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.
git clone --depth 1 https://github.com/Abhillashjadhav/AI-PM-essential-skillsWrote 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.
[](https://agentmods.dev/plugins/abhillashjadhav/ai-pm-essential-skills/loop-designer)<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>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.
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"]
}
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.
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.
- 8d ago First seen · 11 lines scan A d5db7d78b23e
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.
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