jmagly Ops Framework — Quick Reference
This is your always-loaded directory for the AIWG ops-complete framework. It does not list every skill. The framework is small (2 base skills) but extends via sys / it / dev / stream extensions — discovery is how you find the extension surface.
Canonical access pattern: discover → show
When you find a candidate via aiwg discover, fetch its body with aiwg show <type> <name>. Never use find, ls, Glob, or direct Read on <provider>/skills/ paths — those reflect the kernel-pivot deploy state, not the full surface.
aiwg discover "<phrase>" # find — returns ranked candidates
aiwg show skill <name> # fetch — streams the SKILL.md body
If your platform's Skill tool errors on a non-kernel skill (expected — most aren't kernel), the fallback is aiwg show, never filesystem browsing. Last-resort if aiwg itself is broken: read directly from $AIWG_ROOT/agentic/code/... (the canonical corpus, always present).
How to use this quickref
- Identify the capability domain the user's need belongs to
- Pick a curated phrase from that domain (or paraphrase the user's words)
- Run
aiwg discover "<phrase>"and surface the top match to the user
Do not enumerate skills from memory. The extension surface is large and only aiwg list + aiwg discover show what's actually installed.
What this framework is for
Operational infrastructure scaffolding. Provides shared agents, schemas, templates, and rules for runbooks, fleet inventory, capability declarations, playbooks, and operational change. Designed to be extended with one or more of sys / it / dev / stream for domain-specific work.
Capability domains
| Domain | Covers | Where it lives |
|---|---|---|
| Base operations | Audit trails, runbook step verification | ops-complete (always) |
| Per-host / OS | Hardware, OS, boot chains, fleet docs | sys extension |
| IT / CMDB | Asset management, service deployments, DR runbooks | it extension |
| CI/CD | Pipelines, build automation, fleet-wide tooling | dev extension |
| Streaming infra | Transcoders, platform integrations, key safety | stream extension |
Curated discovery phrases
Base operations
aiwg discover "ops audit trail" # → ops-audit-trail
aiwg discover "ops verify" # → ops-verify
Inventory & playbooks (schema-driven, framework-wide)
aiwg discover "ops inventory" # → ops (top-level command + related schemas)
aiwg discover "ops playbook" # → ops (playbook schemas)
Extension-specific (after aiwg use ops --ext <name>)
# After --ext sys
aiwg discover "host profile" # → sys extension skills
aiwg discover "fleet inventory" # → sys extension skills
# After --ext it
aiwg discover "DR runbook" # → it extension skills
aiwg discover "asset provisioning" # → it extension skills
# After --ext dev
aiwg discover "CI builder pattern" # → dev extension skills
aiwg discover "pipeline safety" # → dev extension skills
# After --ext stream
aiwg discover "stream service deployment" # → stream extension skills
aiwg discover "transcoder health" # → stream extension skills
Schemas
ops-complete is schema-driven. Key YAML metalanguage schemas:
OpsInventory— fleet inventory (hosts / services / capabilities)OpsCapability— capability declarations (what the fleet can do)OpsPlaybook— multi-step operational proceduresRunbook— single-task documented proceduresIncidentReport— structured incident write-upsTroubleshootingGuide— symptoms → diagnostics → fixes
When generating ops artifacts, validate against the schema (the framework ships schema files under agentic/code/frameworks/ops-complete/schemas/).
Artifact directory layout
.aiwg/ops/
├── inventory/ # Fleet inventory snapshots
├── runbooks/ # Per-task runbooks
├── playbooks/ # Multi-step procedures
├── incidents/ # Incident reports
├── troubleshooting/ # Diagnostic guides
└── audit/ # Change/action audit trail
Ops ecosystem (cross-workspace)
ops-complete is also part of the broader AIWG ops ecosystem managed via aiwg ops:
aiwg ops init --workspace <name> --ext sys,it,dev # bootstrap workspace
aiwg ops adopt <path> # register a pre-cloned repo
aiwg ops discover <path> --register # auto-find orphaned clones
aiwg ops status / list / use / push # standard lifecycle
When the curated phrases don't fit
aiwg discover "<your need, paraphrased>" --limit 5
If you don't see ops-related results, the user likely needs to install an extension (aiwg use ops --ext sys etc.).
Anti-pattern: don't enumerate
If a user asks "what ops skills are available?", do not list from this skill or memory. Run:
aiwg list # show installed extensions
aiwg discover --type skill "<area>" # find specific skills