Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / General / general-misc

Handling Extraction Quality

Category: General  ·  Sub-category: general-misc  ·  Last updated:
Use when the user asks about an equation, formula, derivation, loss function, algorithm, figure, table, or other visually-formatted technical content from a library document — Marker's PDF extraction generally produces correct LaTeX for math, but it can degrade with subscript/superscript collapse (`QWQ i` instead of `QW^Q_i`), escape-sequence remnants like `\n(1)` at equation tails, empty math delimiters, empty `<!-- image -->` markers, broken markdown tables, or `show_document` reporting `**Status:** needs_review`. Default flow: retrieve the markdown, inspect for those genuine garbling cues; if cues fire, escalate to the PDF via `Read` at the path from `show_document`. Provenance is mandatory either way: cite chunk index for markdown-sourced content, page number for PDF-sourced content. Do not ask the user to retype.

About this skill (catalog notes)

Handling Extraction Quality is published as a SKILL.md file in this catalog. The SKILL.md runs to about 1,073 words, in the catalog's typical mid-range.

Original author
strophios
Indexed lastmod
Catalog position
General · general-misc
Indexed related skills
10

How Handling Extraction Quality fits the catalog

Handling Extraction Quality sits in the General category under the general-misc 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.

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.

What this skill does

Handling Extraction Quality is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/handling-extraction-quality/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user asks about an equation, formula, derivation, loss function, algorithm, figure, table, or other visually-formatted technical content from a library document — Marker's PDF extraction generally produces correct LaTeX for math, but it can degrade with subscript/superscript collapse (`QWQ i` instead of `QW^Q_i`), escape-sequence remnants like `\n(1)` at equation tails, empty math delimiters, empty `<!-- image -->` markers, broken markdown tables, or `show_document` reporting `**Status:** needs_review`. Default flow: retrieve the markdown, inspect for those genuine garbling cues; if cues fire, escalate to the PDF via `Read` at the path from `show_document`.

Who uses this skill

The Handling Extraction Quality Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 119,000+ 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/handling-extraction-quality
curl -L https://claudskills.com/skills/handling-extraction-quality/SKILL.md \
  -o ~/.claude/skills/handling-extraction-quality/SKILL.md

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

Skills live at ~/.claude/skills/handling-extraction-quality/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\handling-extraction-quality\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 Handling Extraction Quality Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/handling-extraction-quality/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Handling Extraction Quality skill do?
Use when the user asks about an equation, formula, derivation, loss function, algorithm, figure, table, or other visually-formatted technical content from a library document — Marker's PDF extraction generally produces correct LaTeX for math, but it can degrade with subscript/superscript collapse (`QWQ i` instead of `QW^Q_i`), escape-sequence remnants like `\n(1)` at equation tails, empty math delimiters, empty `<!-- image -->` markers, broken markdown tables, or `show_document` reporting `**Status:** needs_review`. Default flow: retrieve the markdown, inspect for those genuine garbling cues; if cues fire, escalate to the PDF via `Read` at the path from `show_document`. Provenance is mandatory either way: cite chunk index for markdown-sourced content, page number for PDF-sourced content. Do not ask the user to retype.
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 Handling Extraction Quality skill?
Use Handling Extraction Quality when your Claude Code task falls under the General category — specifically in the general misc 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 Handling Extraction Quality" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Handling Extraction Quality 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. Handling Extraction Quality is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General 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
strophios. (2026). Handling Extraction Quality [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/handling-extraction-quality/
BibTeX
@misc{handling-extraction-quality-2026,
  author    = {strophios},
  title     = {Handling Extraction Quality [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/handling-extraction-quality/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
[![ClaudSkills](https://claudskills.com/badge/handling-extraction-quality.svg)](https://claudskills.com/skills/handling-extraction-quality/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)
<script>
<script src="https://claudskills.com/embed/handling-extraction-quality.js" async></script>
<iframe>
<iframe src="https://claudskills.com/embed/handling-extraction-quality.html" width="100%" height="160" frameborder="0" loading="lazy" title="ClaudSkills: Handling Extraction Quality"></iframe>

Free. No spam. Unsubscribe in one click.

More General skills

Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all General skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore