Huashu Report
alchaincyf/huashu-report
做机构级研究报告与学术论文——行业报告、白皮书、年度调研、数据洞察、arXiv论文，也含16:9咨询deck型报告（一页一结论）。定结构、写发现、建图表视觉系统。规范提炼自2026年顶级机构报告实测。单篇文章、纯演示PPT不适用（走design/slides）。
Summarize and critically analyze academic papers supplied as PDFs, text, arXiv links, or journal URLs.
Install Paper Read
$ npx skills add Calix-L/awesome-latex-skills --skill paper-read -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Calix-L/awesome-latex-skills paper-read --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/Calix-L/awesome-latex-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/paper-read .claude/skills/paper-read && 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-read" agent skill from https://github.com/Calix-L/awesome-latex-skills/tree/main/paper-read into .claude/skills/paper-read/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-read", 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/Calix-L/awesome-latex-skills/tree/main/paper-readType 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 Calix-L/awesome-latex-skills --skill paper-read -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Calix-L/awesome-latex-skills paper-read --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Calix-L/awesome-latex-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/paper-read .agents/skills/paper-read && 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-read" agent skill from https://github.com/Calix-L/awesome-latex-skills/tree/main/paper-read into .agents/skills/paper-read/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-read", 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 Calix-L/awesome-latex-skills --skill paper-read -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Calix-L/awesome-latex-skills paper-read --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Calix-L/awesome-latex-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/paper-read .cursor/skills/paper-read && 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-read" agent skill from https://github.com/Calix-L/awesome-latex-skills/tree/main/paper-read into .cursor/skills/paper-read/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-read", 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/Calix-L/awesome-latex-skills.git --path paper-read--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 Calix-L/awesome-latex-skills --skill paper-read -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Calix-L/awesome-latex-skills paper-read --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Calix-L/awesome-latex-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/paper-read .gemini/skills/paper-read && 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-read" agent skill from https://github.com/Calix-L/awesome-latex-skills/tree/main/paper-read into .gemini/skills/paper-read/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-read", 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 Calix-L/awesome-latex-skills paper-readInstalls 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 Calix-L/awesome-latex-skills --skill paper-read -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Calix-L/awesome-latex-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/paper-read .github/skills/paper-read && 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-read" agent skill from https://github.com/Calix-L/awesome-latex-skills/tree/main/paper-read into .github/skills/paper-read/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-read", 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 Calix-L/awesome-latex-skills --skill paper-read -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Calix-L/awesome-latex-skills paper-read --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Calix-L/awesome-latex-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/paper-read .opencode/skills/paper-read && 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-read" agent skill from https://github.com/Calix-L/awesome-latex-skills/tree/main/paper-read into .opencode/skills/paper-read/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-read", 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
paper-read- GitHub stars
- 181
- Token cost
- ~1.1k tokens
- SKILL.md length
- 510 words
- Files
- 5 (incl. references)
- Skills in repo
- 5
- Repo updated
- First seen
- Licence
- MIT
At a glance
Summarize and critically analyze academic papers supplied as PDFs, text, arXiv links, or journal URLs.
- Tasks that involve Academic paper search
- SKILL.md covers Choose the depth, Acquire and identify the…, Analyze the inspected material and Compare papers and report
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Paper Read is an agent skill from Calix-L/awesome-latex-skills. Summarize and critically analyze academic papers supplied as PDFs, text, arXiv links, or journal URLs. Ground claims in the inspected version and source locations; support focused questions, deeper appraisal, and cross-paper comparison.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including reference files (for example `agents/config.yaml`, `agents/openai.yaml` and `references/critical-appraisal.md`).
It sits in Research & Science, covering Academic paper search. It works with arXiv. The repository describes itself as: LaTeX manuscript workflows with five agent skills, project diagnostics, reproducible builds and offline change review. The licence is MIT.
When your agent uses it
- Tasks that involve Academic paper search
Example prompts
- “/paper-read”
What it can do on your machine
Read from SKILL.md and the folder at commit 7c29d3c. 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
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.
Network
Links to these hosts (documentation or services it may open):
info.arxiv.org
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 Read loads about 1.1k tokens when it runs, and up to ~4.7k if it reads all its reference files. Until then it costs about 62 tokens; SKILL.md has 510 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); files beside SKILL.md are not scanned.
SKILL.md
The full file from Calix-L/awesome-latex-skills at commit 7c29d3c, republished under its MIT licence (© Calix-L). 510 words, ~1,070 tokens.
Download SKILL.mdSave it as
.claude/skills/paper-read/SKILL.md (or your agent's skills folder). This skill also uses 4 other files; get the full folder from GitHub.- name
- paper-read
- description
- Summarize and critically analyze academic papers supplied as PDFs, text, arXiv links, or journal URLs. Ground claims in the inspected version and source locations; support focused questions, deeper appraisal, and cross-paper comparison.
- metadata.version
- 1.25.0
Choose the depth
Match the user's question; a focused question need not produce a full-paper report.
| Mode | Read for | Output |
|---|---|---|
skim | Problem, approach, main results, figures, stated limitations | Concise overview with coverage limits. |
read (default) | Method, setup, results, and claim/evidence alignment | Structured account with source locations. |
deep | Assumptions, equations, ablations, implementation details, supplements | Critical appraisal and unresolved questions. |
Depth describes coverage, not a guaranteed duration. A skim cannot certify methodological soundness. Use the user's language unless they request otherwise.
Acquire and identify the evidence
Use the supplied text or accessible PDF. For a link, obtain the paper through
available browsing/download tools; record title, authors, identifier, exact
version, publication status, and available main/supplementary files.
An arXiv vN suffix identifies a specific version; preserve it instead of silently
switching to the newest paper. New and legacy identifiers are described in the
official arXiv identifier guide.
Extract with an available PDF reader, PyMuPDF, or Poppler. Use task-local files
and paths appropriate to the host; do not assume /tmp or a particular shell.
If extraction loses columns, math, tables, or figures, inspect rendered pages
and state what remains unreadable. A missing tool does not require installing
software when supplied text or another reader is sufficient.
For inaccessible/paywalled material, look for a legitimate author or repository copy, identify version differences, or request the relevant text. Do not infer the full paper from an abstract or pretend the supplement was inspected.
Show full SKILL.md (275 more words)Show less
Analyze the inspected material
Read reading-framework.md for mode-specific
strategies and article-type adjustments. For read and deep, use the relevant
items from critical-appraisal.md.
Connect the problem, method, assumptions, training/inference setup, data, baselines, metrics, and results. Preserve units, denominators, uncertainty, dataset splits, and relative versus absolute improvements. Do not call a result statistically significant from its size alone.
For important claims, provide the claim, supporting section/table/figure/equation, what the evidence establishes, and any gap. Use printed page numbers where available and distinguish them from PDF page indexes. Distinguish an author's claim, your interpretation, an algebraic consistency check, and reproduced evidence. Reading a paper is not an independent reproduction or proof audit.
Treat publication status as context, not a substitute for evidence. The same criteria apply to a preprint and a peer-reviewed article. A repository listing or arXiv upload alone does not establish peer-review status.
Verify external comparisons through inspected primary sources. If only the paper's related-work account is available, attribute that comparison to the authors; do not invent a literature history or recommend unread papers as evidence.
Compare papers and report
For multiple papers, align task, dataset/split, metric, evaluation protocol, resources, and version before comparing numbers. Label incomparable results. Explain whether apparently contradictory claims involve different settings.
Deliver an answer centered on the user's question, key conclusions with source locations, strengths and limitations supported by evidence, inspected coverage, and unresolved uncertainties. For implementation requests, separate published settings, public-code defaults, and missing details. Relate findings to the user's stated research goal without assuming one from the author list or venue.
Use latex-polish or latex-fmt only for an additional requested manuscript task
and only when the corresponding skill is available.
© Calix-L, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 4 other files (references) in paper-read of Calix-L/awesome-latex-skills.
- SKILL.md
- agents/config.yaml
- agents/openai.yaml
- references/critical-appraisal.md
- references/reading-framework.md
Open the folder on GitHubat commit 7c29d3c
Compare with similar skills
Paper Read 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 Read this skillCalix-L/awesome-latex-skills | 181 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Huashu Reportalchaincyf/huashu-report | 443 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Paper Analyzerzsyggg/paper-craft-skills | 1.3k | — | ~1.9k | Automated safety check: Pass | None | |
| Literature PDF OCR Library BuilderLigphiDonk/Oh-my--paper | 738 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Paper ReadingEdwardxlai/easyread | 871 | — | ~567 | Automated safety check: Pass | MIT | |
| Paper OrchestraAr9av/PaperOrchestra | 677 | 1 repos | ~3.5k | Automated safety check: Pass | Custom licence |
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Related
Works with
Categories
Questions about Paper Read
What does Paper Read do?
Summarize and critically analyze academic papers supplied as PDFs, text, arXiv links, or journal URLs. Paper Read is an agent skill from Calix-L/awesome-latex-skills. Summarize and critically analyze academic papers supplied as PDFs, text, arXiv links, or journal URLs.
When should I use Paper Read?
Paper Read fits situations like: tasks that involve Academic paper search.
How do I install Paper Read in Claude Code?
Run `npx skills add Calix-L/awesome-latex-skills --skill paper-read -a claude-code`. Or copy the skill folder (paper-read in Calix-L/awesome-latex-skills) into .claude/skills/paper-read in your project. Claude Code loads it when a task matches its description.
How do I install Paper Read in Codex?
Run `npx skills add Calix-L/awesome-latex-skills --skill paper-read -a codex`. Or copy the skill folder (paper-read in Calix-L/awesome-latex-skills) into .agents/skills/paper-read in your project. Codex loads it when a task matches its description.
Can I use Paper Read 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 Calix-L/awesome-latex-skills --skill paper-read -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-read, .gemini/skills/paper-read, .github/skills/paper-read and .opencode/skills/paper-read in your project.
What does Paper Read need to run?
SKILL.md names no scripts, command-line tools or credentials: Paper Read is instructions for the agent only.
Does Paper Read access the network?
SKILL.md names 1 domain. As links in the text: info.arxiv.org. This is read from the text; nothing was executed.
Is Paper Read 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. Review the folder before installing.
What licence does Paper Read use?
Paper Read is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Paper Read use?
About 1.1k tokens (SKILL.md is roughly 4.3k 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 3.6k tokens, read only when the agent opens those files.
What are the alternatives to Paper Read?
Skills that share tags, products or a category with Paper Read: Huashu Report (alchaincyf/huashu-report, 443 stars), Paper Analyzer (zsyggg/paper-craft-skills, 1.3k stars), Literature PDF OCR Library Builder (LigphiDonk/Oh-my--paper, 738 stars) and Paper Reading (Edwardxlai/easyread, 871 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paper Read?
Calix-L (a GitHub user) maintains it in Calix-L/awesome-latex-skills, which has 181 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on October 7, 2026.
Source: Calix-L/awesome-latex-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.