astra-orchestrator

astra-orchestrator is a skill for Codex from czlonkowski/fables. It costs 93 tokens per session (1,689 once invoked), scanned A, original, MIT.

An orchestration skill that splits large reading tasks among worker agents and brings their concise findings back to a parent agent for judgement and synthesis.

In plain words
What is it for?
It is for codebase sweeps, multi-file log triage, document collections, research, and checking coverage across large bodies of material.
Why use it?
It prevents one agent context from becoming overloaded when reviewing many files, logs, documents, or research sources, while keeping final decisions with the parent.

Skill for Codex

Written for Codex: agents/openai.yaml present. Also seen: mentions subagents; mentions Claude Code; mentions Codex.

Good fit It is for codebase sweeps, multi-file log triage, document collections, research, and checking coverage across large bodies of material.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/czlonkowski/fables/astra-orchestrator
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 czlonkowski/fables --skill astra-orchestrator
Clone the repo
git clone --depth 1 https://github.com/czlonkowski/fables

Made for: Codex.

Its marketplace also offers this one on its own, as the plugin astra-orchestrator — /plugin install astra-orchestrator after adding the marketplace above.

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 astra-orchestrator

README.md
[![agentmods](https://agentmods.dev/badge/skills/czlonkowski/fables/astra-orchestrator/github.svg)](https://agentmods.dev/skills/czlonkowski/fables/astra-orchestrator)
Your own site
<a href="https://agentmods.dev/skills/czlonkowski/fables/astra-orchestrator"><img src="https://agentmods.dev/badge/skills/czlonkowski/fables/astra-orchestrator/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 astra-orchestrator

Your own site · 80×15
<a href="https://agentmods.dev/skills/czlonkowski/fables/astra-orchestrator"><img src="https://agentmods.dev/badge/skills/czlonkowski/fables/astra-orchestrator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 93 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,689 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00093 $0.01689
Opus 5.5 $0.00037 $0.00676
Sonnet 5.5 $0.00019 $0.00338
Haiku 4.5 $0.00009 $0.00169

Measured 1mo ago against content hash df09dc08d36a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

astra-orchestrator 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 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.

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.

plugins/astra-orchestrator/skills/astra-orchestrator/SKILL.md · 133 lines

How it starts

The opening of the file, as written. The whole thing — 133 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Astra Orchestrator

Keep planning, decisions, and synthesis with the parent. Move substantial, extractable reading into smaller worker contexts. This protocol is designed for a gpt-6-astra parent in Codex, using native sub-agents only; invoking a skill does not change the parent model. In Claude Code, this orchestration mode is unavailable; the astra-advisor sibling provides the Codex CLI consultation route. If running on another model, disclose that when relevant and delegate only when the same tradeoff makes sense. Do not label a run Astra-led unless it is.

Gate the split

Delegate necessary reading when it forms a substantial independent branch and a worker can return the needed evidence without losing decisive nuance. Usually handle a handful of files locally. Answer related questions over a small shared corpus in one parent context. Several questions do not by themselves justify several workers. Keep raw material with the parent when subtle wording, missing behavior, or shared context would be lost in a summary. Delegate an independent difficult branch to Astra when the criteria below apply.

Compare the whole path: worker reading, parent coordination and verification, retries, and repair. If verification would repeat most of a worker's reading, prefer direct parent work or a suitably capable worker from the start.

This skill explicitly instructs bounded worker delegation when that gate is met and Codex permits native delegation. Honor the user's instruction to work solo or use a particular model. Do not spawn agents merely to demonstrate this skill.

Select the worker deliberately

Work Default model Reasoning
Mechanical inventory, exact pattern extraction, link or format checks gpt-6-luna low
Routine document extraction, log triage, bounded source cross-checks gpt-6-luna high
Code tracing across modules, debugging analysis, or extraction requiring substantial interpretation gpt-6.1-sol high
Bounded Sol branch where extra reasoning is justified by complexity gpt-6.1-sol xhigh, selectively
Difficult independent branch or separately justified evidence review gpt-6-astra high, starting point

Read the full file on GitHub · 133 lines

Files

What ships with it

3 files 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. 1mo ago Changed · +7 lines · +5 tokens per session df09dc08d36a
  2. 1mo ago Changed · +28 lines · -10 tokens per session 6ba491079340
  3. 2mo ago First seen · 98 lines · 98 tokens per session scan A 47584c4b95ee

Subscribe to this mod's changes

astra-orchestrator is a skill published in the GitHub repository czlonkowski/fables (27 stars, last pushed 1mo ago), licensed MIT. It adds 93 tokens to every session and 1,689 once invoked, about $0.0004 per session on Opus 5.5. 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 2026-09-07.

Related

astra-orchestrator compared with skills from other repositories

astra-orchestrator next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
astra-orchestratorczlonkowski/fablesSkill271mo agoMITA93Codex
imagegenopenai/codexSkill133kyesterdayApache-2.0A113Codex
playwright-climicrosoft/playwrightSkill99kyesterdayApache-2.0A19Claude Code
local-ai-agentsmicrosoft/ai-agents-for-beginnersSkill79k4d agoMITA200Claude Code, Codex
systematic-debuggingobra/superpowersSkill313k3d agoMITA21Claude Code
next-cache-components-adoptionvercel/next.jsSkill143kyesterdayMITA95Claude Code
next-partial-prefetching-adoptionvercel/next.jsSkill143kyesterdayMITA103Claude Code