orchestrate
Skill4.3k starsChanged 3 days agoMITView on GitHub
Run a multi-lane program to completion across the machine fleet — route coding to codex, reviews to two blind model families, supervise on a 20-minute judgment tick, and report milestone/percent/ETA with a program total. Use when the user hands over a body of work and wants it driven rather than discussed.
169 other projects use a version of this.
Adopted by
Most recently taken up by
- nickthelegend/nick-skillstheir own version, first seen Nov 15, 2026
- YuY-QK/agent-kittheir own version, first seen Nov 15, 2026
- RohiRIK/skillstheir own version, first seen Nov 15, 2026
- stericishere/skillstheir own version, first seen Nov 15, 2026
- rogeriochaves/skillstheir own version, first seen Nov 15, 2026
- arvmaan/skillstheir own version, first seen Nov 15, 2026
Used with
Projects with it also use define-requirements, orchestrate-plan and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
sson0-erSkilldefine-requirements
Work with the user, one question at a time, to complete the requirements document (docs/claudex/<slug>/01-requirements.md). Run by the orchestrator (parent). Stays out of design and implementation.
Also in 3 projects that use this
EternallLightSkillorchestrate-plan
Use when executing a locked, reviewed PLAN.md by delegating the implementation to visible worker agents in Orca, herdr, or cmux ONE PHASE at a time — splitting the plan into context-window-sized phases, giving every phase a pristine worker context, and (when the plan touches INDEPENDENT repos) running one worker per repo IN PARALLEL. Triggers on "run the plan with a worker", "execute the plan in the other pane", "split the plan into phases and build it with workers", "build the backend and frontend in parallel panes". Not for edits you can finish inline; outside Orca, herdr, or cmux use tgc-skills:orchestrate.
Also in 3 projects that use this
sson0-erSkillrecord-evidence
How to record external facts (docs, command output, codebase findings) as evidence and design choices as decisions. Used by the researcher, designer and reviewer agents.
Also in 3 projects that use this
PinkneyJiangSkillimprove-architecture
扫描代码库中的架构摩擦点,识别浅模块并挖掘深模块演进机会。生成可视化交互式 HTML 诊断报告,并在用户确认后闭环实施深度重构。
Also in 4 projects that use this
kjnezSkillticket
Work on a JIRA/Linear ticket end-to-end: read ticket details, explore codebase, create a branch, implement with TDD, run quality checks, update ticket status, and create a PR. Use when the user provides a ticket ID to implement. Triggers on requests like "/ticket PROJ-123", "work on this ticket", "implement PROJ-123".
Also in 4 projects that use this
xfstudioSkillreverse-engineer
Expert reverse engineer specializing in binary analysis,
Also in 3 projects that use this
Other versions169 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 169
- Significant-Gravitas/AutoGPT★ 188ksame name
- rohitg00/pro-workflow★ 2.9ksame name
- apmantza/pi-lens★ 521same name
- boshu2/agentops★ 453same name
- quantumaikr/quant.cpp★ 403same name
- Noizefield/audio-plugin-coder★ 334same name
- kagenti/kagenti★ 303same name
- varun29ankuS/shodh-memory★ 294same name
- provencher/codex-skills★ 271same name
- first-fluke/fullstack-starter★ 226same name
159 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository9 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- llp-adoptSkill
- llp-createSkill
- llp-maintainSkill
- llp-orientSkill
- llp-reviewSkill
- llp-super-refineSkill
- panelSkill
The file
We split this skill into the rules it gives an agent
8 rules. 0 are common, 7 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 151 edited versions we read keep these.
7
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 56
Every wait must be harness-tracked (a background task whose exit re-invokes you, or a bounded foreground loop).
- Distinctive: line 61
Every 20 minutes until the program is done, check in.
- Distinctive: line 91
When you genuinely need the user, put every open question in one plain-text list.
- Very specific: line 98
Above ~80% confidence, just decide: Do not ask. But log it under DECIDED WITHOUT ASKING in the next check-in, with the reason — an …
- Distinctive: line 106
Stop and rethink — do not grind — when any of these fire:
- Distinctive: line 118
Never git stash — the stash stack is global across worktrees and will apply another lane's work into yours.
- Distinctive: line 122
When a reviewer's finding count barely moves between rounds, stop delegating the diagnosis and do it yourself.
- Distinctive: line 124
Verify by running the thing, never by grepping for it or type-checking it.
“Common” is measured: kept by at least 6 in 10 of the 151 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
orchestrate
Drive a body of work to done. You own sequencing, dispatch, and judgment. The user owns scope and the decisions you are not confident about.
Trigger
"Orchestrate this," "supervise this work," "run this program," or any handoff of a multi-part body of work where the user expects progress rather than a plan.
Posture
Decide autonomously and keep moving. The user is not a queue you block on. When you hit a fork you can resolve from the code, the brief, or a sensible default, resolve it and log it. Blocking questions are for decisions where proceeding under any assumption would be unsafe or would waste the work if wrong.
Model routing
| Work | Model |
| Implementation | codex gpt-6.1-sol high / xhigh / ultra |
| Code review | both grok-4.7 and codex gpt-6.1-sol xhigh |
| Hard directional decisions, RFC/LLP refinement | the panel — see the panel skill; it replaces super-refine |
| Everything else | your call |
Codex: codex exec -m gpt-6.1-sol -c model_reasoning_effort=<effort>, prompt on stdin;
-s read-only for reviews.
Reviews are mutually blind: two families, neither shown the other's findings, both on the same revision. Agreement across families is signal; a finding only one family raises is a hypothesis to check, not a defect to fix.
Scope every reviewer prompt: one reviewer, no spawning, no clones, no remote commands. A reviewer with bypass permissions will otherwise clone the repo and start running suites on a machine you did not assign it.
Chunk work small for xhigh — it dies under load, and a lane that dies mid-task costs more than two lanes that finish.
Fleet routing
Probe load before dispatching. The control plane saturating while the fleet sits idle is the default failure, not an edge case. Check load, memory, disk, and running jobs on a target before sending work — online is not the same as idle or qualified.
Assign a specific box per lane in the brief, not "use the fleet." Use warm pre-provisioned worktrees; never clone fresh. Record every PID you launch and kill only those — never by name or pattern, on any machine, ever.
Every wait must be harness-tracked (a background task whose exit re-invokes you, or a bounded foreground loop). A detached watcher is killed silently and the lane strands.
The 20-minute tick
Every 20 minutes until the program is done, check in. This tick is for judgment, not polling — harness-tracked work already re-invokes you when it finishes. The question the tick answers is "is this approach still right?", not "is it done yet?"
Report exactly this, in text:
PROGRAM: <name> <N>% · ETA <duration>
<milestone> <N>% · ETA <duration> · <one line>
<milestone> <N>% · ETA <duration> · <one line>
...
DECIDED WITHOUT ASKING
<decision> — <why, one line>
NEEDS YOU
<the questions list, per the protocol below>Percent must be countable. It is N of M concrete checkable items, and the check-in says what M is. A percentage derived from feeling is worse than no percentage, because it never moves and nobody can tell.
Report ETA movement, not just ETA. ETA 40m (was 20m, second slip) is the useful
form. A milestone that has been twenty minutes away for two hours is the single most
important thing on the page, and a bare current estimate hides it perfectly.
Questions protocol
When you genuinely need the user, put every open question in one plain-text list. No multiple-choice UI, no one-at-a-time. For each:
- ELI11 — what the choice is, in language that assumes no context on this codebase.
- Your recommendation.
- Your confidence, as a number.
Above ~80% confidence, just decide. Do not ask. But log it under DECIDED WITHOUT
ASKING in the next check-in, with the reason — an autonomous decision nobody can see is
not autonomy, it is a surprise. The user gets a veto without paying for a round trip.
Batch questions to the tick. Interrupting between ticks is for a hard block only.
Escalate the approach, not the task
Stop and rethink — do not grind — when any of these fire:
- A milestone reports the same percent on two consecutive ticks.
- An ETA slips twice.
- A lane has produced no commit in 40 minutes.
- A fix loop has run three rounds. Three is the limit; then descope, change approach, or ask.
- A check surfaces one defect per run. That is a broken instrument, not a stream of bugs — fix the instrument to report everything at once before running it a fourth time.
Invariants
- Never
git stash— the stash stack is global across worktrees and will apply another lane's work into yours. Use a temporary commit. - Two independent implementations plus a diff beat either one's test suite. Worth it when a piece is subtle and central.
- When a reviewer's finding count barely moves between rounds, stop delegating the diagnosis and do it yourself.
- Verify by running the thing, never by grepping for it or type-checking it. A syntax check passes on code that cannot run.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

