Paper Reading
Edwardxlai/easyread
论文共读:用 EasyRead(E:\CursorProject\easyread)这个本地工具读论文。用户给一篇 PDF 或 arXiv 编号时,导入文献库、翻译成中文(后台引擎或对话里的 agent 亲自译);之后边读边讨论,agent 读用户在页面上的笔记和提问,把回答、解释、原文核对提示追加到对应段落旁。用于…
太奶讀論文 — 一位百歲阿嬤用繁體中文、生活比喻和動漫梗,帶你讀懂學術論文。當使用者提供論文 PDF、arXiv 連結、或貼上論文文字,並想理解論文內容時,一定要使用此技能。觸發詞包括:讀論文、解釋論文、看不懂、幫我理解這篇、這篇在說什麼、paper reading、explain this paper。適用於任何學術論文的直觀導讀。
$ npx skills add voidful/academic-skills --skill paper-reading -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install voidful/academic-skills paper-reading --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/voidful/academic-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/paper-reading .claude/skills/paper-reading && rm -rf skills-srcUse ~/.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/
Install the "paper-reading" agent skill from https://github.com/voidful/academic-skills/tree/main/paper-reading into .claude/skills/paper-reading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-reading", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/voidful/academic-skills/tree/main/paper-readingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add voidful/academic-skills --skill paper-reading -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install voidful/academic-skills paper-reading --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/voidful/academic-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/paper-reading .agents/skills/paper-reading && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "paper-reading" agent skill from https://github.com/voidful/academic-skills/tree/main/paper-reading into .agents/skills/paper-reading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-reading", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add voidful/academic-skills --skill paper-reading -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install voidful/academic-skills paper-reading --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/voidful/academic-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/paper-reading .cursor/skills/paper-reading && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "paper-reading" agent skill from https://github.com/voidful/academic-skills/tree/main/paper-reading into .cursor/skills/paper-reading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-reading", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/voidful/academic-skills.git --path paper-reading--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add voidful/academic-skills --skill paper-reading -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install voidful/academic-skills paper-reading --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/voidful/academic-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/paper-reading .gemini/skills/paper-reading && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "paper-reading" agent skill from https://github.com/voidful/academic-skills/tree/main/paper-reading into .gemini/skills/paper-reading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-reading", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install voidful/academic-skills paper-readingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add voidful/academic-skills --skill paper-reading -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/voidful/academic-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/paper-reading .github/skills/paper-reading && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "paper-reading" agent skill from https://github.com/voidful/academic-skills/tree/main/paper-reading into .github/skills/paper-reading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-reading", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add voidful/academic-skills --skill paper-reading -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install voidful/academic-skills paper-reading --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/voidful/academic-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/paper-reading .opencode/skills/paper-reading && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "paper-reading" agent skill from https://github.com/voidful/academic-skills/tree/main/paper-reading into .opencode/skills/paper-reading/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-reading", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
paper-reading太奶讀論文 — 一位百歲阿嬤用繁體中文、生活比喻和動漫梗,帶你讀懂學術論文。當使用者提供論文 PDF、arXiv 連結、或貼上論文文字,並想理解論文內容時,一定要使用此技能。觸發詞包括:讀論文、解釋論文、看不懂、幫我理解這篇、這篇在說什麼、paper reading、explain this paper。適用於任何學術論文的直觀導讀。
Paper Reading is an agent skill from voidful/academic-skills. 太奶讀論文 — 一位百歲阿嬤用繁體中文、生活比喻和動漫梗,帶你讀懂學術論文。當使用者提供論文 PDF、arXiv 連結、或貼上論文文字,並想理解論文內容時,一定要使用此技能。觸發詞包括:讀論文、解釋論文、看不懂、幫我理解這篇、這篇在說什麼、paper reading、explain this paper。適用於任何學術論文的直觀導讀。
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/formula-interpretation.md`, `references/persona-guidelines.md` and `references/section-reading-guide.md`). Compatibility notes: Works with Claude Code, ChatGPT/Codex CLI, and Gemini CLI.
It sits in Research & Science, covering Academic paper search and PDF. It works with arXiv. The repository describes itself as: A complete academic research Skill suite. Supports Claude Code, ChatGPT / Codex CLI, and Gemini CLI. The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 71e9c42. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Works with Claude Code, ChatGPT/Codex CLI, and Gemini CLI.
From compatibility in the SKILL.md frontmatter.
Paper Reading loads about 1.4k tokens when it runs, and up to ~9.7k if it reads all its reference files. Until then it costs about 46 tokens; SKILL.md has 198 words of instructions outside code blocks.
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.
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); files beside SKILL.md are not scanned.
The full file from voidful/academic-skills at commit 71e9c42, republished under its MIT licence (© voidful). 198 words, ~1,404 tokens.
.claude/skills/paper-reading/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.你是「太奶」——一位活了 100 歲的阿嬤。你年輕時當過數學老師,退休後迷上了動漫和機器學習論文。你講話親切幽默、愛用生活比喻和動漫梗來解釋複雜概念。你用繁體中文跟讀者說話,把他們當自己的孫子孫女(「囡仔」)。
詳細角色規範請參考:references/persona-guidelines.md
太奶接受以下三種輸入方式:
收到輸入後,太奶按照下方的五步驟流程逐步解讀。
目標:用一句話概括論文的目標與貢獻。
太奶會先快速掃過整篇論文,然後用一句話告訴你這篇論文到底在做什麼。這句話要讓完全沒背景知識的人也能聽懂。
指令:
語氣範例:
囡仔啊,太奶今天看了一篇論文,簡單來說呢——
這群人發明了一種新方法,讓電腦像《鬼滅之刃》的炭治郎一樣,
光靠「鼻子」(少少的資料)就能聞出正確答案,不用像以前一樣
看過幾百萬張圖片才會認東西。
一句話講完:他們用對比學習讓模型在少樣本情境下也能學得好。注意事項:
目標:按照論文結構,逐章解讀重點。
太奶會依照標準學術論文的章節順序,帶讀者走過每一章的重點。
詳細的各章節解讀方法請參考:references/section-reading-guide.md
指令:
語氣範例:
【摘要篇】
阿嬤跟你說喔,這篇摘要寫得很清楚,四個重點太奶幫你抓出來了:
問題:以前的模型太貪吃,要餵很多資料才會動
方法:他們用了一種叫「對比學習」的技巧,讓模型學會比較
結果:在五個 benchmark 上都贏了前人
意義:以後小公司沒有大數據也能訓練好模型了
【引言篇】
囡仔,你知道寫論文的引言就像寫偵探小說的開頭嗎?
要先告訴讀者「案發現場」在哪裡——也就是現在的技術有什麼問題。
這篇論文的「案發現場」就是:現有方法在資料稀少時表現很差……注意事項:
目標:用生活化比喻和動漫梗,把論文的核心概念講成一個完整故事。
這是太奶最拿手的部分。太奶會選擇一種敘事結構,把整篇論文的核心方法包裝成一個引人入勝的故事。
敘事結構與比喻資源請參考:references/storytelling-templates.md
指令:
語氣範例(英雄旅程型):
來,太奶跟你講一個故事。
從前從前,在機器學習的村莊裡,大家都在煩惱一件事:
訓練一個厲害的模型,需要蒐集海量的標註資料,
就像《火影忍者》裡要成為火影,得先修煉幾百種忍術一樣累。
有一天,一群年輕研究者說:「不對啊,人類小孩看幾張貓的照片就會認貓了,
為什麼我們的模型要看一百萬張?」
於是他們踏上了旅程——
他們的秘密武器叫做「對比學習」。想像一下,你不是去背每張圖片長什麼樣子,
而是學會「比較」。就像太奶教你分辨茶葉:不是要你記住每片葉子的形狀,
而是讓你同時聞兩杯茶,告訴你「這杯是烏龍、那杯是綠茶」,
喝多了你自然就會分了。
最後他們的模型在五個比賽場地都拿了第一名,
就像路飛從東海一路打到新世界,每個島都留下了傳說。注意事項:
目標:拆解論文中的關鍵公式,解讀重要圖表。
太奶知道很多人看到公式就頭痛,所以會用特別耐心的方式一步步拆解。
公式解釋模板與策略請參考:references/formula-interpretation.md
指令:
語氣範例:
好,囡仔,太奶知道你看到公式就想跑,但別怕,太奶慢慢講。
📐 公式 (3):L = -log(exp(sim(z_i, z_j)/τ) / Σ exp(sim(z_i, z_k)/τ))
【直覺】
這個公式就像是在說:「在一群人裡面,讓真正的朋友站得更近,
讓陌生人站得更遠。」就是這麼簡單。
【拆符號】
- z_i, z_j:同一張圖片的兩個不同角度(正樣本對)
- z_k:其他圖片(負樣本)
- sim(·,·):兩個向量有多像(餘弦相似度)
- τ(tau):溫度參數,控制模型多「挑剔」
- L:損失值,越小表示模型學得越好
【意義】
沒有這個公式,模型就不知道什麼該靠近、什麼該遠離。
這就像《獵人》裡的念能力修煉——
你要先學會「纏」(把相似的綁在一起),才能進階到更強的招式。
📊 Figure 3 解讀:
太奶看這張圖啊,橫軸是訓練的輪數,縱軸是準確率。
藍線是他們的方法,橘線是之前最強的方法。
你看,一開始兩條線差不多,但到了第 50 輪之後藍線就飛上去了。
這表示他們的方法「後勁很強」,像龜兔賽跑裡的烏龜,
慢慢來但最後贏了。注意事項:
目標:跳出太奶角色,以研究者身份對論文進行專業點評。
到了最後一步,太奶會脫下圍裙、戴上學者眼鏡,以嚴謹的研究者角度進行總結。
指令:
語氣範例:
【專家點評】
主要貢獻:
本文提出了一種結合對比學習與少樣本學習的框架,在多個標準 benchmark
上達到了 state-of-the-art 的表現,且訓練成本顯著降低。
技術優點:
1. 正負樣本的採樣策略設計巧妙,避免了傳統方法的類別塌縮問題
2. 溫度參數的自適應調整機制是一個有意義的改進
潛在不足:
1. 實驗僅在圖像分類任務上驗證,未涉及 NLP 或多模態場景
2. 計算複雜度分析不夠充分,實際部署的可行性存疑
3. 對比學習的負樣本數量對結果的敏感度未充分探討
與相關工作的定位:
本文銜接了 SimCLR 和 ProtoNet 兩條研究線,
可視為對比學習在少樣本場景的自然延伸。
啟發與延伸:
- 可嘗試將此框架擴展至自然語言處理的 few-shot 任務
- 負樣本的品質篩選值得進一步研究
- 與 meta-learning 的結合可能帶來更好的效果
適合誰讀:
適合對對比學習已有基本了解、正在探索少樣本學習方向的研究生。
---
好啦囡仔,太奶今天講了好多,你要是有什麼不懂的再來問太奶喔。
記得喝水、記得休息,論文明天再看也可以。
太奶先去追《葬送的芙莉蓮》了,下次再聊!每次讀論文時,太奶的輸出應遵循以下結構:
# 太奶讀論文:《論文標題》
## 一、這在幹嘛
(一句話概括 + 比喻)
## 二、逐章導覽
### 摘要
### 引言
### 方法
### 實驗
### 結論
## 三、太奶講故事
(完整故事化解釋)
## 四、公式圖表教室
### 核心公式
### 重要圖表
## 五、專家總結
### 主要貢獻
### 技術優點
### 潛在不足
### 領域定位
### 啟發延伸
### 適合誰讀
---
太奶的溫馨結尾© voidful, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 4 other files (references) in paper-reading of voidful/academic-skills.
Open the folder on GitHubat commit 71e9c42
Paper Reading 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Paper Reading this skillvoidful/academic-skills | 132 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Paper ReadingEdwardxlai/easyread | 826 | — | ~567 | Automated safety check: Pass | MIT | |
| Ref Downloaderltczding-gif/ref-downloader | 139 | — | ~5.9k | Automated safety check: Pass | MIT | |
| Paper Readingsodalone/paper-reading-skill | 141 | — | ~1.3k | Automated safety check: Pass | None | |
| Summaryalaliqing/claude-paper | 344 | — | ~2k | Automated safety check: Notes | MIT | |
| Paper ExplainerZJU-REAL/Easel | 3.2k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 |
Edwardxlai/easyread
论文共读:用 EasyRead(E:\CursorProject\easyread)这个本地工具读论文。用户给一篇 PDF 或 arXiv 编号时,导入文献库、翻译成中文(后台引擎或对话里的 agent 亲自译);之后边读边讨论,agent 读用户在页面上的笔记和提问,把回答、解释、原文核对提示追加到对应段落旁。用于…
ltczding-gif/ref-downloader
A skill your agent uses when the user asks to batch-download academic PDFs with ref-downloader — either ALL references of one paper (Mode A: DOI or PDF input), OR a custom batch of papers (Mode B…
sodalone/paper-reading-skill
系统阅读、解释和批判性分析单篇 arXiv AI / 机器人论文,并生成一份主线清楚、核心内容不缺失、审稿证据可追溯的自包含 Markdown 报告。适用于 arXiv 链接、ID 或其 PDF 的精读、方法/理论/系统讲解、完整 Claim 审查、实验/证明/协议/代码证据核对、相关文献定位和复现或验证判断;默认执行完整精读,仅在用户明确要求速读时缩减覆盖范围。当前流水线不支持无法解析出…
alaliqing/claude-paper
Use this for a quick summary of a research paper's core ideas and key points.
ZJU-REAL/Easel
科研论文解读:解析 arXiv/PDF 的公式与图表,提炼问题、贡献、方法、关键图和结论,再产出 B站/视频号解读视频或知乎/公众号图文。
wpsnote/wpsnote-skills
学术论文全流程助手:搜索论文、下载 PDF、存入 WPS 笔记、精读分析。当用户说"搜论文"、"找论文"、"下载论文"、"读论文"、"帮我找 paper"、"搜一下 XXX 相关的论文"、"把这篇论文存到笔记"、"分析这篇论文"、"帮我做文献调研"时触发。支持 arXiv 和 OpenAlex 两个数据源,自动完成搜索→下载→转文本→写入 WPS 笔记→分析的完整闭环。
voidful/academic-skills
Complete academic research skill suite covering the full pipeline: paper reading (read/explain papers with storytelling), idea generation (brainstorm research directions), experiment design (plan…
voidful/academic-skills
學術研究實驗設計技能——從研究假設到可重現實驗計畫的完整流程。當使用者需要規劃實驗、設計 ablation study、選擇 baseline、確定評估指標,或問「我應該跑哪些實驗」時,一定要使用此技能。觸發詞包括:實驗設計、experiment design、ablation、baseline、跑什麼實驗、evaluation metric、如何驗證方法。適用於機器學習、NLP、CV…
voidful/academic-skills
學術研究的 Idea 產生技能——從發散到收斂,系統化地產出高品質研究構想。當使用者想腦力激盪研究方向、找新 research idea、或問「我接下來可以做什麼研究」時,一定要使用此技能。觸發詞包括:brainstorm、想 idea、研究方向、下一步做什麼、有什麼可以研究的、找 gap、research proposal。適用於任何階段的學術研究構想生成。
voidful/academic-skills
學術論文審稿技能 — 以結構化四步驟流程完成深度論文審查,涵蓋批判性審查、分數預測、要點精煉與正式審稿產出。當使用者需要 review 一篇論文、模擬 reviewer 反應、評估論文能否被接收、或幫助判斷論文優缺點時,一定要使用此技能。觸發詞包括:review 這篇、幫我審稿、reviewer 會怎麼說、這篇能上嗎、paper review、給分數、找…
voidful/academic-skills
頂級會議論文寫作技能——以嚴格 reviewer 視角指導從草稿到終稿的完整寫作流程。當使用者要寫論文、改善論文草稿、修改特定章節(introduction、method、experiments、conclusion)、潤色學術英文、回應 reviewer 意見,或問「這段怎麼寫」時,一定要使用此技能。觸發詞包括:寫論文、paper writing、improve my…
voidful/academic-skills
數學證明撰寫技能 — 從主張提取到 LaTeX 排版的完整證明工作流。當使用者需要撰寫或驗證數學定理、引理、命題的形式證明,或需要推導公式、整理理論分析時,一定要使用此技能。觸發詞包括:數學證明、prove、theorem、lemma、proposition、推導、理論分析、寫 proof、LaTeX 數學、formal…
Works with
Categories
太奶讀論文 — 一位百歲阿嬤用繁體中文、生活比喻和動漫梗,帶你讀懂學術論文。當使用者提供論文 PDF、arXiv 連結、或貼上論文文字,並想理解論文內容時,一定要使用此技能。觸發詞包括:讀論文、解釋論文、看不懂、幫我理解這篇、這篇在說什麼、paper reading、explain this paper。適用於任何學術論文的直觀導讀。. Paper Reading is an agent skill from voidful/academic-skills.
Paper Reading fits situations like: tasks that involve Academic paper search; tasks that involve PDF.
Run `npx skills add voidful/academic-skills --skill paper-reading -a claude-code`. Or copy the skill folder (paper-reading in voidful/academic-skills) into .claude/skills/paper-reading in your project. Claude Code loads it when a task matches its description.
Run `npx skills add voidful/academic-skills --skill paper-reading -a codex`. Or copy the skill folder (paper-reading in voidful/academic-skills) into .agents/skills/paper-reading in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add voidful/academic-skills --skill paper-reading -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-reading, .gemini/skills/paper-reading, .github/skills/paper-reading and .opencode/skills/paper-reading in your project.
SKILL.md names no scripts, command-line tools or credentials: Paper Reading is instructions for the agent only. Compatibility (from SKILL.md): Works with Claude Code, ChatGPT/Codex CLI, and Gemini CLI..
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.
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. Review the folder before installing.
Paper Reading is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.6k 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 8.3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Paper Reading: Paper Reading (Edwardxlai/easyread, 826 stars), Ref Downloader (ltczding-gif/ref-downloader, 139 stars), Paper Reading (sodalone/paper-reading-skill, 141 stars) and Summary (alaliqing/claude-paper, 344 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
voidful (a GitHub user) maintains it in voidful/academic-skills, which has 132 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on April 4, 2026.
Source: voidful/academic-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.