orchestrate
Skill24 starsChanged 2 months agoMITView on GitHub
Autonomous phase orchestrator. Triggers on the literal word "orchestrate", "orchestrate [plan-path]", or "orchestrate [plan] waits on [sessions/B-Ns]". Reads a phase markdown file (often in a sibling project like .ELAI_workflow), parses Phase ] sub-Phase ] Task structure, walks an FSM cycle PER sub-phase (context-compiler + integration-explorer in parallel cap=3 ] skip prompt-engineer ] executor ] auditor 1 cycle ] memory-writer), waits on dependency sessions via sleep-poll without ever touching their FSM, runs 6 stack-agnostic phase-end integration gates plus stack-specific gates (cargo-modules / dep-cruiser / ts-rs bindings drift), and commits ONCE at end. Does NOT ask the user except on tripwire conditions (irreversible op, 50-event bubble cap, dep-wait ] 4h, sweep-fail after 3 retries). When the target project has its own orchestration skill (b-plan-runner in ELAI), delegates to it via a bootstrapped Codex -p session at target's CWD with policy overrides baked into the boot prompt.
- Deletes or force-pushes
- Commits and pushes
161 other projects use a version of this.
Adopted by
Most recently taken up by
- alexratmanpl/business-agent-skillstheir own version, first seen Nov 8, 2026
- gtonkov/claude-codetheir own version, first seen Nov 8, 2026
- edilsonvilarinho/usage-monitortheir own version, first seen Nov 8, 2026
- nathanonn/agent-skillstheir own version, first seen Nov 8, 2026
- peterpme/skillstheir own version, first seen Nov 8, 2026
- GDriem/agent-skillstheir own version, first seen Nov 8, 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 versions161 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 161
- 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
151 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 repository43 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- anti-spiralSkill
- auto-orchestrateSkill
- b-plan-runnerSkill
- cookSkill
- dashboard-handoffSkill
- grillSkill
- idea-intakeSkill
- impact-checkSkill
- improvement-conjectureSkill
- incremental-evalSkill
- operatorSkill
- oracleSkill
- paper-to-planSkill
- pdfSkill
- planning-workflowSkill
- prompt-transformSkill
- rag-toolsSkill
- seeSkill
- sequential-opus-orchestratorSkill
- spec-evalSkill
- teachSkill
- anti-spiralSkill
- auto-orchestrateSkill
- b-plan-runnerSkill
- cookSkill
- dashboard-handoffSkill
- grillSkill
- idea-intakeSkill
- impact-checkSkill
- improvement-conjectureSkill
- incremental-evalSkill
- operatorSkill
- oracleSkill
- orchestrateSkill
- paper-to-planSkill
- pdfSkill
- planning-workflowSkill
- prompt-transformSkill
- seeSkill
- sequential-opus-orchestratorSkill
- teachSkill
The file
We split this skill into the rules it gives an agent
4 rules. 0 are common, 4 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 144 edited versions we read keep these.
4
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 16
WHEN THIS SKILL FIRES
- Distinctive: line 25
Does NOT fire on:
- Distinctive: line 53
After all sub-phases complete + final sweep passes: bootstrapped session does ONE commit per commit-cadence.md.
- Distinctive: line 66
Every agent dispatch picks the cheapest tier that fits the job - capability and cost are balanced per dispatch, never "session model for …
“Common” is measured: kept by at least 6 in 10 of the 144 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 — autonomous phase runner
WHEN THIS SKILL FIRES
Trigger phrases (case-insensitive, anywhere in user message):
- "orchestrate"
- "orchestrate
<path>" - "orchestrate
<path>waits on<ids>" / "orchestrate<path>depends on<ids>" - "orchestrate
<path>--autonomous" (explicit autonomous mode, default ON anyway) - "orchestrate resume
<session-id>" (resume from a prior orchestrate run's SESSION_HANDOFF)
Does NOT fire on:
- "explain orchestrate" / "what does orchestrate do" — read-only, answer directly
- "show orchestrate status" — read state files directly without invoking the protocol
INVOCATION CONTRACT
User input shapes that resolve correctly:
- "orchestrate F:.ELAI_workflow\docs\thefinalglance\B-plan\B-30_multilang_dkg_hardening.md, depends on B-29 and B-29.5"
- "orchestrate the B-30 plan, B-29 + B-29.5 running, dont bother me, test with sonnet 4.6 cloud"
- bare "orchestrate" with no path > ask user for plan path (this is the ONE pre-flight question allowed)
HARD RULE (BLOCKING — see .Codex/rules/orchestrate-protocol.md for H-1..H-10):
When this skill fires, agent dispatch is NON-OPTIONAL. The main LLM is the controller and dispatches the canonical ELAI agents (context-compiler, integration-explorer-elai, auditor, memory-writer, fixer, wiring-contract-validator) per protocol.md step 8. It does NOT run those steps in-band by itself. NO Edit/Write on plan-scope files BEFORE the parallel batch returns. NO test/build runs by the main LLM (auditor only). NO memory-bank writes by the main LLM (memory-writer only). "Save tokens across N queued plans" / "small plan" / "I already read it" / "this is just UI" are NOT valid skip reasons — sub-agents have their own GC'd context, so dispatching them SAVES the main LLM's context. The only legal skips: (a) explicit USER_OVERRIDE in the current message, (b) patch-N single-file isolated fixes, (c) prose-only documentation sub-phases. ELAI agents are NOT in the Agent tool's subagent_type list; dispatch via subagent_type=general-purpose with the prompt: "Read F:.ELAI_workflow.Codex\agents<name>.md and follow it strictly. <task args>". This block exists because the main LLM has repeatedly skipped agent dispatch under bogus optimizations.
WHAT THIS SKILL ACTUALLY DOES
- Parses user input to extract: plan_path (required), depends_on (list of B-N ids or session ids, default empty), parallel_cap (default 3), model_executor (default sonnet-4.6), autonomous (default true).
- Resolves target project from plan_path (walks up looking for .Codex/ folder).
- Loads compat/<target_project>.md if present (e.g. compat/ELAI.md for F:.ELAI_workflow...). Compat file declares native orchestration skill + stack + integration gates + dashboard wiring path.
- Detects stack via tools/detect-stack.ps1 (Cargo.toml > rust, package.json > typescript, .xcodeproj > swift, multi > cross-stack).
- Loads matching stack-adapter file from stack-adapters/.
- Registers THIS session via mcp_session_register (apps_workflow side, even though work runs in target project).
- For each dep in depends_on: tools/dep-wait.ps1 polls mcp_session_list every 60s until released. Never calls mcp_fsm_* against another session.
- Generates boot prompt by filling overrides-template.md with: plan_path, depends_on (now empty), parallel_cap, sub-phase-grain instruction, skip-prompt-engineer flag, 1-audit-cycle flag, commit-at-end-only flag, autonomous flag, stack adapter content inlined, compat content inlined.
- Launches
Codex -p --output-format stream-json --resume <sid>via tools/orchestrate-launcher.ps1 with CWD = target project root. The bootstrapped session sees target's native .Codex/ (b-plan-runner skill for ELAI, planning-workflow for apps_workflow). - The bootstrapped session runs target's native orchestration skill BUT with the per-sub-phase loop inserted between PROMPT_TRANSFORM and EXECUTING, AND with the override policies enforced.
- Tails stream-json, parses system/init (verify hooks loaded), system/api_retry (rate-limit observability), tool_use (progress), result (per-sub-phase completion). Surfaces tripwires.
- Phase-end sweep (tools/phase-end-sweep.ps1) runs the 6 generic + stack-specific gates after each sub-phase. BLOCK any sub-phase that fails the sweep; bubble-up policy decides next action.
- After all sub-phases complete + final sweep passes: bootstrapped session does ONE commit per commit-cadence.md. Reports final result.
- FEATURE-MAP UPSERT: if the run shipped/activated/changed ELAI features and docs/thefinalglance/ELAI-FEATURE-MAP.md exists (the source of truth for features + their composition), upsert the touched entries (status flag flip, cross-links, new entries) and bump its header date. One flag per feature, never narrative.
AGENT RULE INJECTION + HANDOFF MEDIATION (binding)
Sub-agents do NOT reliably load AGENTS.md or .Codex/rules/ - their rule context is whatever the dispatch prompt carries. Therefore EVERY agent prompt this skill (or its bootstrapped executor) sends MUST begin with the pointer line from .Codex/rules/agent-dispatch-preamble.md:
"Read F:.ELAI_workflow.Codex\rules\agent-dispatch-preamble.md FIRST and obey it as binding. handoff_file=<path>; task_id=<id>; scope=<paths>."
The preamble bans worker git mutation + destructive ops, locks scope, defines the BLOCKED protocol, AND (R-8, D-030) binds the production-caller contract: an EXECUTOR shipping new pub Rust symbols must wire each into the PRODUCTION_HOOK seam in the same changeset and self-run .Codex/tools/production_caller_check.py before DONE; an EXPLORER scoping a sub-phase that adds a new pub fn must return the exact PRODUCTION_HOOK seam (file+fn); the AUDITOR re-runs the checker off-agent and BLOCKs any DARK fn. This structurally kills the wire-dark-machinery pattern (executor builds + unit-tests machinery but never wires production; 6 occurrences in the s-107b022a stretch). See .Codex/rules/production-caller-gate.md. A dispatch without the preamble pointer line is a protocol violation (same severity as skipping the parallel batch).
HANDOFF MEDIATION LOOP: at run start the controller resolves ONE topic-keyed handoff file per .Codex/rules/handoff-protocol.md (workflow/handoff/{run-topic-slug}.md) and passes its path to every agent. When an agent returns BLOCKED: (1) read its handoff entry (the entry, not the whole file), (2) decide - ground the decision, search if needed, surface to user ONLY if it is tripwire-grade, (3) APPEND a DECISION block under the agent's entry (what was chosen + why + what the next agent must do), (4) the next agent's prompt includes the handoff path + "read entry <N> and its DECISION before starting". The orchestrator decides; workers never resolve material forks themselves. This loop is also the recovery path for context-exhausted agents (their HOW TO PICK UP section is the resume spec).
MODEL LADDER + COST DISCIPLINE (binding)
Every agent dispatch picks the cheapest tier that fits the job - capability and cost are balanced per dispatch, never "session model for everything":
- haiku: any ad-hoc bulk read/summarize helper (file sweeps, log digests, doc reads that return a focused summary). Never the session model for bulk reads.
- sonnet: ALL canonical ELAI agents (context-compiler, integration-explorer-elai, auditor, memory-writer, fixer, wiring-contract-validator, paper-ingestor, spec-grounder...) per the AGENTS.md model=sonnet rule, plus the executor (model_executor, default sonnet-4.6).
- opus/fable: the controller session only. NEVER spawned as an agent by orchestrate without the user explicitly asking for it in the current message.
parallel_cap=3 is a HARD CAP (provider rate limit), not a tunable default: the user may lower it, orchestrate may never raise it. Dispatches beyond 3 queue and run as slots free.
The user's "orchestrate
<plan>" invocation is standing authorization for the CANONICAL fleet only (the per-sub-phase pattern above at cap 3). Any fleet beyond that pattern - more than 3 agents in one batch, any non-sonnet/haiku agent, any agent type outside the canonical list - requires announcing count + model + rough token cost and getting a yes first (global agent-spawning rule).
THE 4 TRIPWIRE CONDITIONS (only times orchestrate breaks autonomous mode)
T1 IRREVERSIBLE OP detected in proposed Bash command (git push --force, git reset --hard/--mixed, git checkout -- <paths> / git restore, git clean, git stash drop, any git history rewrite, rm -rf, db drop, prod deploy, npm publish, cargo publish): surface to user with the exact command and a Y/N. Default no. Destructive git is in this list because of the 2026-06-11 incident: an executing agent ran git reset --hard 8x to "self-repair" a confusing tree and wiped the whole integration diff. A wrong-looking working tree is a TRIPWIRE, never something a session repairs with resets. Also: mcp__pod-lifecycle__pod_stop or mcp__pod-lifecycle__pod_terminate when pod_cost_status shows nonzero cost-so-far: surface the cost figure in the Y/N confirm (H-38 compose, not a restatement of the tripwire).
T2 50-EVENT BUBBLE-UP CAP reached (per .Codex/rules/bubble-up.md SAFETY rule): force ABORT and SESSION_HANDOFF.
T3 DEP-WAIT EXCEEDS 4h on any single dependency: surface to user with options [keep waiting / abort / proceed-without-dep].
T4 SWEEP FAILS after 3 consecutive sub-phase retries OR after fixer agent has been spawned 3 times with no progress (Magentic stall counter): surface to user with the failing gate + recommended actions.
In all other cases: orchestrate runs through. No "should i proceed" prompts. No "i found a question" deferrals. Choose the best non-lazy grounded option and continue.
OUTPUTS THIS SKILL PRODUCES
- workflow/sessions/
<sid>/orchestrate-run.md — full run log, every sub-phase decision, every agent dispatch, every gate result - workflow/sessions/
<sid>/orchestrate-state.json — FSM + cursor state (sub-phase index, batch index, retry counts) - workflow/sessions/
<sid>/phase-reports/<sub-phase-id>.md — per-sub-phase end report (one per Phase 1, Phase 2, ...) - workflow/sessions/
<sid>/SESSION_HANDOFF.md — only on abort / tripwire / PreCompact - one git commit at end of run (in target project, not apps_workflow)
DEEP PROTOCOL
See protocol.md for the full step-by-step. This file is the trigger contract; protocol.md is the body. The launched session reads overrides-template.md (filled) as its boot prompt. Per-stack gates live in stack-adapters/. Per-target compat lives in compat/.
ESCAPE HATCHES
- user types "abort orchestrate" at any time > tools/orchestrate-launcher.ps1 sends SIGINT to the bootstrapped session, runs session-handoff, returns control
- user types "pause orchestrate" > save state, kill launched session, mark resumable. Resume via "orchestrate resume
<sid>". - PreCompact hook fires in launched session > session-handoff.ps1 auto-writes SESSION_HANDOFF.md
- launched session crashes / hits rate limit > stream-json result event with error_status reports back, orchestrate-launcher.ps1 emits a clear failure summary
CROSS-REFERENCES
- protocol.md — deep step-by-step
- overrides-template.md — boot prompt template (filled per-run)
- stack-adapters/ — per-stack gate definitions
- compat/ — per-target-project overrides + delegate map
- tools/ — PS1 wrappers (launcher, detect-stack, dep-wait, phase-end-sweep)
- .Codex/rules/orchestrate-protocol.md — hard-rule summary
- .Codex/rules/bubble-up.md — retry budgets + 50-event cap
- .Codex/rules/agent-spawning.md — canonical agent list (target project's agents take precedence at execution time)
END SKILL.md
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