LLM Pipeline Layering
Design know-how for splitting a small local LLM's work across calls — by KIND of work (extract, then format/validate) and by ORDER (a call that judges an artifact must run after that artifact exists). Use when one generate() call is asked to do two things at once (decide-then-produce, extract-then-format), when a prompt's abstain path is a degenerate case of its output format and never fires, when choosing whether constrained decoding (`format=`/enum) helps or starves a task, when a reasoning model's chain-of-thought is being suppressed by an answer-only constraint, or when deciding where a quality gate belongs. NOT for choosing code vs LLM for a task in the first place (that is when-code-when-llm), NOT for the 4-layer code/LLM pipeline split (code-and-llm-collaboration), and NOT for fault injection at those seams (chaos-tdd-fault-injection / ADR-0077).
Security AStatic scan found no risk patternsHow grading works ›
From the source SKILL.md
Extracted: 2026-03-22 Context: When a small local LLM (≤9B) produces unreliable output format or quality
What this skill does
LLM Pipeline Layering is a community-contributed Claude Code skill in the ide-editor sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/llm-pipeline-layering/ and loads when your prompt matches the skill's trigger.
When to invoke it: Use when one generate() call is asked to do two things at once (decide-then-produce, extract-then-format), when a prompt's abstain path is a degenerate case of its output format and never fires, when choosing whether constrained decoding (`format=`/enum) helps or starves a task, when a reasoning model's chain-of-thought is being suppressed by an answer-only constraint, or when deciding where a quality gate belongs. NOT for choosing code vs LLM for a task in the first place (that is when-code-when-llm), NOT for the 4-layer code/LLM pipeline split (code-and-llm-collaboration), and NOT for fault injection at those seams (chaos-tdd-fault-injection / ADR-0077).
Who uses this skill
The LLM Pipeline Layering Claude Code skill is built for developers, power users, and teams automating repetitive workflows and improving developer experience. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 163,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/llm-pipeline-layering
curl -L https://claudskills.com/skills/llm-pipeline-layering/SKILL.md \
-o ~/.claude/skills/llm-pipeline-layering/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/llm-pipeline-layering/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/llm-pipeline-layering/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\llm-pipeline-layering\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
Pro
One-click install via the desktop app
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
Pro
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Frequently asked questions
How do I install the LLM Pipeline Layering Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/llm-pipeline-layering/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the LLM Pipeline Layering skill do?
Design know-how for splitting a small local LLM's work across calls — by KIND of work (extract, then format/validate) and by ORDER (a call that judges an artifact must run after that artifact exists). Use when one generate() call is asked to do two things at once (decide-then-produce, extract-then-format), when a prompt's abstain path is a degenerate case of its output format and never fires, when choosing whether constrained decoding (`format=`/enum) helps or starves a task, when a reasoning model's chain-of-thought is being suppressed by an answer-only constraint, or when deciding where a quality gate belongs. NOT for choosing code vs LLM for a task in the first place (that is when-code-when-llm), NOT for the 4-layer code/LLM pipeline split (code-and-llm-collaboration), and NOT for fault injection at those seams (chaos-tdd-fault-injection / ADR-0077).
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the LLM Pipeline Layering skill?
Use LLM Pipeline Layering when your Claude Code task falls under the Dev Tools category — specifically in the ide editor area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use LLM Pipeline Layering" or describe the task and let Claude pick). Browse related skills at
/category/tools/.
What is a Claude Code skill and how does the LLM Pipeline Layering skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. LLM Pipeline Layering is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Dev Tools category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
shimo4228. (2026). LLM Pipeline Layering [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/llm-pipeline-layering/
BibTeX
@misc{llm-pipeline-layering-2026,
author = {shimo4228},
title = {LLM Pipeline Layering [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/llm-pipeline-layering/}
}Embed this skill
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Security scan
Grade A · scanned 2026-07-28 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
Show this grade on your repo (click to copy):
[](https://claudskills.com/skills/llm-pipeline-layering/#security)
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