agent-workflow-presets: Skill for Cursor

.cursor/skills/run-task-loop/SKILL.md

run-task-loop is a skill for Cursor from hlalljie/agent-workflow-presets. It costs 75 tokens per session (1,578 once invoked), scanned A, original, MIT.

A workflow for carrying a coding task from initial checks through implementation, tests, validation, and commit verification. It stops when work is blocked, needs an owner-only decision, or has no reasonable path forward.

In plain words
What is it for?
Use it to manage multi-step coding work, create or follow task lists, add tests, run tests, validate changes, and verify a commit.
Why use it?
It reduces the need for someone to repeatedly monitor and direct each step. It also keeps tasks and testing from being skipped.

Skill for Cursor

Written for Cursor: installed under .cursor/. Also seen: mentions subagents.

This is hlalljie/agent-workflow-presets's own configuration. It tells Cursor how to work on agent-workflow-presets itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything agent-workflow-presets configures →

Reuse

Borrowing it

Nothing to install: this file belongs to hlalljie/agent-workflow-presets. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/hlalljie/agent-workflow-presets/main/.cursor/skills/run-task-loop/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/hlalljie/agent-workflow-presets

Made for: Cursor.

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 run-task-loop

README.md
[![agentmods](https://agentmods.dev/badge/skills/hlalljie/agent-workflow-presets/run-task-loop/github.svg)](https://agentmods.dev/skills/hlalljie/agent-workflow-presets/run-task-loop)
Your own site
<a href="https://agentmods.dev/skills/hlalljie/agent-workflow-presets/run-task-loop"><img src="https://agentmods.dev/badge/skills/hlalljie/agent-workflow-presets/run-task-loop/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 run-task-loop

Your own site · 80×15
<a href="https://agentmods.dev/skills/hlalljie/agent-workflow-presets/run-task-loop"><img src="https://agentmods.dev/badge/skills/hlalljie/agent-workflow-presets/run-task-loop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 75 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,578 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 $0.00075 $0.01578
Opus 5.5 $0.00030 $0.00631
Sonnet 5.5 $0.00015 $0.00316
Haiku 4.5 $0.00007 $0.00158

Measured 19d ago against content hash 58346f04e9a9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

run-task-loop 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 19d 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.

.cursor/skills/run-task-loop/SKILL.md · 92 lines

How it starts

The opening of the file, as written. The whole thing — 92 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Run task loop

Goal

Finish the work with strong coverage, without owner involvement until done, blocked, or out of credible fixes.

Modes

The active mode is set by the user and tracked by workflow-mode.mdc. Read the mode file and follow it; where it conflicts with this file, the mode file wins.

  • default (no mode): this file as written. Interrupt only for Stop only for items. Test moderately: follow run tests, full suite only when shared code is touched. Validate before handing off.
  • careful: ask immediately, small verified steps, approval before touching real data.
  • pair: fast high-volume edits with an edit log and light checks while the user reviews live.
  • afk: ask everything up front, then run unattended until done or blocked.

Doc shape: This skill points at other skills (add-tests, run-tests, verify-commit) instead of inlining every instruction—modular by choice; if that becomes hard to follow, a future option is one consolidated runbook.

Stop only for

  • Blocker — decision, access, ambiguity, or rule that forbids proceeding (dependency-safety.mdc, data-safety.mdc, …).
  • Owner-only items in open-questions.md, plan, or tasks.
  • No viable path after reasonable retries.

Otherwise keep going.

First action: blockers

  1. Scan conversation, plan, open-questions.md, tasks for owner-only items.
  2. If blocking → list and stop; else proceed.

Issues

If there is a plan, and neither the phase about to start nor the plan (an Issues: line under its title) has an Issues: line, create the issue with plan issues before starting. A plan-level line covers every phase without its own, so a plan that is one issue is handled once. It runs without asking, once (the line it writes stops repeats), and stays quick. Skip without comment when the repo has no GitHub remote or gh is not signed in.

Read the full file on GitHub · 92 lines

Files

What ships with it

3 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. 19d ago Changed · +6 lines 58346f04e9a9
  2. 22d ago Changed · +10 lines · +17 tokens per session a1e59db4ede2
  3. 1mo ago First seen · 76 lines · 58 tokens per session scan A 245aab8fb66e

Subscribe to this mod's changes

run-task-loop is a skill published in the GitHub repository hlalljie/agent-workflow-presets (2 stars, last pushed 20d ago), licensed MIT. It adds 75 tokens to every session and 1,578 once invoked, about $0.0003 per session on Opus 5.5. 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.