Paper Analyzer
zsyggg/paper-craft-skills
将学术论文转化为深度HTML长文。6轮强制工作流、代码仓库搜索、公式渲染、Mermaid图表. An agent skill from zsyggg/paper-craft-skills.
Convert an ML research paper into a complete, runnable code repository.
Install Paper To Code
$ npx skills add lingzhi227/agent-research-skills --skill paper-to-code -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lingzhi227/agent-research-skills paper-to-code --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/lingzhi227/agent-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/paper-to-code .claude/skills/paper-to-code && 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-to-code" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/paper-to-code into .claude/skills/paper-to-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-to-code", 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/lingzhi227/agent-research-skills/tree/main/skills/paper-to-codeType 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 lingzhi227/agent-research-skills --skill paper-to-code -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lingzhi227/agent-research-skills paper-to-code --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/paper-to-code .agents/skills/paper-to-code && 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-to-code" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/paper-to-code into .agents/skills/paper-to-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-to-code", 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 lingzhi227/agent-research-skills --skill paper-to-code -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lingzhi227/agent-research-skills paper-to-code --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/paper-to-code .cursor/skills/paper-to-code && 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-to-code" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/paper-to-code into .cursor/skills/paper-to-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-to-code", 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/lingzhi227/agent-research-skills.git --path skills/paper-to-code--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 lingzhi227/agent-research-skills --skill paper-to-code -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lingzhi227/agent-research-skills paper-to-code --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/paper-to-code .gemini/skills/paper-to-code && 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-to-code" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/paper-to-code into .gemini/skills/paper-to-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-to-code", 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 lingzhi227/agent-research-skills paper-to-codeInstalls 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 lingzhi227/agent-research-skills --skill paper-to-code -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/paper-to-code .github/skills/paper-to-code && 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-to-code" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/paper-to-code into .github/skills/paper-to-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-to-code", 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 lingzhi227/agent-research-skills --skill paper-to-code -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install lingzhi227/agent-research-skills paper-to-code --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lingzhi227/agent-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/paper-to-code .opencode/skills/paper-to-code && 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-to-code" agent skill from https://github.com/lingzhi227/agent-research-skills/tree/main/skills/paper-to-code into .opencode/skills/paper-to-code/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-to-code", 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-to-code- GitHub stars
- 384
- Token cost
- ~793 tokens
- SKILL.md length
- 304 words
- Files
- 2 (incl. references)
- Skills in repo
- 31
- Repo updated
- First seen
- Licence
- None found
At a glance
Convert an ML research paper into a complete, runnable code repository.
- Works in 4 steps: Planning → Analysis → Coding → …
- Reproducing paper methods
- SKILL.md covers Input, References, Workflow (from Paper2Code) and Output Structure, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Paper To Code is an agent skill from lingzhi227/agent-research-skills. Convert an ML research paper into a complete, runnable code repository. 3-stage pipeline from Paper2Code — Planning (UML + dependency graph) → Analysis (per-file logic) → Coding (dependency-ordered generation). Use for reproducing paper methods.
Its SKILL.md is about 790 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/paper-to-code-prompts.md`).
It sits in Research & Science, covering Diagrams. The repository describes itself as: Skills for Claude Code — deep-research: systematic academic literature review.
When your agent uses it
- Reproducing paper methods
- Tasks that involve Diagrams
Example prompts
- “/paper-to-code”
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Planning
- Analysis
- Coding
- Debugging (if needed)
What it can do on your machine
Read from SKILL.md and the folder at commit 9e6c085. 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
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 To Code loads about 793 tokens when it runs, and up to ~3.1k if it reads all its reference files. Until then it costs about 65 tokens; SKILL.md has 304 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 304 words (~793 tokens).
“Convert a research paper into a complete, runnable code repository.”
- name
- paper-to-code
- argument-hint
- paper-pdf-or-text
Files
SKILL.md and 1 other file (references) in skills/paper-to-code of lingzhi227/agent-research-skills.
- SKILL.md
- references/paper-to-code-prompts.md
Open the folder on GitHubat commit 9e6c085
Compare with similar skills
Paper To Code 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 To Code this skilllingzhi227/agent-research-skills | 384 | — | ~793 | Automated safety check: Pass | None | |
| Paper Analyzerzsyggg/paper-craft-skills | 1.3k | — | ~1.9k | Automated safety check: Pass | None | |
| Mapping To Snomedmaziyarpanahi/openmed | 5.5k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| New Diagrampedrohcgs/claude-code-my-workflow | 1.6k | — | ~1.8k | Automated safety check: Notes | MIT | |
| Mat Defect Energy Dftlearningmatter-mit/AtomisticSkills | 176 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Joap Tables Figuresbrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.7k | Automated safety check: Pass | MIT |
Similar skills
Mapping To Snomed
maziyarpanahi/openmed
Maps clinical concept spans extracted by OpenMed to SNOMED CT concepts through a USER-SUPPLIED terminology server (the user's own Ontoserver, Snowstorm, or UMLS/UTS), never a bundled vocabulary.
New Diagram
pedrohcgs/claude-code-my-workflow
Scaffold a new TikZ diagram from the snippet gallery with prevention rules pre-applied (explicit node dimensions, coordinate map, directional edge labels).
Mat Defect Energy Dft
learningmatter-mit/AtomisticSkills
Calculate charged defect formation energies and transition level diagrams using pymatgen-analysis-defects and atomate2 VASP workflows.
Joap Tables Figures
brycewang-stanford/Awesome-Journal-Skills
A skill your agent uses when building tables and figures for a Journal of Applied Psychology (JAP) manuscript in APA 7th-edition style — correlation/descriptives tables, CFA/SEM path diagrams…
Molecode
AtomFlow-AI/MoleCode
A skill your agent uses for deterministic molecule understanding, graph-level editing, generation, and validation with MoleCode — an explicit Mermaid graph in which every atom and bond is a typed…
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Related
Categories
Questions about Paper To Code
What does Paper To Code do?
Convert an ML research paper into a complete, runnable code repository. Paper To Code is an agent skill from lingzhi227/agent-research-skills. Convert an ML research paper into a complete, runnable code repository.
When should I use Paper To Code?
Paper To Code fits situations like: reproducing paper methods; tasks that involve Diagrams.
How do I install Paper To Code in Claude Code?
Run `npx skills add lingzhi227/agent-research-skills --skill paper-to-code -a claude-code`. Or copy the skill folder (skills/paper-to-code in lingzhi227/agent-research-skills) into .claude/skills/paper-to-code in your project. Claude Code loads it when a task matches its description.
How do I install Paper To Code in Codex?
Run `npx skills add lingzhi227/agent-research-skills --skill paper-to-code -a codex`. Or copy the skill folder (skills/paper-to-code in lingzhi227/agent-research-skills) into .agents/skills/paper-to-code in your project. Codex loads it when a task matches its description.
Can I use Paper To Code 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 lingzhi227/agent-research-skills --skill paper-to-code -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-to-code, .gemini/skills/paper-to-code, .github/skills/paper-to-code and .opencode/skills/paper-to-code in your project.
What does Paper To Code need to run?
SKILL.md names no scripts, command-line tools or credentials: Paper To Code is instructions for the agent only.
Does Paper To Code 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 To Code 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 To Code use?
No licence was found for Paper To Code or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Paper To Code use?
About 793 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 2.3k tokens, read only when the agent opens those files.
What are the alternatives to Paper To Code?
Skills that share tags, products or a category with Paper To Code: Paper Analyzer (zsyggg/paper-craft-skills, 1.3k stars), Mapping To Snomed (maziyarpanahi/openmed, 5.5k stars), New Diagram (pedrohcgs/claude-code-my-workflow, 1.6k stars) and Mat Defect Energy Dft (learningmatter-mit/AtomisticSkills, 176 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paper To Code?
lingzhi227 (a GitHub user) maintains it in lingzhi227/agent-research-skills, which has 384 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on February 27, 2026.
Source: lingzhi227/agent-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.