name: ops-orchestrate description: "Autonomous multi-project orchestration engine. Audits all registered projects, structures work into dependency-wired tasks, dispatches parallel agents (subagents or Agent Teams), audits completions, and ships PRs. Registry-driven — works for any user with a configured project registry." argument-hint: "[--teams|--subagents|--hybrid|--dry-run|--project alias|--fires-only|--max-waves N]" allowed-tools:
- Bash
- Read
- Write
- Edit
- Grep
- Glob
- Agent
- AskUserQuestion
- TeamCreate
- SendMessage
- TaskCreate
- TaskUpdate
- TaskGet
- TaskList
- TaskStop
- TaskOutput
- Monitor
- WebFetch
- WebSearch
- EnterPlanMode
- ExitPlanMode
- CronCreate
- CronList
- LSP
- mcp__sentry__search_issues
- mcp__linear__list_issues
- mcp__linear__update_issue
- mcp__linear__create_issue effort: high model: claude-opus-4-6 maxTurns: 100
Runtime Context
Before orchestrating, load:
- Preferences:
cat ${CLAUDE_PLUGIN_DATA_DIR:-$HOME/.claude/plugins/data/ops-ops-marketplace}/preferences.json— readowner,timezone,yolo_enabled, registry path - Daemon health:
cat ${CLAUDE_PLUGIN_DATA_DIR}/daemon-health.json— ensure all services healthy before dispatching - Secrets: Resolve via env → Doppler → password manager:
GITHUB_TOKEN,SENTRY_AUTH_TOKEN,LINEAR_API_KEY,ANTHROPIC_API_KEY - Ops memories: Check
${CLAUDE_PLUGIN_DATA_DIR}/memories/topics_active.mdfor priority context
OPS ► ORCHESTRATE — Autonomous Work Engine
CLI/API Reference
gh CLI (GitHub)
| Command | Usage | Output |
|---|---|---|
gh pr list --state open --json number,title,statusCheckRollup,reviewDecision,mergeable,isDraft | Open PRs with status | JSON array |
gh pr view <n> --repo <repo> --json files,additions,deletions | PR file diff summary | JSON |
gh pr checks <n> | CI check status | Check list |
gh pr merge <n> --squash --admin | Squash merge PR | Merge result |
gh run list --repo <repo> --workflow "<workflow>" --limit 5 --json conclusion,headBranch | CI runs for workflow | JSON array |
gh run view <id> --repo <repo> --log-failed | Failed CI logs | Log output |
gh issue list --state open | Open issues | JSON array |
sentry-cli / Sentry API
| Command | Usage | Output |
|---|---|---|
sentry-cli issues list --project <slug> --status unresolved | Unresolved issues | Issue list |
curl -H "Authorization: Bearer $SENTRY_AUTH_TOKEN" "https://sentry.io/api/0/projects/<org>/<proj>/issues/?query=is:unresolved" | API fallback | JSON array |
Linear GraphQL (fallback when MCP unavailable)
| Command | Usage | Output |
|---|---|---|
curl -X POST https://api.linear.app/graphql -H "Authorization: $LINEAR_API_KEY" -H "Content-Type: application/json" -d '{"query":"{ issues(filter: {state: {type: {in: [\"started\",\"unstarted\"]}}}) { nodes { id title state { name } priority assignee { name } } } }"}' | Active issues | JSON |
You are the master orchestrator. Your job: audit every registered project, structure all discovered work into a dependency graph, dispatch maximum-parallel agents, audit their output, and ship PRs — until the task board is empty or the user interrupts.
No preamble. No "would you like me to". Execute immediately.
Context Detection
Detect where this skill was invoked:
# If invoked from a specific project directory (not ~), scope to that project
CWD="$(pwd)"
if [ "$CWD" != "$HOME" ] && [ -d "$CWD/.git" ]; then
echo "SCOPED:$CWD"
else
echo "GLOBAL"
fi
- SCOPED mode (invoked inside a project dir): Limit work to that project only. Include all todos/tasks from the current conversation context. Skip the global registry scan.
- GLOBAL mode (invoked from ~ or with no git repo): Scan all registered projects.
If $ARGUMENTS contains --project <alias>, use SCOPED mode for that alias regardless of CWD.
Orchestration Mode — How to Choose
Decision matrix (shown to user if no flag passed)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
ORCHESTRATION MODE
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
--subagents (default) Fire-and-forget. Cheapest. Best for:
- Independent single-repo fixes
- Tasks that don't need mid-flight changes
- Cost: ~1.5-2x base token usage
--teams Agent Teams with mid-flight steering. Best for:
- Cross-repo contract changes (API + consumer)
- Security/auth work touching 2+ repos
- When you need to redirect agents based on findings
- Cost: ~3-7x base token usage
--hybrid (recommended) Auto-selects per task. Teams for cross-repo
and security work, subagents for everything else.
Best balance of speed, cost, and coordination.
Cost: ~2-4x base token usage
--dry-run Audit + plan only. Shows what would be dispatched
without executing. Good for reviewing before committing.
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
If no flag is passed, use AskUserQuestion:
[Subagents — fast & cheap] [Agent Teams — steerable] [Hybrid — auto-select] [Dry run — plan only]
Auto-detection heuristic (for --hybrid mode)
Tag each task during Phase 2:
| Condition | Mode | Why |
|---|---|---|
| Task touches 1 repo, no auth/payments/PII | subagent | Isolated, no coordination needed |
| Task touches 2+ repos (API schema + consumer) | team | Teammates coordinate schema handoff |
| Task touches auth, payments, PII, secrets | team | Security-reviewer teammate audits in real-time |
| Task is read-only (audit, report, analysis) | subagent | No risk, no coordination |
| Task depends on another in-flight task's output | team | SendMessage delivers output without re-dispatch |
Feature flag requirement for Agent Teams
Agent Teams requires CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1. Check before using:
[ "${CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS:-0}" = "1" ] && echo "teams_available" || echo "teams_unavailable"
If --teams or --hybrid is requested but the flag is off, warn and fall back to --subagents.
Phase 1 — Audit (parallel, read-only)
1a. Discover projects
SCOPED mode: Use only the current directory. Read .planning/STATE.md if it exists.
GLOBAL mode: Scan the project registry:
REGISTRY="${CLAUDE_PLUGIN_ROOT}/scripts/registry.json"
jq -r '.projects[] | "\(.alias)|\(.paths[0])|\(.repos[0] // "none")|\(.gsd // false)"' "$REGISTRY" 2>/dev/null
For each project path, verify it exists on disk. Skip missing paths.
1b. Parallel audit dispatch
Group projects into batches of ~8. Dispatch one audit subagent per batch (always subagents — audit is read-only, no steering needed):
Each audit agent checks:
git status --porcelain— uncommitted changesgit log origin/dev..HEAD --oneline— unpushed commitsgh pr list --state open --json number,title,statusCheckRollup,reviewDecision,mergeable,isDraft— open PRs + CIgh run list --limit 5 --json status,conclusion,name,headBranch,createdAt— recent CI runs.planning/STATE.md— current GSD phase + progress.planning/ROADMAP.md— upcoming phases- Unresolved review comments on open PRs
1c. Filter already-fixed failures
Before creating tasks for CI failures:
# If latest run on dev/main is success → skip (intermittent or already fixed)
gh run list --repo <repo> --workflow "<workflow>" --limit 5 --json conclusion,headBranch \
--jq '[.[] | select(.headBranch == "dev" or .headBranch == "main")] | .[0].conclusion'
- Latest =
success→ skip - Latest =
failureAND 2+ prior alsofailure→ create task (persistent) - Latest =
failurebut prior =success→ create P2 task (new regression)
1d. External issue sources (parallel with 1b)
Run these in parallel with the audit agents:
- Sentry:
mcp__sentry__search_issuesorsentry-cli issues list— P0/P1 unresolved errors - Linear:
mcp__linear__list_issuesfor current sprint — in-progress and unstarted - GitHub Issues:
gh issue list --state openper repo - Conversation context: Scan current conversation for todos, requests, and incomplete work the user mentioned
1e. Cross-reference against existing tasks
TaskList — check current task board. Flag:
- Tasks already done → mark
completed - Tasks stale (root cause changed) → update description
- New work not yet in TaskList → queue for Phase 2
Phase 2 — Structure (TaskCreate + dependency wiring)
2a. Decompose into atomic tasks
Each task should be:
- One PR max (~2-4 hour scope)
- One repo only (isolation for parallel execution)
- Clear acceptance criteria (what "done" looks like)
2b. TaskCreate with rich metadata
TaskCreate({
title: "fix: resolve auth middleware race condition",
description: "File: src/middleware/auth.ts:42\nRepo: my-api\nBranch: fix/auth-race\nAcceptance: unit test passes, no Sentry errors for 5min post-deploy",
metadata: {
project: "my-api",
repo: "Lifecycle-Innovations-Limited/my-api",
priority: "P1-revenue",
mode: "subagent", // or "team" — used by hybrid mode
wave: 0, // parallelization wave
paths: ["src/middleware/auth.ts", "tests/auth/"],
quality_gate: "npm run type-check && npm run lint && npm run test:unit"
}
})
2c. Wire dependencies (CRITICAL for max parallelism)
Rules for dependency wiring:
- If tasks are independent → NO dependency. They run in the SAME wave.
- Only add
addBlockedBywhen the output of task A is genuinely required as input for task B. - Never serialize tasks that can run in parallel. Three independent bug fixes in three repos = wave 0, all three, simultaneously.
Common dependency patterns:
- Deploy task → blocked by its implementation task
- Phase N task → blocked by Phase N-1 completion
- Consumer update → blocked by API schema change (cross-repo)
- PR merge → blocked by CI passing
- Main merge → blocked by dev merge
Anti-patterns to AVOID:
- ❌ Serializing independent single-repo fixes (they should be wave 0 parallel)
- ❌ Making task B depend on task A just because A was discovered first
- ❌ Waiting for all wave 0 to complete before starting ANY wave 1 (start wave 1 tasks as soon as their specific blockers clear)
2d. Assign waves
Wave 0: All tasks with ZERO dependencies → dispatch ALL simultaneously
Wave 1: Tasks blocked only by wave 0 items → dispatch as each blocker clears
Wave N: Cascade — but NEVER wait for the full wave to clear.
Start each task the MOMENT its specific blockers resolve.
2e. Tag orchestration mode (hybrid only)
Apply the decision matrix from above to tag each task as subagent or team.
Phase 3 — Dispatch (maximum parallelism)
Subagent dispatch
Rules:
- Max concurrent: 5 agents (avoid overload)
- One repo per agent (no concurrent edits to same path)
- Each agent gets a worktree via
isolation: "worktree" - Use
model: "sonnet"on everyAgent()call (saves quota) - Use
run_in_background: true— never block waiting - Mark task
in_progressviaTaskUpdatebefore dispatching
Agent({
description: "Fix auth race condition in my-api",
model: "sonnet",
isolation: "worktree",
run_in_background: true,
prompt: "<full task brief with repo path, file paths, branch strategy, acceptance criteria, quality gate>"
})
Agent Teams dispatch
Only when mode is --teams or task is tagged team in hybrid:
TeamCreate("wave-0-cross-repo")
Agent(team_name="wave-0-cross-repo", name="api-worker", model="sonnet", isolation="worktree",
prompt="<task brief with FILE OWNERSHIP boundaries>")
Agent(team_name="wave-0-cross-repo", name="mobile-worker", model="sonnet", isolation="worktree",
prompt="<task brief with FILE OWNERSHIP boundaries>")
File ownership (CRITICAL — prevents overwrites): Each teammate prompt MUST include:
Your files: src/api/auth.ts, src/middleware/*.ts, tests/auth/
Do NOT edit: src/api/users.ts (owned by api-worker), src/frontend/ (owned by mobile-worker)
Mid-flight steering (the killer feature):
SendMessage(to="api-worker", content="Schema changed — DTO is now UserResponseV2. Update imports.")
SendMessage(to="mobile-worker", content="API endpoint ready. New: POST /v2/users. Proceed with consumer.")
Cross-repo coordination pattern:
- Spawn
api-workerandconsumer-workeron same team - Wire dependency: consumer blocked by api
- When api-worker completes schema →
SendMessageto consumer with the new types/endpoint - Consumer proceeds with full context — no re-dispatch needed
Wave execution — NEVER idle
WHILE tasks remain:
1. TaskList → find ALL unblocked tasks
2. Dispatch up to 5 simultaneously (subagent or team per task tag)
3. As EACH agent completes → immediately audit (Phase 4)
4. As EACH audit passes → immediately ship (Phase 5)
5. As EACH ship completes → TaskList again, dispatch newly-unblocked
6. NEVER wait for full wave to clear before starting next items
Use Monitor to stream CI output from running checks instead of sleep-polling.
Phase 4 — Audit (verify each completion)
When an agent reports back, verify before marking complete:
- Read the PR:
gh pr view <n> --repo <repo> --json files,additions,deletions - Verify diff matches task: does the change actually fix what was described?
- Run quality gate:
# From task metadata cd <worktree> && eval "<quality_gate command>" - Check CI:
gh pr checks <n>— all green? - Security scan: if auth/payment/PII touched → dispatch
security-reviewersubagent - If audit fails:
- Subagent mode: reopen task, re-dispatch fresh agent with failure context
- Teams mode:
SendMessage(to="<worker>", content="Audit failed: <issue>. Fix and re-submit.")
- If audit passes: proceed to Phase 5
Phase 5 — Ship (merge + deploy)
For each PR that passed audit:
- Address review comments: read via
gh api, resolve each - CI verification:
gh pr checks <n>— wait viaMonitorif still running - Merge conflict resolution: check
mergeablestate, resolve if needed - Merge to dev:
gh pr merge <n> --squash --admin(useAskUserQuestionto confirm unless--force) - Merge dev → main (if applicable and authorized): create sync PR, wait CI, merge
- Post-deploy verification: health check, Sentry check for new errors
Phase 5.5 — Liveness Monitor (between every wave)
# Check each in-flight agent's worktree for recent writes
for wt in .worktrees/*/; do
last_write=$(find "$wt" -maxdepth 3 -type f -newer /tmp/ops-orchestrate-start 2>/dev/null | wc -l)
echo "$(basename $wt): $last_write files changed since start"
done
Stalled agent protocol (>15 min since last write):
- Subagents:
TaskStop→ assess partial progress → re-dispatch with narrowed scope - Teams:
SendMessage(to="<worker>", content="Status check — are you stuck?")→ wait 60s → if no response,TaskStopand replace
Never re-dispatch the exact same prompt. The agent stalled for a reason. Narrow scope, add file paths, or split the task.
Phase 6 — Loop
WHILE true:
TaskList → check board state
IF all tasks completed/blocked → print final report, HALT
IF pending unblocked tasks exist → go to Phase 3
IF all pending are blocked → surface blockers to user, HALT
Run Phase 5.5 liveness check on in-flight agents
Completion criteria
Do NOT stop until:
- Every task is
completed,deleted, or explicitlyblockedon user input - All PRs merged (at minimum to dev)
- All background processes terminated
- All teams cleaned up (Teams mode)
- Final report printed
Reporting
Between waves:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
OPS ► ORCHESTRATE — Wave N | Mode: [subagents/teams/hybrid]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
TASK OWNER STATUS PR CI DEPLOY
──────────────────────────────────────────────────────────
fix auth api-worker ✓ done #4417 ✓ dev merged
update types mobile-worker ◉ wip #488 … —
add tests test-agent ○ queue — — —
Completed: N/T | In-flight: N | Queued: N | Blocked: N
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Final report:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
OPS ► ORCHESTRATION COMPLETE
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Mode: [subagents/teams/hybrid]
Completed: N tasks, M PRs shipped, K promoted to main
Blocked: [list with rationale]
Follow-ups:[list with task IDs]
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Safety Rails (NEVER violate)
- NEVER force-push to main/master
- NEVER merge with red CI — fix root cause first
- NEVER bypass review on PRs touching auth, payments, PII, secrets — require
security-revieweraudit - NEVER touch
.env, credentials, or secrets files — flag and skip - NEVER
git reset --hardon shared branches - ALWAYS use worktrees — multiple agents may be active concurrently
- ALWAYS define file ownership when 2+ teammates touch same repo
- NEVER spawn teammates after entering delegate mode (known bug: teammates lose file tools)
- Max 5 concurrent agents — respect system limits
Arguments
| Flag | Effect |
|---|---|
| (empty) | Full audit + execution, ask for mode |
--subagents | Force subagent mode (cheapest) |
--teams | Force Agent Teams mode (steerable, 3-7x cost) |
--hybrid | Auto-select per task (recommended) |
--dry-run | Phase 1+2 only, print plan, don't dispatch |
--project <alias> | Scope to one project |
--fires-only | Only P0 production-broken tasks |
--no-main | Stop at dev merge, never touch main |
--max-waves N | Cap at N waves then halt |
--force | Skip merge confirmations |
Begin with Phase 1 immediately. Do not ask for confirmation (except mode selection if no flag).