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Agent Skill

Loopy skill

loopyForward-Future/loopyskills/loopy/SKILL.md

Discover, find, compare, audit, repair, adapt, craft, run, debrief, save, and prepare repeatable AI-agent loops for publication. Use when a user asks to analyze code or coding threads for recurring work, find a published loop, interview them to turn a goal into a bounded loop, review a loop for weak checks or unsafe authority, execute a loop with an evidence receipt, learn from completed runs, save or reuse a project loop, or validate and submit a loop to Loop Library.

3.2kMIT

always on

105 tokname + description

once used

3,167 tokSKILL.md body

bundled files

615 KB

repo stars

3.2kGitHub

Install the Loopy skill

Skills CLI (Claude Code, Codex, Cursor and others)

npx skills add https://github.com/Forward-Future/loopy --skill loopy

Claude Code, by hand (all projects)

git clone --depth 1 https://github.com/Forward-Future/loopy.git /tmp/loopy
mkdir -p ~/.claude/skills
cp -R /tmp/loopy/skills/loopy ~/.claude/skills/loopy

For one project only, copy the folder into .claude/skills/ in that project instead. The agent picks it up when a task matches its description.

What it costs your context

Agent Skills load in three steps. Tokens counted with the o200k tokenizer; your model's count will differ a little.

WhenWhat loadsCost
Every sessionName and description105 tok
When the agent uses itThe SKILL.md instructions3,167 tok
Only if opened6 bundled files (15 KB)varies

Until it is used, loopy costs about 13× less than the median MCP server we measured (1,363 tokens on every turn). Installing all 2 skills from Forward-Future/loopy would load 170 tokens of descriptions. Skills vs MCP study

Checks

Our checks found nothing to flag: it follows the Agent Skills specification's naming and size guidelines and doesn't pipe downloads into a shell.

Checked 2026-10-22 · method

What's inside

The headings of its SKILL.md. Read the full file on GitHub.

  • Loopy
  • Route the request
  • Discover loops from existing work
  • Find a published loop
  • Audit and repair a loop
  • Run a loop
  • Debrief completed runs
  • Prepare or publish a loop
  • Save and reuse project loops
  • Keep every workflow grounded
  • Craft a loop through an interview
  • Design the feedback cycle
  • Validate every crafted loop
  • Deliver the loop

More skills from Forward-Future/loopy

All skills in this repo
  1. loop-libraryForward-Future/loopy

    Compatibility alias for Loopy. Use only when an existing installation or older instruction explicitly invokes loop-library; use Loopy for new installations and requests. Provides the same discovery, recommendation, audit, repair, adaptation, guided crafting, bounded execution, run debrief, project loop saving, and publication-preparation workflows.

    3.2k65 tok idle · 3,214 in use