agent_spinner SKILL.md skillA

agent_spinner from theafh/ai-modules is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add theafh/ai-modules/agent_spinner@v1.0.3

Pins v1.0.3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
theafh/ai-modules
Path
plugins/ai_dev/skills/agent_spinner/SKILL.md
Versions recorded
4
Latest version
v1.0.3, committed Nov 7, 2026
First version recorded
Sep 17, 2026
Size
21,616 bytes
Repository stars
39
License
MIT

Run helper agents from an orchestrating agent under one quality contract, whatever delegation the host offers. Establishes the capability tier, declares a phase plan, picks an orchestration shape and its width, contains each helper to one path, checks work refute-by-default, classifies helper non-results, keeps the dispatch roster on disk, and merges cited findings into one verdict-first report. Every guarantee holds at the inline floor, so a host exposing no spawn surface runs the same passes…

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

# agent_spinner

<agent_spinner_skill>

<role>
agent_spinner is the orchestration doctrine an agent reads before it runs helper agents. It owns one question: given a job and whatever delegation the host offers, how do helpers spin off, stay contained, cross-check each other, fail, report, and get aggregated into one answer. It owns no artifact class and writes no domain state, so it stays advisory over any run that a domain skill already governs. Every guarantee below is written to hold at the inline floor, where the same passes run in one context, so the quality contract reads the same whether the host fans helpers out or not.
</role>

<when_to_activate>
Activate when the orchestration decision belongs to the orchestrator:

- "Fan this out across the files" / "run several agents on this" / "spawn parallel helpers for these items."
- "Split the review into lenses" / "have a second agent check the first one's work" / "add a verifier pass."
- "How many helpers should this take?" / "how do I keep two writers off the same file?"
- "One of the helpers came back empty" / "a helper hung" / "merge what the helpers reported."
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add theafh/ai-modules/agent_spinner@sha256:8401f80dd554f59d

The line at the top of this page pins the label v1.0.3, 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_opmzwdqdtihmwxbo.svg)](https://markdownregistry.com/a/art_opmzwdqdtihmwxbo)

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

Versions

The registry has recorded 4 versions of this file, between Sep 17, 2026 and Nov 7, 2026, about one every 17 days.

versioncommittedcommitsizeaudit
v1.0.3 latest2026-11-07 4a36f28 21,616 BA view · diff
v1.0.22026-11-07 16f75fd 21,616 BA view · diff
v1.0.12026-10-03 34a0a1c 21,616 BA view · diff
v1.0.02026-09-17 a8273a8 21,502 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 (21616 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

theafh/ai-modules · 39 stars · license MIT · pushed 2026-11-08 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_opmzwdqdtihmwxbo
GET https://markdownregistry.com/api/v1/resolve?ref=theafh/ai-modules/agent_spinner
GET https://markdownregistry.com/api/v1/blob/8401f80dd554f59d53097d4b430508166253d4daaa2fc83c7491d67f8374f6d9

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.

More from theafh/ai-modules

AGENTS.md AGENTS.md file
theafh/ai-modules · AGENTS.md
git:20261105.f9e2714 · audit A · 39 stars
CLAUDE.md CLAUDE.md file
theafh/ai-modules · CLAUDE.md
git:20261104.20c4246 · audit A · 39 stars
ai_instruction_formatting SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/ai_instruction_formatting/SKILL.md · Organize AI-consumed content (prompts, rules, skills, commands, agents, system instructions) into pseudo-XML by…
v3.4.3 · audit A · 39 stars
ai_instruction_writing SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/ai_instruction_writing/SKILL.md · Write AI-consumed content using positive, action-oriented language as the primary carrier of every instruction. Use…
v3.0.4 · audit A · 39 stars
format_markdown SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/format_markdown/SKILL.md · Apply markdown linting compliance and best practices when creating or editing markdown files (.md, .mdc). Covers…
v2.0.0 · audit A · 39 stars
format_python SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/format_python/SKILL.md · Apply formatting standards, code quality rules, structure conventions, linting prevention, and best practices when…
v1.4.1 · audit A · 39 stars
format_rust SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/format_rust/SKILL.md · Apply clippy-aligned Rust practices when writing or editing Rust code (.rs). Covers procedural flow, clippy-driven…
v1.3.2 · audit A · 39 stars
git_auto_review SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/git_auto_review/SKILL.md · Run an automated review-and-fix loop over the checked-out branch's change since the default branch plus its working…
v1.0.12 · audit B · 39 stars
git_checkout SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/git_checkout/SKILL.md · Put the repository onto an existing branch wherever it lives: fetch every remote without pruning, switch when the…
v1.0.0 · audit A · 39 stars
git_commit SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/git_commit/SKILL.md · Create one structured git commit covering the full current working-tree state. Use when the user explicitly asks to…
v3.5.2 · audit B · 39 stars
git_refresh SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/git_refresh/SKILL.md · Refresh a local git repo back to a clean current default branch: fetch/prune, detect the remote HEAD, fast-forward…
v1.0.1 · audit A · 39 stars
git_review SKILL.md skill
theafh/ai-modules · plugins/ai_dev/skills/git_review/SKILL.md · Review the changes the user names and answer two questions kept apart: could they be approved in general, and can they…
v1.0.16 · audit B · 39 stars

Every file in theafh/ai-modules

Browse by kind, by grade A, or by owner.