Agent skill

Paper Innovation Extractor

by Drchronx in Drchronx/ai-agent-research-starter-kit

批量提取PDF论文的创新点并生成结构化markdown文档;当用户需要分析学术论文、总结研究贡献或整理技术要点时使用. An agent skill from Drchronx/ai-agent-research-starter-kit.

Custom licenceAuto-check passedDocuments & Office

Install Paper Innovation Extractor

skills CLI
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill paper-innovation-extractor -a claude-code

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

GitHub CLI
$ gh skill install Drchronx/ai-agent-research-starter-kit paper-innovation-extractor --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/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'综合学术部署包/02_文献检索综述引用Skills/paper-innovation-extractor' .claude/skills/paper-innovation-extractor && 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
paper-innovation-extractor
GitHub stars
139
Token cost
~489 tokens
SKILL.md length
54 words
Files
4 (incl. scripts, references, assets)
Skills in repo
36
Repo updated
First seen
Licence
Custom licence

At a glance

批量提取PDF论文的创新点并生成结构化markdown文档;当用户需要分析学术论文、总结研究贡献或整理技术要点时使用. An agent skill from Drchronx/ai-agent-research-starter-kit.

  • Works in 3 steps: 批量提取PDF文本 → 分析创新点 → 生成markdown文档
  • Tasks that involve PDF
  • SKILL.md covers 任务目标, 前置准备, 操作步骤 and 资源索引, plus 2 more sections
  • Runs Python scripts from its folder; calls python

What it does

Paper Innovation Extractor is an agent skill from Drchronx/ai-agent-research-starter-kit. 批量提取PDF论文的创新点并生成结构化markdown文档;当用户需要分析学术论文、总结研究贡献或整理技术要点时使用

Its SKILL.md is about 490 tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts, reference files and assets (for example `assets/markdown_template.md`, `references/innovation_extraction_guide.md` and `scripts/batch_pdf_extractor.py`).

It sits in Documents & Office, covering PDF. The repository describes itself as: AI Agent 科研全流程教学包,能教学生从零部署 Codex、Claude Code、OpenClaw、Hermes 等 Agent,学会使用 Skills、飞书、AMiner、AI4Scholar、Zotero、Obsidian…

When your agent uses it

  • Tasks that involve PDF

Example prompts

  • “/paper-innovation-extractor”

Requirements

  • Python 3

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. 批量提取PDF文本
  2. 分析创新点
  3. 生成markdown文档

What it can do on your machine

Read from SKILL.md and the folder at commit aab1133. 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 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    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 no API keys, tokens, secrets or passwords.

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

Context cost

Paper Innovation Extractor loads about 489 tokens when it runs, and up to ~2k if it reads all its reference files. Until then it costs about 21 tokens; SKILL.md has 54 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~489
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 54 words (~489 tokens).

name
paper-innovation-extractor
dependency.python
pymupdf>=1.23.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (scripts, references, assets) in 综合学术部署包/02_文献检索综述引用Skills/paper-innovation-extractor of Drchronx/ai-agent-research-starter-kit.

  • SKILL.md
  • assets/markdown_template.md
  • references/innovation_extraction_guide.md
  • scripts/batch_pdf_extractor.py

Open the folder on GitHubat commit aab1133

Compare with similar skills

Paper Innovation Extractor 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.

Paper Innovation Extractor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Paper Innovation Extractor this skillDrchronx/ai-agent-research-starter-kit139—~489Automated safety check: PassCustom licence
MarkitdownImCa0/just-laws78114 repos~3.2kAutomated safety check: NotesMIT
Gzh Designisjiamu/gzh-design-skill4k—~2.2kAutomated safety check: PassAGPL-3.0
GenOffice Document CLIgenspark-ai/genoffice9.2k—~19kAutomated safety check: PassApache-2.0
Harness Book Best Practicewquguru/harness-books3.2k—~4.1kAutomated safety check: PassNone
Bookforge Korean Ebook PDF Makergongnyang/bookforge3161 repos~1.7kAutomated safety check: PassMIT

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Questions about Paper Innovation Extractor

What does Paper Innovation Extractor do?

批量提取PDF论文的创新点并生成结构化markdown文档;当用户需要分析学术论文、总结研究贡献或整理技术要点时使用. An agent skill from Drchronx/ai-agent-research-starter-kit. Paper Innovation Extractor is an agent skill from Drchronx/ai-agent-research-starter-kit.

When should I use Paper Innovation Extractor?

Paper Innovation Extractor fits situations like: tasks that involve PDF.

How do I install Paper Innovation Extractor in Claude Code?

Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill paper-innovation-extractor -a claude-code`. Or copy the skill folder (综合学术部署包/02_文献检索综述引用Skills/paper-innovation-extractor in Drchronx/ai-agent-research-starter-kit) into .claude/skills/paper-innovation-extractor in your project. Claude Code loads it when a task matches its description.

How do I install Paper Innovation Extractor in Codex?

Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill paper-innovation-extractor -a codex`. Or copy the skill folder (综合学术部署包/02_文献检索综述引用Skills/paper-innovation-extractor in Drchronx/ai-agent-research-starter-kit) into .agents/skills/paper-innovation-extractor in your project. Codex loads it when a task matches its description.

Can I use Paper Innovation Extractor 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 Drchronx/ai-agent-research-starter-kit --skill paper-innovation-extractor -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/paper-innovation-extractor, .gemini/skills/paper-innovation-extractor, .github/skills/paper-innovation-extractor and .opencode/skills/paper-innovation-extractor in your project.

What does Paper Innovation Extractor need to run?

Going by SKILL.md and its folder, Paper Innovation Extractor needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Paper Innovation Extractor 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 Paper Innovation Extractor 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 Paper Innovation Extractor use?

Paper Innovation Extractor has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Paper Innovation Extractor use?

About 489 tokens (SKILL.md is roughly 2k 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 1.5k tokens, read only when the agent opens those files.

What are the alternatives to Paper Innovation Extractor?

Skills that share tags, products or a category with Paper Innovation Extractor: Markitdown (ImCa0/just-laws, 781 stars), Gzh Design (isjiamu/gzh-design-skill, 4k stars), GenOffice Document CLI (genspark-ai/genoffice, 9.2k stars) and Harness Book Best Practice (wquguru/harness-books, 3.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paper Innovation Extractor?

Drchronx (a GitHub user) maintains it in Drchronx/ai-agent-research-starter-kit, which has 139 GitHub stars. The repository holds 36 skills in this directory. The repository was last updated on May 19, 2026.

Source: Drchronx/ai-agent-research-starter-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.