loop-designer

loop-designer is a plugin for Claude Code from Abhillashjadhav/AI-PM-essential-skills. Its manifest loads nothing; the 1 skill it bundles cost 226 tokens per session together, scanned A, original, MIT.

A plugin for turning a repeated task into an automated loop with defined steps, checks, limits, and stopping rules. It can produce instructions for scheduled cloud runs or local cron and launchd jobs.

In plain words
What is it for?
Use it to design recurring research, reporting, or maintenance workflows with inputs, outputs, schedules, verifier checks, iteration limits, and completion notifications.
Why use it?
It helps recurring automation avoid running without limits, repeating work, taking destructive actions, or finishing without verification.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest. Also seen: mentions Claude Code.

Good fit Use it to design recurring research, reporting, or maintenance workflows with inputs, outputs, schedules, verifier checks, iteration limits, and completion notifications.

Compare 6 plugins from other repositories ↓
Install in Claude Code
/plugin marketplace add Abhillashjadhav/AI-PM-essential-skills/plugin install loop-designer
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.

Clone the repo
git clone --depth 1 https://github.com/Abhillashjadhav/AI-PM-essential-skills

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 loop-designer

README.md
[![agentmods](https://agentmods.dev/badge/plugins/abhillashjadhav/ai-pm-essential-skills/loop-designer.svg)](https://agentmods.dev/plugins/abhillashjadhav/ai-pm-essential-skills/loop-designer)
Your own site
<a href="https://agentmods.dev/plugins/abhillashjadhav/ai-pm-essential-skills/loop-designer"><img src="https://agentmods.dev/badge/plugins/abhillashjadhav/ai-pm-essential-skills/loop-designer.svg" alt="Measured on agentmods" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured The manifest loads nothing itself; its 1 skill cost 226 tokens a session between them.
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.
Security

Grade A, and why

loop-designer 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 8d 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.

loop-designer/.claude-plugin/plugin.json · 11 lines

What it actually says

{
  "name": "loop-designer",
  "version": "0.1.0",
  "description": "One skill that turns any recurring task into a guarded autonomous loop. loop-designer interviews minimally (goal, inputs, output destination, schedule), then generates a five-part loop spec (Discover, Plan, Execute, Verify by a separate verifier checklist, Stop-or-Repeat), a non-negotiable guardrails block (max-iterations cap, cost ceiling, seen-log cross-run dedup, no-destructive-actions allowlist, completion/trip notification), and two ready-to-paste artifacts: a Claude Code Routine prompt for cloud scheduled runs and a local cron/launchd variant. Architecture generalized from a production daily-radar loop, not invented.",
  "author": {
    "name": "Abhillash Jadhav",
    "url": "https://github.com/Abhillashjadhav"
  },
  "keywords": ["automation", "loops", "routines", "cron", "guardrails", "ai-pm"]
}
Contents

What it installs

The manifest is a name and a version. 1 skill travel with it, and installing the plugin installs all of them — 226 tokens a session between them. Each is measured on its own page, and each can be installed alone.

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. 8d ago First seen · 11 lines scan A d5db7d78b23e

Subscribe to this mod's changes

loop-designer is a plugin published in the GitHub repository Abhillashjadhav/AI-PM-essential-skills (2 stars, last pushed 6d ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. 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.