Agent skill

Extract From Pdfs

by aiskillstore in aiskillstore/marketplace

This skill should be used when extracting structured data from scientific PDFs for systematic reviews, meta-analyses, or database creation.

No licenceAuto-check passedDocuments & Office

Install Extract From Pdfs

skills CLI
$ npx skills add aiskillstore/marketplace --skill extract-from-pdfs -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install aiskillstore/marketplace extract-from-pdfs --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/brunoasm/extract-from-pdfs .claude/skills/extract-from-pdfs && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
extract-from-pdfs
GitHub stars
433
Token cost
~2.2k tokens
SKILL.md length
747 words
Files
21 (incl. scripts, references, assets)
Skills in repo
1,044
Repo updated
First seen
Licence
None found

At a glance

This skill should be used when extracting structured data from scientific PDFs for systematic reviews, meta-analyses, or database creation.

  • Works in 3 steps: Initial Setup → Define Extraction Requirements → Design Extraction Schema
  • Working with collections of research papers that need to be converted into analyzable datasets with validation metrics
  • SKILL.md covers Purpose, When to Use This Skill, Getting Started and Workflow Execution, plus 7 more sections
  • Runs Python scripts from its folder; calls python and conda; needs ANTHROPIC_API_KEY

What it does

Extract From Pdfs is an agent skill from aiskillstore/marketplace. This skill should be used when extracting structured data from scientific PDFs for systematic reviews, meta-analyses, or database creation. Use when working with collections of research papers that need to be converted into analyzable datasets with validation metrics.

Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 23 other files, including scripts, reference files and assets (for example `README.md`, `assets/api_config_template.json` and `assets/example_api_config_ecology.json`).

It sits in Documents & Office, covering Schema markup, PDF and Literature review. It works with Python. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.

When your agent uses it

  • Working with collections of research papers that need to be converted into analyzable datasets with validation metrics
  • Tasks that involve Schema markup
  • Tasks that involve PDF

Example prompts

  • “/extract-from-pdfs”

Requirements

  • Python 3
  • A credential in ANTHROPIC_API_KEY

Workflow steps

3 steps, taken from the step headings in SKILL.md.

  1. Initial Setup
  2. Define Extraction Requirements
  3. Design Extraction Schema

What it can do on your machine

Read from SKILL.md and the folder at commit 44923f3. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 6 files in scripts/ (Python, from the files we listed), which the agent can run.

    Shell commands in SKILL.md call:

    • python
    • conda

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • ANTHROPIC_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Extract From Pdfs loads about 2.2k tokens when it runs, and up to ~9.3k if it reads all its reference files. Until then it costs about 72 tokens; SKILL.md has 747 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~72
When it runs · the whole SKILL.md, loaded when a task matches
~2.2k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~9.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 747 words (~2,213 tokens).

“Extract standardized, structured data from scientific PDF literature using Claude's vision capabilities. Transform PDF collections into validated databases ready for statistical analysis in Python, R, or other frameworks.”

— opening of SKILL.md by aiskillstore
name
extract-from-pdfs

Read the full SKILL.md on GitHub

Files

SKILL.md and 20 other files (scripts, references, assets) in skills/brunoasm/extract-from-pdfs of aiskillstore/marketplace.

  • SKILL.md
  • README.md
  • assets/api_config_template.json
  • assets/example_api_config_ecology.json
  • assets/example_flower_visitors_schema.json
  • assets/schema_template.json
  • environment.yml
  • references/api_reference.md
  • references/setup_guide.md
  • references/validation_guide.md
  • references/workflow_guide.md
  • requirements.txt
  • scripts/01_organize_metadata.py
  • scripts/02_filter_abstracts.py
  • scripts/03_extract_from_pdfs.py
  • scripts/04_repair_json.py
  • scripts/05_validate_with_apis.py
  • scripts/06_export_database.py
  • … and 3 more

Open the folder on GitHubat commit 44923f3

Compare with similar skills

Extract From Pdfs next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Extract From Pdfs compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Extract From Pdfs this skillaiskillstore/marketplace433—~2.2kAutomated safety check: PassNone
Paper and Web Source Analyzerjuliye2025/evil-read-arxiv1.7k—~715Automated safety check: PassNone
Research Topic Extractorhuangwb8/ChineseResearchLaTeX2.9k—~666Automated safety check: PassMIT
Bibliographyaipoch/medical-research-skills1.9k—~1.6kAutomated safety check: PassMIT
Get Review ThemeInternScience/DrClaw172—~1.3kAutomated safety check: PassNone
Literature PDF OCR Library BuilderLigphiDonk/Oh-my--paper739—~1.1kAutomated safety check: PassMIT

Similar skills

  • Paper and Web Source Analyzer

    juliye2025/evil-read-arxiv

    Analyzes arXiv papers, PDFs, project pages and blogs and writes an evidence-backed Obsidian note with images and a knowledge-graph entry.

    1.7k GitHub stars~715 tokensUpdated 25 days ago
    Research & ScienceAuto-check passed
  • Research Topic Extractor

    huangwb8/ChineseResearchLaTeX

    当用户明确要求"从文件/图片/网页/描述中提取综述主题"、"生成主题+关键词+核心问题结构化输出",或要求使用旧名 get-review-theme skill 时使用。支持文件(PDF/Word/Markdown/Tex)、文件夹、图片、自然语言描述、网页 URL 等多种输入源,自动识别输入类型并提取内容,生成可直接用于 research-literature-review…

    2.9k GitHub stars~666 tokensUpdated 6 days ago
    Documents & OfficeAuto-check passed
  • Bibliography

    aipoch/medical-research-skills

    Classifies and organizes literature by theme, method, and conclusion; use when you need to batch-read a folder of PDF/MD/DOCX/TXT files and output a structured CSV for literature reviews and…

    1.9k GitHub stars~1.6k tokensUpdated 23 days ago
    Documents & OfficeAuto-check passed
  • Get Review Theme

    InternScience/DrClaw

    当用户明确要求"从文件/图片/网页/描述中提取综述主题"或"生成主题+关键词+核心问题结构化输出"时使用。支持文件(PDF/Word/Markdown/Tex)、文件夹、图片、自然语言描述、网页 URL 等多种输入源,自动识别输入类型并提取内容,生成可直接用于 systematic-literature-review 及其他文献综述技能的结构化输出。

    172 GitHub stars~1.3k tokensUpdated 6 mo ago
    Documents & OfficeAuto-check passed
  • Literature PDF OCR Library Builder

    LigphiDonk/Oh-my--paper

    Searches and downloads legally accessible academic PDFs, OCRs them to Markdown, and organizes the results into a traceable, AI-readable literature library.

    739 GitHub stars~1.1k tokensUpdated 5 mo ago
    Research & ScienceAuto-check passed
  • Instrument Data To Allotrope

    aws-samples/amazon-bedrock-agents-healthcare-lifesciences

    Official

    Convert laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON format or flattened 2D CSV.

    274 GitHub starsUsed in 2 repos~2.7k tokens
    Documents & OfficeAuto-check passed

More from aiskillstore/marketplace

All 1,044 skills in this repo
  • Code Stats

    aiskillstore/marketplace

    Analyze codebase with tokei (fast line counts by language) and difft (semantic AST-aware diffs).

    433 GitHub starsUsed in 1 repo~697 tokens
    Auto-check: notes
  • Data Processing

    aiskillstore/marketplace

    Process JSON with jq and YAML/TOML with yq. An agent skill from aiskillstore/marketplace.

    433 GitHub starsUsed in 1 repo~720 tokens
    Auto-check: notes
  • Doc Scanner

    aiskillstore/marketplace

    Scans for project documentation files (AGENTS.md, CLAUDE.md, GEMINI.md, COPILOT.md, CURSOR.md, WARP.md, and 15+ other formats) and synthesizes guidance.

    433 GitHub starsUsed in 1 repo~644 tokens
    Auto-check: notes
  • File Search

    aiskillstore/marketplace

    Modern file and content search using fd, ripgrep (rg), and fzf.

    433 GitHub starsUsed in 1 repo~598 tokens
    Auto-check: notes
  • Find Replace

    aiskillstore/marketplace

    Modern find-and-replace using sd (simpler than sed) and batch replacement patterns.

    433 GitHub starsUsed in 1 repo~527 tokens
    Auto-check: notes
  • Project Planner

    aiskillstore/marketplace

    Detects stale project plans and suggests session commands. An agent skill from aiskillstore/marketplace.

    433 GitHub starsUsed in 1 repo~504 tokens
    Auto-check passed

Works with

Questions about Extract From Pdfs

What does Extract From Pdfs do?

This skill should be used when extracting structured data from scientific PDFs for systematic reviews, meta-analyses, or database creation. Extract From Pdfs is an agent skill from aiskillstore/marketplace. This skill should be used when extracting structured data from scientific PDFs for systematic reviews, meta-analyses, or database creation.

When should I use Extract From Pdfs?

Extract From Pdfs fits situations like: working with collections of research papers that need to be converted into analyzable datasets with validation metrics; tasks that involve Schema markup; tasks that involve PDF.

How do I install Extract From Pdfs in Claude Code?

Run `npx skills add aiskillstore/marketplace --skill extract-from-pdfs -a claude-code`. Or copy the skill folder (skills/brunoasm/extract-from-pdfs in aiskillstore/marketplace) into .claude/skills/extract-from-pdfs in your project. Claude Code loads it when a task matches its description.

How do I install Extract From Pdfs in Codex?

Run `npx skills add aiskillstore/marketplace --skill extract-from-pdfs -a codex`. Or copy the skill folder (skills/brunoasm/extract-from-pdfs in aiskillstore/marketplace) into .agents/skills/extract-from-pdfs in your project. Codex loads it when a task matches its description.

Can I use Extract From Pdfs in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill extract-from-pdfs -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/extract-from-pdfs, .gemini/skills/extract-from-pdfs, .github/skills/extract-from-pdfs and .opencode/skills/extract-from-pdfs in your project.

What does Extract From Pdfs need to run?

Going by SKILL.md and its folder, Extract From Pdfs needs Python for the scripts in its folder, the command-line tools its instructions call (python and conda) and credentials named ANTHROPIC_API_KEY. Our summary lists: Python 3; A credential in ANTHROPIC_API_KEY.

Does Extract From Pdfs access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Extract From Pdfs safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Extract From Pdfs use?

No licence was found for Extract From Pdfs or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Extract From Pdfs use?

About 2.2k tokens (SKILL.md is roughly 8.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 7.1k tokens, read only when the agent opens those files.

What are the alternatives to Extract From Pdfs?

Skills that share tags, products or a category with Extract From Pdfs: Paper and Web Source Analyzer (juliye2025/evil-read-arxiv, 1.7k stars), Research Topic Extractor (huangwb8/ChineseResearchLaTeX, 2.9k stars), Bibliography (aipoch/medical-research-skills, 1.9k stars) and Get Review Theme (InternScience/DrClaw, 172 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Extract From Pdfs?

aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 433 GitHub stars. The repository holds 1,044 skills in this directory. The repository was last updated on October 10, 2026.

Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.