loop-implement

loop-implement is a skill for Claude Code from choiyounggi/loop-orchestrator. It costs 88 tokens per session (2,021 once invoked), scanned A, original, MIT.

A step-by-step method for completing one substantial coding task, from defining success through testing, review, and retrying failed checks.

In plain words
What is it for?
Use it for features, bug fixes, logic changes, and refactors that alter behavior. It is not intended for tiny edits such as typos or simple renames.
Why use it?
It keeps implementation work from stopping after code is written by requiring clear completion criteria and independent verification.

Skill for Claude Code

Written for Claude Code: ${CLAUDE_PLUGIN_ROOT} variable. Also seen: mentions subagents.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the loop-orchestrator plugin — 2 skills, 1 agent, 2 hooks shipped together

Good fit Use it for features, bug fixes, logic changes, and refactors that alter behavior. It is not intended for tiny edits such as typos or simple renames.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add choiyounggi/loop-orchestrator
Claude Code
/plugin install loop-orchestrator

Made for: Claude Code.

Or install loop-orchestrator, the plugin that ships this one along with the rest of its 2 skills, 1 agent, 2 hooks.

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-implement

README.md
[![agentmods](https://agentmods.dev/badge/skills/choiyounggi/loop-orchestrator/loop-implement/github.svg)](https://agentmods.dev/skills/choiyounggi/loop-orchestrator/loop-implement)
Your own site
<a href="https://agentmods.dev/skills/choiyounggi/loop-orchestrator/loop-implement"><img src="https://agentmods.dev/badge/skills/choiyounggi/loop-orchestrator/loop-implement/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-implement

Your own site · 80×15
<a href="https://agentmods.dev/skills/choiyounggi/loop-orchestrator/loop-implement"><img src="https://agentmods.dev/badge/skills/choiyounggi/loop-orchestrator/loop-implement.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 88 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,021 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 $0.00088 $0.02021
Opus 5.5 $0.00035 $0.00808
Sonnet 5.5 $0.00018 $0.00404
Haiku 4.5 $0.00009 $0.00202

Measured 2mo ago against content hash 11cc17c37a86, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

loop-implement 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 2mo 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.

skills/loop-implement/SKILL.md · 143 lines

How it starts

The opening of the file, as written. The whole thing — 143 lines — stays where its author put it; the contents beside it link to each section on GitHub.

loop-implement — verification loop for a single task

Take one task and drive it to "done" through a closed loop whose steps are grounded in established methodology (sources at the bottom). This is the worker half of loop-orchestrator: an orchestrator session hands you one task; you complete it here. It also works standalone for a single task.

When to use

  • Use: logic changes, new features, bug fixes, behavior-changing refactors.
  • Skip: typos, config values, simple rename/import cleanup, one-line edits.

Tool profile (pluggable)

A few steps can use environment-specific tools through named capability roles: knowledge (domain facts / policy / code values), tacit (past incidents, edge cases, danger zones), plan (a planning skill), verify (the project's test / build / QA command), explore (code/symbol search), and design (visual/UI spec for a UI task, e.g. a Figma link). Resolve them once at the start:

sh ${CLAUDE_PLUGIN_ROOT}/scripts/resolve-tools.sh --summary

For each role: if a tool is configured, use it where the loop references that role below; if it resolves to default, use the generic built-in behavior (your own analysis / the step-2 planning). Configuration is optional and layered (per-user then per-repo) — with nothing set, the loop runs fully generic and depends on no external tool. Schema, precedence, and examples: references/tool-profile.md.

A role is a tool injected into one step — never a loop. Do NOT map a role (esp. verify) to a tool that runs its own implement/verify/retry loop or another orchestrator; that nests loops and muddies the retry/DoD/auditor ownership. There is no implement role — step 4 below is the single owner of the implement cycle.

The loop

0. Define done       — write the acceptance criteria + done checklist FIRST,
                        so the loop has an explicit pass/fail target.        [DoD/XP]
1. Analyze           — understand the change; list the test scenarios it needs.
                        Consult `knowledge` + `tacit` if configured; use `explore`
                        to locate code/symbols. For a UI-facing task, read the
                        visual spec — the brief's `<design_spec>` if present, else
                        consult `design` (e.g. a Figma link) — and implement to it. [TDD step 1 / PDCA Plan]
2. Plan / design     — for larger tasks only; fold into step 1 if small.
                        Use the `plan` role if configured, else plan inline.     [PDCA Plan]
3. Write tests (Red) — write the failing test(s) BEFORE the code. The test is
                        the spec and the verification oracle. If test-first is
                        impractical (e.g. exploratory UI), fix the acceptance
                        criteria / verification command before implementing.    [TDD test-first]
4. Implement (Green) — minimal code to make the tests pass.                     [TDD Green / PDCA Do]
5. Run tests (Check) — run new + existing tests; preserve failure output. Use the
                        `verify` role's command if configured (run only).        [PDCA Check / self-testing code]
6. Self-review + refactor — clean up; check bugs, edge cases, resource leaks,
                        input validation, unused code. Re-check against the
                        `tacit` role's danger zones if configured.               [TDD Refactor / self-review / Self-Refine]
6.5 Independent audit — REQUIRED: call the test-quality-auditor subagent with the
                        task brief, the diff, and the test paths. Do NOT grade
                        your own tests. (self-grading guard)
7. Judge against done — pass only if the done checklist is met AND the auditor
                        returns VERDICT: PASS.                                  [DoD / evaluator]
   - PASS  -> done.
   - FAIL  -> 7b.
7b. Reflect + retry  — state in words why it failed (what the auditor/tests
                        showed), then retry from step 3 with that reflection.
                        Bounded: at most 3 attempts. On the 3rd failure, STOP
                        and escalate with the last failure reason.              [Reflexion / bounded retry]

Read the full file on GitHub · 143 lines

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. 2mo ago First seen · 143 lines · 88 tokens per session scan A 11cc17c37a86

Subscribe to this mod's changes

loop-implement is a skill published in the GitHub repository choiyounggi/loop-orchestrator (2 stars, last pushed 3mo ago), licensed MIT. It adds 88 tokens to every session and 2,021 once invoked, about $0.0004 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.

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