orchestrate

orchestrate is a skill for Claude Code, Codex from JJHbrams/Project-AMBER. It costs 75 tokens per session (789 once invoked), scanned A, original, MIT.

ขั้นตอนการทำงานสำหรับงานพัฒนาหลายขั้นตอน โดยแบ่งบทบาทวางแผน เขียนโค้ด และตรวจสอบผลลัพธ์

In plain words
What is it for?
เหมาะกับการรีแฟกเตอร์ งานพัฒนาหลายขั้นตอน และงานที่ต้องค้นคว้าก่อนนำไปใช้งาน
Why use it?
ช่วยจัดงานที่ซับซ้อนให้มีขอบเขตและเกณฑ์รับงานชัดเจน พร้อมการตรวจสอบแยกจากผู้ลงมือทำ

Skill for Claude CodeCodex

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/jjhbrams/project-amber/orchestrate
Any agent
npx skills add JJHbrams/Project-AMBER --skill orchestrate
Clone the repo
git clone --depth 1 https://github.com/JJHbrams/Project-AMBER

Made for: Claude Code, Codex.

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 orchestrate

README.md
[![agentmods](https://agentmods.dev/badge/skills/jjhbrams/project-amber/orchestrate.svg)](https://agentmods.dev/skills/jjhbrams/project-amber/orchestrate)
Your own site
<a href="https://agentmods.dev/skills/jjhbrams/project-amber/orchestrate"><img src="https://agentmods.dev/badge/skills/jjhbrams/project-amber/orchestrate.svg" alt="Measured on agentmods" height="20"></a>
Per session 75 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 789 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. 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 $0.00075 $0.00789
Opus 5 $0.00037 $0.00394
Sonnet 5 $0.00015 $0.00158
Haiku 4.5 $0.00007 $0.00079

Measured 4d ago against content hash e20590804cad, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

orchestrate scanned grade A with 0 findings 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.github/skills/orchestrate/SKILL.md · 91 lines

How it starts

The opening of the file, as written. The whole thing — 91 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Orchestrate

The root session is the only delegation and integration point. Use the available planner, coder, and servant roles; provider model IDs are runtime-specific and are not a reason to change this behavioral flow.

Phase 0 — Triage and contract

Classify the request. Handle a simple isolated edit or read-only answer directly. For a multi-step task, capture the original request as an acceptance contract before implementation. Ask the user only about a material ambiguity that cannot be safely discovered.

Each [PLAN] criterion must contain:

acceptance_criteria:
  - id: AC1
    criterion: <requirement>
    user_visible_outcome: <what the user can observe>
    intended_runtime: <runtime, or "static-only">
    verification: <how it will be checked>
    evidence: <expected artifact or command result>
    critical: true|false

Phase 1 — Plan

Ask planner for a read-only [PLAN]. Use servant first only when focused repository facts are needed. Resolve material open_questions before execution. The plan may use only the existing planner, coder, and servant roles.

Phase 2 — Plan gate and scope control

Check that every original-request outcome has a criterion, intended runtime, and verification. If a proposed action would delete, reduce, substitute, or omit verification of a criterion, emit:

[SCOPE_DELTA]
affected_criteria: <ids>
change: <delete|reduce|substitute|skip-verification>
reason: <why>
impact: <user-visible consequence>

Do not execute a material scope delta until the user explicitly approves it. Return an incomplete plan to planner for revision rather than silently calling it an MVP.

Phase 3 — Execute

Dispatch each bounded implementation step to coder; dispatch discovery or mechanical work to servant. Give each agent its files, constraints, acceptance-criterion IDs, and expected evidence. Parallelize only independent work. Require coder to report actual commands and criterion-level evidence, with unrun checks marked UNVERIFIED.

Read the full file on GitHub · 91 lines

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 · 91 lines · 75 tokens per session scan A e20590804cad

Subscribe to this mod's changes

orchestrate is a skill published in the GitHub repository JJHbrams/Project-AMBER (2 stars, last pushed 9d ago), licensed MIT. It adds 75 tokens to every session and 789 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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