aod-orchestrate

aod-orchestrate is a skill for Claude Code from davidmatousek/agentic-oriented-development-kit. It costs 110 tokens per session (10,187 once invoked), scanned A, a copy of aod-orchestrate, MIT.

A workflow for running several GitHub Issues as ordered groups of parallel tasks. It groups issues by ICE priority, where ICE is a score based on impact, confidence, and ease, and runs higher-priority groups first.

In plain words
What is it for?
Use it to select issues from project planning, create task records, start parallel work through the orchestrator, monitor each wave, and report the results.
Why use it?
It removes the manual work of sorting related issues, starting task batches, tracking their progress, and checking between priority groups.

Skill for Claude Code

Written for Claude Code: $ARGUMENTS substitution.

Good fit Use it to select issues from project planning, create task records, start parallel work through the orchestrator, monitor each wave, and report the results.

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Install with agentmods
npx agentmods add skills/davidmatousek/agentic-oriented-development-kit/aod-orchestrate
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.

Any agent
npx skills add davidmatousek/agentic-oriented-development-kit --skill aod-orchestrate
Clone the repo
git clone --depth 1 https://github.com/davidmatousek/agentic-oriented-development-kit

Made for: Claude Code.

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 aod-orchestrate

README.md
[![agentmods](https://agentmods.dev/badge/skills/davidmatousek/agentic-oriented-development-kit/aod-orchestrate/github.svg)](https://agentmods.dev/skills/davidmatousek/agentic-oriented-development-kit/aod-orchestrate)
Your own site
<a href="https://agentmods.dev/skills/davidmatousek/agentic-oriented-development-kit/aod-orchestrate"><img src="https://agentmods.dev/badge/skills/davidmatousek/agentic-oriented-development-kit/aod-orchestrate/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for aod-orchestrate

Your own site · 80×15
<a href="https://agentmods.dev/skills/davidmatousek/agentic-oriented-development-kit/aod-orchestrate"><img src="https://agentmods.dev/badge/skills/davidmatousek/agentic-oriented-development-kit/aod-orchestrate.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 110 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 10,187 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod 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 5.1 $0.00110 $0.10187
Opus 5.5 $0.00044 $0.04075
Sonnet 5.5 $0.00022 $0.02037
Haiku 4.5 $0.00011 $0.01019

Measured 1mo ago against content hash 3d02470843d8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

aod-orchestrate 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 1mo 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.

curl -sf "${AOD_API_URL:-http://localhost:8000}/api/v1/projects/{project_id}" -H "X-AOD-Source: skill"
Origin

This is a copy

100% identical to aod-orchestrate — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.claude/skills/aod-orchestrate/SKILL.md · 986 lines

How it starts

The opening of the file, as written. The whole thing — 986 lines — stays where its author put it; the contents beside it link to each section on GitHub.

/aod.orchestrate Skill

Purpose

Orchestrate multiple features from /aod.blueprint output as priority-ordered parallel waves. The skill auto-detects the project, fetches actionable issues, groups them by ICE priority tier, and executes waves sequentially via the batch spawn API with governance checkpoints at tier boundaries.

Flow: Parse flags --> Auto-detect project --> Check idempotency --> Fetch issues --> Plan waves --> Confirm --> Execute waves --> Report completion


Step 0: Capture Start Time

Record the orchestration start time for duration calculation in the completion report.

Run the following command via Bash tool and store the result:

date +%s

Store this value as start_time for use in Step 8 (Completion Reporter).


Step 1: Parse Arguments

Parse user arguments from the skill invocation.

User Input

$ARGUMENTS

1.1: Parse --issues flag

Check if $ARGUMENTS contains --issues:

  1. If $ARGUMENTS contains --issues N,N,N (comma-separated issue numbers):
    • Extract the comma-separated list of issue numbers
    • Set selected_issues to the parsed list of integers
    • Strip --issues N,N,N from $ARGUMENTS (trim extra whitespace)
  2. If $ARGUMENTS does NOT contain --issues:
    • Set selected_issues to empty (all issues)

1.2: Parse --dry-run flag

Check if $ARGUMENTS contains --dry-run:

  1. If present:
    • Set dry_run = true
    • Strip --dry-run from $ARGUMENTS
  2. If not present:
    • Set dry_run = false

1.3: Parse --yes flag

Check if $ARGUMENTS contains --yes:

  1. If present:
    • Set auto_confirm = true
    • Strip --yes from $ARGUMENTS
  2. If not present:
    • Set auto_confirm = false

Step 2: Project Auto-Detection

Resolve the active orchestrator project from local context. Detection follows a priority order with fallback.

2.1: Read config file

Run the following command via Bash tool:

cat .aod/config.json 2>/dev/null

Read the full file on GitHub · 986 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. 1mo ago First seen · 986 lines · 110 tokens per session scan A 3d02470843d8

Subscribe to this mod's changes

aod-orchestrate is a skill published in the GitHub repository davidmatousek/agentic-oriented-development-kit (24 stars, last pushed 3mo ago), licensed MIT. It adds 110 tokens to every session and 10,187 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). It is 100% identical to aod-orchestrate, differing in 0 lines, and is treated as a copy.

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