Collection Digest
outline/outline
Summarize what changed in an Outline collection since a date; use when the user asks what is new, what was updated, or wants a digest of recent documents.
经济金融顶刊文献速递与选题建议生成器。通过RSS和网页抓取获取经济学、金融学、会计学顶级期刊的最新论文， 筛选公司金融相关文献，生成中文综述摘要和研究选题建议。
Custom licenceAuto-check passed
Install Journal Digest
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills journal-digest --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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/67-econfin-workflow-toolkit/journal-digest .claude/skills/journal-digest && 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 "journal-digest" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/journal-digest into .claude/skills/journal-digest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journal-digest", 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/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/journal-digestType 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills journal-digest --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/67-econfin-workflow-toolkit/journal-digest .agents/skills/journal-digest && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "journal-digest" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/journal-digest into .agents/skills/journal-digest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journal-digest", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills journal-digest --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/67-econfin-workflow-toolkit/journal-digest .cursor/skills/journal-digest && 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 "journal-digest" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/journal-digest into .cursor/skills/journal-digest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journal-digest", 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/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/67-econfin-workflow-toolkit/journal-digest--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 brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills journal-digest --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/67-econfin-workflow-toolkit/journal-digest .gemini/skills/journal-digest && 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 "journal-digest" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/journal-digest into .gemini/skills/journal-digest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journal-digest", 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 brycewang-stanford/Auto-Empirical-Research-Skills journal-digestInstalls 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/67-econfin-workflow-toolkit/journal-digest .github/skills/journal-digest && 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 "journal-digest" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/journal-digest into .github/skills/journal-digest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journal-digest", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills journal-digest --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/67-econfin-workflow-toolkit/journal-digest .opencode/skills/journal-digest && 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 "journal-digest" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/67-econfin-workflow-toolkit/journal-digest into .opencode/skills/journal-digest/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "journal-digest", 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.
Facts
- Skill name
journal-digest- GitHub stars
- 4.6k
- Token cost
- ~796 tokens
- SKILL.md length
- 138 words
- Files
- 3 (incl. scripts, references)
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
经济金融顶刊文献速递与选题建议生成器。通过RSS和网页抓取获取经济学、金融学、会计学顶级期刊的最新论文， 筛选公司金融相关文献，生成中文综述摘要和研究选题建议。
- Works in 5 steps: 从RSS源抓取有RSS链接的期刊 → 对没有RSS的期刊，通过Crossref API获取最新论文（含摘要和作者信息） → 用 --enrich 参数为RSS抓取但缺少摘要的论文补充Crossref元数据 → …
- SKILL.md covers 概述, 工作流程, 期刊列表 and 注意事项
- Runs Python scripts from its folder; calls python
What it does
Journal Digest is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. 经济金融顶刊文献速递与选题建议生成器。通过RSS和网页抓取获取经济学、金融学、会计学顶级期刊的最新论文， 筛选公司金融相关文献，生成中文综述摘要和研究选题建议。 当用户提到"期刊速递"、"文献周报"、"论文速递"、"最新文献"、"journal digest"、"paper digest"、 "选题建议"、"研究选题"、"顶刊追踪"、"文献追踪"、"周报"时触发此技能。 即使用户只是说"帮我看看最近有什么新论文"或"最近顶刊发了什么"，也应该触发。
Its SKILL.md is about 800 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts and reference files (for example `references/journals.json` and `scripts/fetch_papers.py`).
The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
Example prompts
- “journal digest”
- “paper digest”
- “时触发此技能。 即使用户只是说”
- “/journal-digest”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- 从RSS源抓取有RSS链接的期刊
- 对没有RSS的期刊，通过Crossref API获取最新论文（含摘要和作者信息）
- 用 --enrich 参数为RSS抓取但缺少摘要的论文补充Crossref元数据
- 与历史记录比对，排除已抓取过的论文（去重）
- 输出候选论文列表（JSON格式）
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. 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
Journal Digest loads about 796 tokens when it runs, and up to ~4.5k if it reads all its reference files. Until then it costs about 60 tokens; SKILL.md has 138 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.
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 138 words (~796 tokens).
- name
- journal-digest
Files
SKILL.md and 2 other files (scripts, references) in skills/67-econfin-workflow-toolkit/journal-digest of brycewang-stanford/Auto-Empirical-Research-Skills.
- SKILL.md
- references/journals.json
- scripts/fetch_papers.py
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Journal Digest 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 |
|---|---|---|---|---|---|---|
| Journal Digest this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~796 | Automated safety check: Pass | Custom licence | |
| Collection Digestoutline/outline | 41k | — | ~498 | Automated safety check: Pass | Custom licence | |
| Morning Digestyc-software/qm | 15k | — | ~756 | Automated safety check: Pass | MIT | |
| Digestaeonfun/aeon | 770 | — | ~3.9k | Automated safety check: Pass | MIT | |
| Weekly Project Digeststhedotmack/claude-mem | 99k | — | ~3.5k | Automated safety check: Pass | Apache-2.0 | |
| Gog Weekly Digestopenclaw/gogcli | 8.5k | — | ~264 | Automated safety check: Pass | MIT |
Similar skills
Morning Digest
yc-software/qm
Assemble and deliver one short morning digest for the person who owns the cron — what changed overnight in the sources they already connected, and what it means for their day.
Digest
aeonfun/aeon
Generate and send a digest on a configurable topic, optionally pulling RSS/Atom feeds as an input source alongside web + X signal
Weekly Project Digests
thedotmack/claude-mem
Turns a project's claude-mem timeline into a week-by-week narrative, splitting it by ISO week and running one subagent per week that receives the prior week's carry-forward block.
Gog Weekly Digest
openclaw/gogcli
Read-only weekly digest across Google Calendar, Gmail, and Tasks with gog.
Wiki Digest
Ar9av/obsidian-wiki
Produce a day/week/month knowledge digest summarizing what was learned, updated, and connected in the wiki.
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Questions about Journal Digest
What does Journal Digest do?
经济金融顶刊文献速递与选题建议生成器。通过RSS和网页抓取获取经济学、金融学、会计学顶级期刊的最新论文， 筛选公司金融相关文献，生成中文综述摘要和研究选题建议。. Journal Digest is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
How do I install Journal Digest in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a claude-code`. Or copy the skill folder (skills/67-econfin-workflow-toolkit/journal-digest in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/journal-digest in your project. Claude Code loads it when a task matches its description.
How do I install Journal Digest in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a codex`. Or copy the skill folder (skills/67-econfin-workflow-toolkit/journal-digest in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/journal-digest in your project. Codex loads it when a task matches its description.
Can I use Journal Digest 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill journal-digest -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/journal-digest, .gemini/skills/journal-digest, .github/skills/journal-digest and .opencode/skills/journal-digest in your project.
What does Journal Digest need to run?
Going by SKILL.md and its folder, Journal Digest needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Journal Digest 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 Journal Digest 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 Journal Digest use?
Journal Digest 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 Journal Digest use?
About 796 tokens (SKILL.md is roughly 3.2k 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 3.7k tokens, read only when the agent opens those files.
What are the alternatives to Journal Digest?
Skills that share tags, products or a category with Journal Digest: Collection Digest (outline/outline, 41k stars), Morning Digest (yc-software/qm, 15k stars), Digest (aeonfun/aeon, 770 stars) and Weekly Project Digests (thedotmack/claude-mem, 99k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Journal Digest?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.