minion-orchestrator
Unified Minions skill for both deterministic shell jobs and LLM subagent orchestration.
Skill by weareturnone
Chalk Labs
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About
Use cases: ml, agent-building
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What's inside
- Skill name
minion-orchestrator- Description
- Unified Minions skill for both deterministic shell jobs and LLM subagent orchestration. Replaces the older `gbrain-jobs` routing intent. Use when: submitting gbrain jobs, shell/background tasks, spawning subagents, checking progress, steering running work, pausing/resuming, parallel fan-out. One durable, observable, steerable queue interface.
- License
- MIT
- Instructions
- 260 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Minion Orchestrator
## Contract
Minions is a Postgres-native job queue for durable, observable background work.
This single skill handles two lanes:
- Deterministic shell jobs (`gbrain jobs submit shell ...`)
- LLM subagent jobs (`gbrain agent run ...`)
When to route to Minions: durable, observable work that must survive restarts,
fan out across many parallel tasks, or persist across sessions. Routing policy
is defined in `skills/conventions/subagent-routing.md` — the project default is
`pain_triggered` (native subagents first, Minions after specific pain signals
fire); Mode A (all-through-Minions) is opt-in.
Guarantees:
- Jobs survive gateway restart (Postgres-backed)
- Every job has structured progress, token accounting, and session transcripts
- Running agents can be steered mid-flight via inbox messages
- Jobs can be paused, resumed, or cancelled at any time
- Parent-child DAGs with configurable failure policies
## Route the Request: Shell Job vs Subagent
| Condition | Action |
|---|---|
| User asks for deterministic command/script run | Shell job (CLI: `gbrain jobs submit shell ...`) |
| User asks to "run in minions" + explicit command/argv | Shell job (CLI, `--params` with `cmd` or `argv`) |
| User asks for research/reasoning/iterative agent | Subagent job (CLI: `gbrain agent run`) |
| User asks to steer/pause/resume an agent | Subagent job lifecycle tools (MCP-callable) |
| Single simple operation under ~30s | Consider inline execution first |
| Needs restart durability/observability | Submit as Minion job |
| Parallel work (2+ streams) | `gbrain agent run --fanout-manifest` or parent + child subagents |
If intent is ambiguous, ask one clarification:
"Do you want a deterministic shell command job, or an LLM agent job?"
## Shell Jobs (Deterministic Scripts)
Use for reproducible command execution, ETL steps, cron work, and scriptable
tasks where no LLM reasoning loop is needed.
### Preconditions (read before submitting your first shell job)
- **`GBRAIN_ALLOW_SHELL_JOBS=1` must be set on the worker environment.**
Without it, the shell handler refuses to register and submissions sit in
`waiting` silently. Gate lives in `src/core/minions/handlers/shell.ts`.
- **Security:** flipping `GBRAIN_ALLOW_SHELL_JOBS=1` authorizes arbitrary
command execution on the worker. On a shared queue, this is a remote code
execution surface. Treat as privileged infrastructure authorization.
- **Execution mode — pick one:**
- **Postgres + daemon:** `gbrain jobs work` runs a persistent worker that
claims and executes jobs from the queue.
- **PGLite + --follow:** `gbrain jobs submit ... --follow` runs inline.
The daemon mode is not available on PGLite (exclusive file lock). See
`docs/guides/minions-shell-jobs.md`.
- **MCP boundary:** shell-job submission is CLI-only. `submit_job name="shell"`
over MCP throws an `OperationError` with code `permission_denied` ("'shell'
jobs cannot be submitted over MCP") because `shell` is in `PROTECTED_JOB_NAMES`.
Agents CAN observe shell jobs via `get_job` / `list_jobs` / `get_job_progress`
(not protected), but cannot submit them. Operator or autopilot submits;
agent observes.
- **Verify setup:** after configuration, run `gbrain jobs stats` (CLI) to
confirm the worker is registered and consuming the queue.
### Submit (CLI, operator or autopilot)
Shell jobs take their command via `--params` as a JSON object with `cmd` (string)
or `argv` (array), plus `cwd` and optional `env`.
Command string form:
```
gbrain jobs submit shell --params '{"cmd":"echo hello","cwd":"/abs/path"}'
```
Argv form (no shell expansion):
```
gbrain jobs submit shell --params '{"argv":["bash","-lc","echo hello"],"cwd":"/abs/path"}'
```
Inline execution on PGLite or any one-shot deployment:
```
gbrain jobs submit shell --params '{"cmd":"echo hello","cwd":"/tmp"}' --follow
```
Queue/lifecycle flags exposed by `gbrain jobs submit --help`: `--queue`,
`--priority`, `--delay`, `--max-attempts`, `--max-stalled`, `--backoff-type`,
`--backoff-delay`, `--backoff-jitter`, `--timeout-ms`, `--idempotency-key`,
`--dry-run`.
### Monitor (agents or operator)
These operations are MCP-callable and safe for agent use:
```
list_jobs --name shell --status active
get_job ID
get_job_progress ID
```
Check structured result fields (exit code, stdout/stderr tails, attempts,
timings) from `get_job`. Use `gbrain jobs stats` (CLI) for worker/queue
health dashboard.
### Control (MCP-callable)
```
cancel_job id=ID
replay_job id=ID
```
`replay_job` is not protected — only shell *submission* is. Agents can
cancel or replay a shell job without CLI access.
Use idempotency keys for recurring shell workloads to avoid duplicate runs.
## Subagent Jobs (LLM Orchestration)
Use for open-ended reasoning, tool-using research, and fan-out synthesis.From weareturnone/gbrain, MIT.
Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Apr 24, 2026 (6 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/weareturnone/gbrain
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
minion-orchestrator skill. Agent Mart. https://agentmart.dev/skills/weareturnone-minion-orchestrator (last updated 2026-10-24)