ClaudSkills / Science & Research / research-methods

Pipeline Optimizer

Q: What is a Claude Code skill and how does the Pipeline Optimizer 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. Pipeline Optimizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: research-methods · Last updated: 2026-06-13

Strukturiertes 6-Schritte-Verfahren zur Verbesserung, Renovierung oder Umbau bestehender Pipelines, einzelner Projektordner, Doku-Strukturen oder Software-Stacks. Ansprechbar als "Pipeline-Optimizer" (für ganze Themen-Pipelines, z.B. eine Software-, Forschungs- oder Game-Dev-Pipeline) oder "Projekt-Ordner-Optimizer" (für einzelne Projektordner innerhalb einer Pipeline, z.B. ein einzelnes Software-Tool oder Paper-Projekt). Aktiviert sich bei Aufgaben wie "Pipeline X verbessern", "Stack optimieren", "Y umbauen", "Renovierung", "Pipeline-Refactoring", "Projekt-Ordner aufräumen", "Projektordner optimieren", "Ordnerstruktur verbessern", "Konventionen vereinheitlichen", "Doku-Konsolidierung", "in bestehendes System integrieren", oder bei substantiellen Eingriffen in etablierte Strukturen. Liefert Bausubstanz-Analyse, Zweck-Klärung, Ideal-Skizze, Lücken-Plan, empirische Schmerzpunkt-Identifikation und Retests mit frischen Subagenten. Verhindert parallele Standards, Duplikation und Pipeline-Brüche.

Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Pipeline Optimizer includes pricing or quota commentary. At roughly 1,728 words the SKILL.md is on the longer end of the catalog distribution.

Source: github.com/ellmos-ai/skills
License: MIT
Original author: Lukas Geiger (Methodik) + Claude (Verschriftlichung)
Indexed lastmod: 2026-06-13
Catalog position: Science & Research · research-methods
Indexed related skills: 10

How Pipeline Optimizer fits the catalog

Pipeline Optimizer sits in the Science & Research category under the research-methods sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

Is Pipeline Optimizer safe to install?

A free static scan against the OWASP Agentic Skills Top 10 found no risk patterns in Pipeline Optimizer’s SKILL.md — no data-exfiltration, prompt-injection, or unexpected-execution signatures. The full security scan is below.

Installing & verifying

Installing Pipeline Optimizer writes its SKILL.md to ~/.claude/skills/pipeline-optimizer/SKILL.md; Claude Code discovers it automatically on the next session — no restart flag needed. It declares no allowed-tools restriction, so it inherits your session’s existing tool access rather than narrowing it. To confirm it loaded, ask Claude to list its available skills — pipeline-optimizer should appear by name.

What Pipeline Optimizer needs to run

External services: The SKILL.md references pricing, quota, or rate limits — it likely calls a paid or rate-limited API. Check the source before wiring it into unattended automation.
Depth: ~1,728 words, substantial — top of the catalog distribution.

When to reach for it

There are 10 related skills in Science & Research — a two-minute scan of the alternatives usually confirms whether Pipeline Optimizer is the right pick.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

6-Schritte-Renovierung ohne Inkompatibilitäten — anwendbar auf zwei Größenordnungen:

What this skill does

Pipeline Optimizer is a community-contributed Claude Code skill in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/pipeline-optimizer/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Pipeline Optimizer Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 178,000+ 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/pipeline-optimizer
curl -L https://claudskills.com/skills/pipeline-optimizer/SKILL.md \
  -o ~/.claude/skills/pipeline-optimizer/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/pipeline-optimizer/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/pipeline-optimizer/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\pipeline-optimizer\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Pipeline Optimizer Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/pipeline-optimizer/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Pipeline Optimizer skill do?

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 Pipeline Optimizer skill?

Use Pipeline Optimizer when your Claude Code task falls under the Science & Research category — specifically in the research methods 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 Pipeline Optimizer" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the Pipeline Optimizer 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. Pipeline Optimizer is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/ellmos-ai/skills/blob/HEAD/skills/dev/pipeline-optimizer/SKILL.md
License: MIT
Author: Lukas Geiger (Methodik) + Claude (Verschriftlichung)
Website: https://github.com/ellmos-ai/skills#readme

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

Lukas Geiger (Methodik) + Claude (Verschriftlichung). (2026). Pipeline Optimizer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/pipeline-optimizer/

BibTeX

@misc{pipeline-optimizer-2026,
  author    = {Lukas Geiger (Methodik) + Claude (Verschriftlichung)},
  title     = {Pipeline Optimizer [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/pipeline-optimizer/}
}

Embed this skill

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Badge

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Security scan

Grade A · scanned 2026-08-08 — 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):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/pipeline-optimizer/#security)

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Browse all Science & Research skills → Top 100 skills

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