orchestration

orchestration is a skill for Claude Code, Codex from ariaxhan/kernel-claude. It costs 47 tokens per session (1,253 once invoked), scanned A, original, MIT.

A skill for coordinating multiple coding agents working on one task. It gives each agent a separate work lane with allowed files, instructions, verification commands, and a required result format.

In plain words
What is it for?
Use it to split work among agents, isolate their changes, define responsibilities, and verify their outputs.
Why use it?
It reduces conflicting edits and makes agent work easier to check. It also guards against incomplete or placeholder reports.

Skill for Claude CodeCodex

Part of the kernel plugin — 28 skills, 13 agents, 4 hooks shipped together

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/ariaxhan/kernel-claude/orchestration
Any agent
npx skills add ariaxhan/kernel-claude --skill orchestration
Clone the repo
git clone --depth 1 https://github.com/ariaxhan/kernel-claude

Made for: Claude Code, Codex.

Or install kernel, the plugin that ships this one along with the rest of its 28 skills, 13 agents, 4 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for orchestration

README.md
[![agentmods](https://agentmods.dev/badge/skills/ariaxhan/kernel-claude/orchestration.svg)](https://agentmods.dev/skills/ariaxhan/kernel-claude/orchestration)
Your own site
<a href="https://agentmods.dev/skills/ariaxhan/kernel-claude/orchestration"><img src="https://agentmods.dev/badge/skills/ariaxhan/kernel-claude/orchestration.svg" alt="Measured on agentmods" height="20"></a>
Per session 47 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,253 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00047 $0.01253
Opus 5 $0.00023 $0.00626
Sonnet 5 $0.00009 $0.00251
Haiku 4.5 $0.00005 $0.00125

Measured 4d ago against content hash b9303ec21fb1, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

orchestration scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

prove its own work (test invocation, grep, curl), plus expected output.
skills/orchestration/SKILL.md · 104 lines

How it starts

The opening of the file, as written. The whole thing — 104 lines — stays where its author put it; the contents beside it link to each section on GitHub.

<lane_contract> Every spawned lane gets ALL of these fields; a missing field is where the lane fails:

  1. Deliverable: the observable artifact, named exactly (file path, PR, report).
  2. Read-first list: the files/docs the lane must read before acting.
  3. Files table: exhaustive list of files it may touch (constraints.files). No two concurrent lanes may overlap. Contract JSON: {"goal":"X","constraints":{"files":["a.sh","b.md"]},"tier":2}
  4. Known traps, restated: gotchas relevant to this lane, inlined, not linked.
  5. Verification loop with exact commands: the literal commands the lane runs to prove its own work (test invocation, grep, curl), plus expected output.
  6. Forbidden list: what the lane must NOT do (push, touch _meta/, add deps, ...).
  7. Raw-data return format: counts, file lists, command output. Never narrative alone; a lane that returns only prose has returned nothing checkable. </lane_contract>

<output_integrity> Structured long-report lanes degrade silently to placeholders under load. Validate every lane return mechanically before using it: minimum-length check on required sections, placeholder detection ("TBD", "...", repeated boilerplate), counts match the claimed work. Reject-and-retry a degraded return; never synthesize over it. Pass large input pools to lanes by FILE PATH, never as an inline slice (silent truncation reads as full coverage). Each lane keeps a per-lane journal/checkpoint so a degraded final message is not the only record of what it did. </output_integrity>

<single_coordinator> One coordinator per repo at a time. Before coordinating, check for a live second session on the same working directory (stale sessions can survive as background daemons and produce split-brain: two coordinators mutating one repo in parallel). When killing a stuck session, kill its whole process pool, not just the visible pid. </single_coordinator>

<worker_model_doctrine> Select model and effort from the lane's task shape and measured evidence, never from role prestige. Mechanical total-spec execution with deterministic checks can use the lowest setting proven adequate. Ambiguous judgment or a measured miss justifies more effort; protected work requires a fresh independent verifier. The lane contract records the requested model and effort, whether inheritance is intentional, and the escalation condition. A prompt that says "use your judgment" is evidence of ambiguity, not a license to choose a prestige model by role. Receipts keep requested_model and requested_effort separate from observed_model and observed_effort. Unsupported or unexposed values are unavailable, never inferred. Protected receipts require distinct builder_identity and verifier_identity; the builder never grades its own protected work. The coordinator reproduces acceptance evidence. </worker_model_doctrine>

<fault_tolerance>

  1. RETRY transient failures with backoff, max 3. 2. CLASSIFY the failure before choosing recovery. 3. Never silently substitute model, effort, or provider. Use an alternative only when the contract names a pre-authorized fallback; record the original request, the failure, and the observed fallback identity separately. Otherwise stop and re-contract. 4. CHECKPOINT state to AgentDB at every boundary so a respawn resumes instead of restarting. </fault_tolerance>

<worktree_safety> Parallel lanes (tier 2+) run in isolated git worktrees (isolation: "worktree"), never the main worktree; failed work is discarded by deleting the worktree. Pre-spawn: working tree clean or stashed; each lane's constraints.files disjoint from all active lanes. Post-agent validation: read the lane's checkpoint, then git diff --name-only {base}..{lane_branch}; every changed file MUST appear in constraints.files, and an out-of-scope file means reject, do not merge, re-contract. Tier 1 skips worktrees (unnecessary overhead). </worktree_safety>

Read the full file on GitHub · 104 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 4d ago First seen · 104 lines · 47 tokens per session scan A b9303ec21fb1

Subscribe to this mod's changes

orchestration is a skill published in the GitHub repository ariaxhan/kernel-claude (12 stars, last pushed today), licensed MIT. It adds 47 tokens to every session and 1,253 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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