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AgentOps Pre-Reduction Snapshot

Snapshot time: 2026-06-07T06:16:56Z

This records the AgentOps baseline immediately before the lean ao reduction work starts. The reduction itself is planned in REDUCTION.md; this file is the reversible reference point for comparing what was moved, archived, or kept.

Baseline Tag

Tag:

ao-pre-reduction@5b334a13f

Target commit:

5b334a13f20b37405c5ee3d7fba64e66027ae7a2 docs(ao): categorize reduction surface (#811)

Create or verify the tag with:

git tag -l 'ao-pre-reduction@5b334a13f'
git rev-parse 'ao-pre-reduction@5b334a13f^{}'

Compare a future lean image against this baseline with:

git diff 'ao-pre-reduction@5b334a13f'..HEAD -- \
  REDUCTION.md \
  PRE-REDUCTION-SNAPSHOT.md \
  docs/reduction/ao-file-buckets.tsv \
  cli/cmd/ao \
  cli/docs/COMMANDS.md

Inventory

Surface Count
Tracked files 5024
cli/ tracked files 1378
cli/cmd/ao/*.go files 637
skills/**/SKILL.md files 173
skills-codex/**/SKILL.md files 173
cli/embedded/skills/**/SKILL.md files 1
docs/ tracked files 424
scripts/ tracked files 272

The source and Codex skill counts are equal at this baseline. The extra top-level skills/_fixtures directory is a test fixture directory, not a source skill because it does not contain a direct SKILL.md.

Command Surface

Generated command reference:

cli/docs/COMMANDS.md

Baseline command counts:

Command surface Count
Top-level ao commands in generated docs 84
Subcommands in generated docs 201

Top-level commands at the baseline:

ao agent
ao agents
ao anti-patterns
ao autodev
ao badge
ao beads
ao canon
ao capabilities
ao chaos-test
ao ci
ao citation
ao claim
ao close
ao codex
ao compile
ao completion
ao config
ao constraint
ao contradict
ao corpus
ao council-gate
ao cron
ao curate
ao dedup
ao defrag
ao demo
ao doctor
ao eval
ao extract
ao feedback-loop
ao findings
ao flywheel
ao forge
ao gate
ao goals
ao guard-status
ao handoff
ao harness
ao harvest
ao help
ao init
ao inject
ao install-guards
ao knowledge
ao lookup
ao loop
ao maturity
ao mcp
ao memory
ao metrics
ao mind
ao mine
ao next-work
ao notebook
ao operator
ao orchestrate
ao patterns
ao pool
ao provenance
ao quick-start
ao ratchet
ao ready
ao reconcile
ao redact
ao registry
ao retrieval-bench
ao robot-docs
ao rpi
ao scenario
ao scope
ao search
ao seed
ao session
ao sessions
ao skills
ao status
ao tick
ao trace
ao turn
ao validate
ao verdict-gate
ao version
ao vibe-check
ao wiki

Reduction Census

The authoritative per-file reduction census is docs/reduction/ao-file-buckets.tsv. It has one row per current cli/cmd/ao/*.go file.

Bucket Files Meaning
KEEP 450 Belongs in the lean local AO image.
RELOCATE 146 Belongs at the MTO/factory or image-adapter boundary.
ARCHIVE 2 Legacy or deprecated surface to remove from the lean image after callers are migrated.
RESEARCH 39 Ownership unclear; inspect before moving or cutting.
Total 637 Matches the cli/cmd/ao/*.go baseline count.

The archive set is intentionally narrow:

cli/cmd/ao/pool_migrate_legacy.go
cli/cmd/ao/pool_migrate_legacy_test.go

Reproduction Commands

Run from the repository root at the target commit:

git rev-parse HEAD
git ls-files | wc -l
git ls-files cli | wc -l
find cli/cmd/ao -maxdepth 1 -name '*.go' | wc -l
find skills -mindepth 2 -maxdepth 2 -name SKILL.md | wc -l
find skills-codex -mindepth 2 -maxdepth 2 -name SKILL.md | wc -l
git ls-files docs | wc -l
git ls-files scripts | wc -l
rg '^### `ao ' cli/docs/COMMANDS.md | wc -l
rg '^#### `ao ' cli/docs/COMMANDS.md | wc -l
awk -F '\t' 'NR>1 {count[$2]++} END {for (k in count) print k, count[k]}' \
  docs/reduction/ao-file-buckets.tsv | sort
test "$(( $(wc -l < docs/reduction/ao-file-buckets.tsv) - 1 ))" -eq \
  "$(find cli/cmd/ao -maxdepth 1 -name '*.go' | wc -l)"