM2, YubiKey, SSH CA, access auditing, cert expiry gates, key material handling.
aiwg discover "sec cert scan" # → sec-cert-scan
sec access snapshot # → sec-access-snapshot
sec access audit frequency # → sec-access-audit-frequency rule
sec cert expiry gate # → sec-cert-expiry-gates rule
key material handling # → sec-key-material-handling rule
sec luks dual phase # → sec-luks-dual-phase rule
dev — CI/CD and build automation
Pipeline safety, idempotent builds, secret hygiene, self-contained CI builders.
aiwg discover "pipeline safety ci" # → dev-pipeline-safety rule
idempotent build # → dev-idempotent-builds rule
ci secret hygiene # → dev-secret-hygiene rule
self contained ci builder # → dev-ci-self-contained rule
it — IT ops, CMDB, asset management
Asset registry, service deployments, disaster recovery, change control, asset authority, DR validation.
aiwg discover "it asset sync" # → it-asset-sync skill (0.81)
it asset authority # → it-asset-authority rule
it service health # → it-service-health rule
it dr validation # → it-dr-validation rule
it change control # → it-change-control rule
stream — streaming media operations
Transcoders, restreaming, platform integrations, stream pipeline gates.
aiwg discover "stream deploy" # → stream-deploy skill
stream pipeline gates # → stream-pipeline-gates rule
stream safety # → stream-safety rule
api-adapter — external API integrations
Reserved for external API adapter scaffolding. Currently a placeholder bundle with no skills or rules; phrases will appear as adapters are added.
Categories at a glance (cheat sheet)
When you don't know which domain a need falls into:
| If the user mentions... | Look in... |
|---|---|
| "loop", "iterate", "ralph", "recursive", "decompose huge file" | Loops & iteration |
| "remember", "memory", "context", "wiki", "ingest" | Memory & state |
| "voice", "writing style", "AI pattern", "diversity", "samples" | Voice & writing quality |
| "inference", "pipeline cost", "model selection" | NLP & inference pipelines |
| "documentation scrape", "extract from PDF", "Prose program" | Documentation intelligence |
| "test enforcement", "TDD", "UAT", "MCP test" | Testing & quality |
| "build a skill", "scaffold addon", "framework dev" | Skill / extension authoring |
| "color", "palette", "contrast", "WCAG" | Color & UX |
| "daemon", "background mission", "mission control" | Daemon & background work |
| "installer", "setup manifest", "bootstrap" | Setup & installer |
| "hooks", "permissions", "session", "droid", "HITL" | Hooks & integration |
| "host", "BIOS", "boot chain", "OS install" | Extensions / sys |
| "VLAN", "DNS", "firewall", "tunnel" | Extensions / net |
| "cert", "LUKS", "YubiKey", "PKI", "access audit" | Extensions / sec |
| "CI", "pipeline", "build", "secret in workflow" | Extensions / dev |
| "CMDB", "asset", "DR", "service deploy", "change control" | Extensions / it |
| "transcoder", "restream", "live broadcast" | Extensions / stream |
When this map doesn't have a phrase that fits
Don't enumerate from memory. Run aiwg discover with the user's natural-language phrasing — the index is forgiving. If you get zero results, try:
- A broader phrase (e.g., drop a noun)
- A different vocabulary (e.g., "deploy" vs "publish" vs "release")
aiwg index stats --graph frameworkto confirm the index is built and populated- Check whether the bundle is even installed via
aiwg list
If after that the capability genuinely doesn't exist, you can tell the user honestly — but only after the search ran and came up empty. The skill-discovery HIGH rule mandates the search before declining.
See also
aiwg-utils-quickref— core meta-utility surface and the canonical discover→show pipeline- Per-framework quickrefs:
sdlc-quickref,forensics-quickref,research-quickref,media-curator-quickref,marketing-quickref,ops-quickref,security-engineering-quickref,knowledge-base-quickref skill-discoveryHIGH rule — discovery is mandatory before declining or improvising