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# Machine-readable pattern registry for loop-engineering

# Used by loop-audit, loop-cost, docs site, and tooling.

patterns:

- id: pr-babysitter

name: PR Babysitter

file: pr-babysitter.md

goal: Shepherd PRs through review, CI, rebase, and merge

cadence: 5m-15m

risk: medium

tools: [grok, claude-code, codex, openclaw, opencode, github-actions]

skills: [pr-review-triage, minimal-fix, rebase-and-clean]

state: pr-babysitter-state.md

phases: [discover, triage, fix, verify, notify]

human_gates: [security, payments, auth, max-fix-attempts]

starter: starters/pr-babysitter

week_one_mode: L1

token_cost: high

cost:

tokens_noop: 3000

tokens_report: 80000

tokens_action: 250000

stable_fraction: 0.35

suggested_daily_cap: 2000000

early_exit_required: true

- id: daily-triage

name: Daily Triage

file: daily-triage.md

goal: Prioritized morning scan of CI, issues, commits, and chat

cadence: 1d-2h

risk: low

tools: [grok, claude-code, codex, openclaw, opencode, github-actions]

skills: [loop-triage, minimal-fix]

state: STATE.md

phases: [report, act-small-wins, escalate]

human_gates: [design-decisions, multi-file-refactors]

starter: starters/minimal-loop

week_one_mode: L1

token_cost: low

cost:

tokens_noop: 5000

tokens_report: 50000

tokens_action: 200000

stable_fraction: 0.35

suggested_daily_cap: 100000

early_exit_required: false

- id: ci-sweeper

name: CI Sweeper

file: ci-sweeper.md

goal: React to failing CI with minimal fixes and escalation

cadence: 5m-15m

risk: medium

tools: [grok, claude-code, codex, openclaw, opencode, github-actions, windsurf]

skills: [ci-triage, minimal-fix]

state: ci-sweeper-state.md

phases: [detect, classify, fix, verify, escalate]

human_gates: [infra-failures, max-attempts, security-tests]

starter: starters/ci-sweeper

week_one_mode: L2

token_cost: very-high

cost:

tokens_noop: 5000

tokens_report: 50000

tokens_action: 200000

stable_fraction: 0.35

suggested_daily_cap: 1000000

early_exit_required: true

- id: post-merge-cleanup

name: Post-Merge Cleanup

file: post-merge-cleanup.md

goal: Follow-up tech debt and cleanup after merges to main

cadence: 1d-6h

risk: low

tools: [grok, claude-code, codex, openclaw, opencode, github-actions]

skills: [post-merge-scan, minimal-fix]

state: post-merge-state.md

phases: [scan-merges, prioritize, fix-small, ticket-large]

human_gates: [architectural-debt, feature-flags, large-diffs]

starter: starters/post-merge-cleanup

week_one_mode: L1

token_cost: low

cost:

tokens_noop: 5000

tokens_report: 40000

tokens_action: 150000

stable_fraction: 0.35

suggested_daily_cap: 200000

early_exit_required: false

- id: dependency-sweeper

name: Dependency Sweeper

file: dependency-sweeper.md

goal: Discover, safely apply, and verify dependency + vulnerability updates with human gates on risky changes

cadence: 6h-1d

risk: medium

tools: [grok, claude-code, codex, openclaw, opencode, github-actions, windsurf]

skills: [dependency-triage, minimal-fix, loop-verifier]

state: dependency-sweeper-state.md

phases: [scan, triage-risk, patch-safe, verify-worktree, escalate-risky]

human_gates: [major-bumps, high-sev-cve, denylisted-packages, max-attempts]

starter: starters/dependency-sweeper

week_one_mode: L2

token_cost: medium

cost:

tokens_noop: 5000

tokens_report: 60000

tokens_action: 300000

stable_fraction: 0.35

suggested_daily_cap: 500000

early_exit_required: true

- id: changelog-drafter

name: Changelog Drafter

file: changelog-drafter.md

goal: Scan merged PRs and commits, draft categorized high-quality release notes or CHANGELOG entries for human review

cadence: 1d

risk: low

tools: [grok, claude-code, codex, openclaw, opencode, github-actions]

skills: [changelog-scan, draft-release-notes, loop-verifier]

state: changelog-drafter-state.md

phases: [scan-merges, categorize, draft, review, publish]

human_gates: [breaking-changes, security, major-features, marketing-sensitive]

starter: starters/changelog-drafter

week_one_mode: L1

token_cost: low

cost:

tokens_noop: 5000

tokens_report: 35000

tokens_action: 80000

stable_fraction: 0.35

suggested_daily_cap: 100000

early_exit_required: false

- id: issue-triage

name: Issue Triage

file: issue-triage.md

goal: Discover, deduplicate, prioritize and label incoming issues/discussions so the team always has a clean actionable queue. Excellent low-risk companion to Daily Triage.

cadence: 2h-1d

risk: low

tools: [grok, claude-code, codex, openclaw, opencode, github-actions, windsurf]

skills: [issue-triage, loop-verifier]

state: issue-triage-state.md

phases: [discover, dedupe, score, propose-labels, human-review]

human_gates: [security, p0-p1, ambiguous-duplicates, stale-closures]

starter: starters/issue-triage

week_one_mode: L1

token_cost: low

cost:

tokens_noop: 3000

tokens_report: 30000

tokens_action: 60000

stable_fraction: 0.35

suggested_daily_cap: 80000

early_exit_required: false

- id: thin-loop

name: Thin Loop

file: thin-loop.md

goal: Report-only GitHub Action snapshot; the issue tracker is the state

cadence: 1d

risk: low

tools: [github-actions, grok, claude-code, codex, opencode]

skills: [loop-triage]

state: STATE.md

phases: [snapshot, summarize, optional-comment]

human_gates: [all-writes]

starter: starters/thin-loop

week_one_mode: L1

token_cost: low

cost:

tokens_noop: 1000

tokens_report: 5000

tokens_action: 1000

stable_fraction: 0.9

suggested_daily_cap: 20000

early_exit_required: true