system-forge SKILL.md skillA

This file is byte-identical to the first copy the registry indexed, one of 3 indexed copies. Same content hash, so the same checks give both the same grade.

system-forge from frankxai/starlight-intelligence-system is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add frankxai/starlight-intelligence-system/system-forge@git:20260906.3f9f53e

Pins git:20260906.3f9f53e in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
frankxai/starlight-intelligence-system
Path
plugins/starlight-foundry/skills/system-forge/SKILL.md
Versions recorded
2
Latest version
git:20260906.3f9f53e, committed Sep 6, 2026
First version recorded
Aug 5, 2026
Size
4,003 bytes
Repository stars
10
License
MIT

Design a multi-capability system as a swarm, vertical, or plugin; compile it only when a Foundry runtime is available. Use when several skills or agents need explicit topology, shared state, conflict resolution, termination, deployment adapters, and cross-surface packaging.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# System Forge

## Outcome

Design a bounded system whose topology, authority, shared state, and proof obligations are visible before execution, then compile it when a Foundry runtime is present.

## Choose the smallest system shape

- **Skill composition:** one actor can perform the work sequentially.
- **Swarm:** independent or specialized workers need explicit coordination.
- **Vertical:** domain rules, audiences, taste, and evaluation recur across several capabilities.
- **Plugin:** a set of validated skills and optional MCP connectivity must be distributed to ChatGPT and Codex.

Do not create a swarm merely to make a workflow sound advanced. Parallelism is justified only for genuinely separable work, independent evaluation, latency reduction, or permission isolation.

## Procedure

1. Start with a Task Envelope.
   - Include deliverables, stakes, autonomy, capability selection, permissions, required evidence lanes, and deployment targets.
2. Resolve capabilities.
   - Prefer registered skills and agents.
   - Treat lexical graph suggestions as discovery hints, never silent routing decisions.
3. Choose topology.
   - `manager-workers`: one owner decomposes and synthesizes.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add frankxai/starlight-intelligence-system/system-forge@sha256:bffb6794472f0ef6

The line at the top of this page pins the label git:20260906.3f9f53e, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_sh7s637adms4ryub.svg)](https://markdownregistry.com/a/art_sh7s637adms4ryub)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Aug 5, 2026 and Sep 6, 2026, about one every 31 days.

versioncommittedcommitsizeaudit
git:20260906.3f9f53e latest2026-09-06 3f9f53e 4,003 BA view · diff
git:20260805.9740c562026-08-05 9740c56 3,346 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4003 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

frankxai/starlight-intelligence-system · 10 stars · license MIT · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_sh7s637adms4ryub
GET https://markdownregistry.com/api/v1/resolve?ref=frankxai/starlight-intelligence-system/system-forge
GET https://markdownregistry.com/api/v1/blob/bffb6794472f0ef67a2af60feebec3d255f4b0d7033064e6bd09ee043011f6e6

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in frankxai/starlight-intelligence-system

Other files named system-forge

system-forge SKILL.md skill
frankxai/starlight-intelligence-system · skills/foundry/system-forge/SKILL.md · Design a multi-capability system as a swarm, vertical, or plugin; compile it only when a Foundry runtime is available…
git:20260906.3f9f53e · audit A · 10 stars
system-forge SKILL.md skill
frankxai/starlight-intelligence-system · plugins/starlight-agent-designer/skills/system-forge/SKILL.md · Design a multi-capability system as a swarm, vertical, or plugin; compile it only when a Foundry runtime is available…
git:20261010.5aba309 · audit A · 10 stars

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