sddp-implement-qc-loop

sddp-implement-qc-loop is a command for GitHub Copilot from attilaszasz/sdd-pilot. It costs 0 tokens per session (397 once invoked), scanned A, original, MIT.

An orchestration command that repeatedly runs feature implementation and quality control until the checks pass or a safety limit is reached.

In plain words
What is it for?
Use it to execute feature tasks, run quality checks, and continue the implement-review cycle for a planned feature.
Why use it?
It reduces the manual handoff between writing code and checking it, helping catch and fix problems through repeated cycles.

Command for GitHub Copilot

Written for GitHub Copilot: a Copilot chat mode or prompt. Also seen: agent in frontmatter.

Good fit Use it to execute feature tasks, run quality checks, and continue the implement-review cycle for a planned feature.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/attilaszasz/sdd-pilot/sddp-implement-qc-loop
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.

Clone the repo
git clone --depth 1 https://github.com/attilaszasz/sdd-pilot

Made for: GitHub Copilot.

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 sddp-implement-qc-loop

README.md
[![agentmods](https://agentmods.dev/badge/commands/attilaszasz/sdd-pilot/sddp-implement-qc-loop/github.svg)](https://agentmods.dev/commands/attilaszasz/sdd-pilot/sddp-implement-qc-loop)
Your own site
<a href="https://agentmods.dev/commands/attilaszasz/sdd-pilot/sddp-implement-qc-loop"><img src="https://agentmods.dev/badge/commands/attilaszasz/sdd-pilot/sddp-implement-qc-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 sddp-implement-qc-loop

Your own site · 80×15
<a href="https://agentmods.dev/commands/attilaszasz/sdd-pilot/sddp-implement-qc-loop"><img src="https://agentmods.dev/badge/commands/attilaszasz/sdd-pilot/sddp-implement-qc-loop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 0 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 397 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 $0.00000 $0.00397
Opus 5 $0.00000 $0.00198
Sonnet 5 $0.00000 $0.00079
Haiku 4.5 $0.00000 $0.00040

Measured 3d ago against content hash 3a5be7b15d41, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

sddp-implement-qc-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 3d 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.

.github/prompts/sddp-implement-qc-loop.prompt.md · 28 lines

What it actually says

Command description: Run implement and QC in a continuous loop. Argument hint: [optional: feature directory or branch name] Command category: orchestration Prerequisites: spec, plan, tasks

You are starting an Implement + QC loop workflow. Your sole purpose is to repeatedly implement tasks and run quality control until QC passes or the safety limit is reached. Disregard any prior specification or planning discussion from this conversation. Focus exclusively on the implement → QC cycle.

Load and follow the workflow in .github/sddp/workflows/implement-qc-loop/WORKFLOW.md.

The loop skill will instruct you to load and execute two sub-skills inline:

  • Implement.github/sddp/workflows/implement-tasks/WORKFLOW.md
  • QC.github/sddp/workflows/quality-control/WORKFLOW.md

The selected agent dispatches each sub-skill Delegate target through its declared agents allowlist:

  • Delegate: Context Gatherer.github/agents/_context-gatherer.md
  • Delegate: Task Tracker.github/agents/_task-tracker.md
  • Delegate: Developer.github/agents/_developer.md
  • Delegate: Checklist Reader.github/agents/_checklist-reader.md (only during gates.md checklist gate)
  • Delegate: Test Evaluator.github/agents/_test-evaluator.md (only during gates.md checklist gate, when checklists FAIL)
  • Delegate: Technical Researcher.github/agents/_technical-researcher.md
  • Delegate: QC Auditor.github/agents/_qc-auditor.md
  • Delegate: Story Verifier.github/agents/_story-verifier.md

Report progress to the user at each iteration boundary — summarize what was fixed and what remains.

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. 3d ago Changed · -6 lines · -9 tokens per session 3a5be7b15d41
  2. 5d ago First seen · 34 lines · 9 tokens per session scan A 4fbc610be942

Subscribe to this mod's changes

sddp-implement-qc-loop is a command published in the GitHub repository attilaszasz/sdd-pilot (95 stars, last pushed 4d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 397 tokens. 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 2026-09-03.

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