loop-designer

loop-designer is a skill for Claude Code from Abhillashjadhav/AI-PM-essential-skills. It costs 226 tokens per session (1,471 once invoked), scanned A, original, MIT.

A design guide for turning a one-time task into a recurring automated workflow. It defines the goal, inputs, output, schedule, and safeguards before the workflow runs unattended.

In plain words
What is it for?
Use it to design daily or scheduled scans, reports, monitoring jobs, and other repeatable workflows with defined inputs and destinations.
Why use it?
It prevents vague automation that runs without a checkable result or clear limits.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions Claude Code.

Part of the loop-designer plugin — 1 skill shipped together

Good fit Use it to design daily or scheduled scans, reports, monitoring jobs, and other repeatable workflows with defined inputs and destinations.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/abhillashjadhav/ai-pm-essential-skills/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.

Any agent
npx skills add Abhillashjadhav/AI-PM-essential-skills --skill loop-designer
Clone the repo
git clone --depth 1 https://github.com/Abhillashjadhav/AI-PM-essential-skills

Made for: Claude Code.

Or install loop-designer, the plugin that ships this one along with the rest of its 1 skill.

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/skills/abhillashjadhav/ai-pm-essential-skills/loop-designer/github.svg)](https://agentmods.dev/skills/abhillashjadhav/ai-pm-essential-skills/loop-designer)
Your own site
<a href="https://agentmods.dev/skills/abhillashjadhav/ai-pm-essential-skills/loop-designer"><img src="https://agentmods.dev/badge/skills/abhillashjadhav/ai-pm-essential-skills/loop-designer/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 loop-designer

Your own site · 80×15
<a href="https://agentmods.dev/skills/abhillashjadhav/ai-pm-essential-skills/loop-designer"><img src="https://agentmods.dev/badge/skills/abhillashjadhav/ai-pm-essential-skills/loop-designer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 226 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,471 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 $0.00226 $0.01471
Opus 5 $0.00113 $0.00736
Sonnet 5 $0.00045 $0.00294
Haiku 4.5 $0.00023 $0.00147

Measured 11d ago against content hash 5f07260ca8b7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

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 11d 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/skills/loop-designer/SKILL.md · 81 lines

How it starts

The opening of the file, as written. The whole thing — 81 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Loop Designer

Turn a one-off task into a guarded autonomous loop: five explicit parts, five non-negotiable guardrails, two ready-to-paste artifacts. The architecture is generalized from a production daily-radar loop that has run live — see references/loop-anatomy.md for the anatomy and its provenance, references/guardrail-design.md for why each guardrail exists.

Step 0 — Verification first

Before designing anything, ask: what does a successful run look like, checkably? If the user's task has no verifiable success condition ("keep an eye on things", "make it better over time"), stop and help define one — a file that exists with required fields, a count within bounds, a claim with a source link. No verifiable condition, no loop: an unverifiable loop is an unattended failure generator.

Step 1 — Minimal interview

Ask only what the request didn't already say (one message, not a questionnaire):

  1. Goal — the checkable success condition from Step 0.
  2. Sources/inputs — what each run scans or consumes (URLs, repos, folders, APIs).
  3. Output destination — where results land (file path pattern, branch, email, issue).
  4. Schedule — cron-style cadence, or event-driven.

Step 2 — Generate the loop spec (five parts, all explicit)

LOOP SPEC: <name>
DISCOVER  — what each run scans, with recency/scope cutoffs stated
PLAN      — how findings are filtered and decomposed: dedup against the seen-log
            FIRST, then select/rank what survives (selection criteria explicit)
EXECUTE   — the action, with exact output format and destination
VERIFY    — a separate verifier checklist (3-6 binary checks) run AFTER execute;
            the run only counts as successful if every check passes
STOP-OR-REPEAT — exit conditions: work exhausted, nothing new found (say so
            honestly — an empty run writes "nothing new", never padding),
            iteration cap hit, or ceiling hit

Rules for VERIFY:

  • The verifier is a distinct step with its own checklist — never the executor grading its own output in the same breath. In a Routine, VERIFY is a separately-delimited checklist pass over the produced artifact; in a multi-agent setup, a separate agent.
  • Checks must be binary and artifact-inspectable (file exists, fields present, every claim has a source link, item count within bounds, no seen-log duplicates in output).
  • A failed check = failed run, reported as such — never silently shipped.

Read the full file on GitHub · 81 lines

Files

What ships with it

4 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. 11d ago First seen · 81 lines · 226 tokens per session scan A 5f07260ca8b7

Subscribe to this mod's changes

loop-designer is a skill published in the GitHub repository Abhillashjadhav/AI-PM-essential-skills (3 stars, last pushed 9d ago), licensed MIT. It adds 226 tokens to every session and 1,471 once invoked, about $0.0011 per session on Opus 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 2026-08-31.