Docstring
pytorch/pytorch
Write docstrings for PyTorch functions and methods following PyTorch conventions.
Rigor Paper Context helper for README-first deep learning repo reproduction.
Install Paper Context Resolver
$ npx skills add lllllllama/RigorPilot-Skills --skill paper-context-resolver -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install lllllllama/RigorPilot-Skills paper-context-resolver --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/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/paper-context-resolver .claude/skills/paper-context-resolver && 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-context-resolver" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/paper-context-resolver into .claude/skills/paper-context-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-context-resolver", 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/lllllllama/RigorPilot-Skills/tree/main/skills/paper-context-resolverType 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 lllllllama/RigorPilot-Skills --skill paper-context-resolver -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install lllllllama/RigorPilot-Skills paper-context-resolver --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/paper-context-resolver .agents/skills/paper-context-resolver && 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-context-resolver" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/paper-context-resolver into .agents/skills/paper-context-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-context-resolver", 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 lllllllama/RigorPilot-Skills --skill paper-context-resolver -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install lllllllama/RigorPilot-Skills paper-context-resolver --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/paper-context-resolver .cursor/skills/paper-context-resolver && 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-context-resolver" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/paper-context-resolver into .cursor/skills/paper-context-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-context-resolver", 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/lllllllama/RigorPilot-Skills.git --path skills/paper-context-resolver--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 lllllllama/RigorPilot-Skills --skill paper-context-resolver -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install lllllllama/RigorPilot-Skills paper-context-resolver --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/paper-context-resolver .gemini/skills/paper-context-resolver && 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-context-resolver" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/paper-context-resolver into .gemini/skills/paper-context-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-context-resolver", 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 lllllllama/RigorPilot-Skills paper-context-resolverInstalls 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 lllllllama/RigorPilot-Skills --skill paper-context-resolver -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/paper-context-resolver .github/skills/paper-context-resolver && 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-context-resolver" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/paper-context-resolver into .github/skills/paper-context-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-context-resolver", 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 lllllllama/RigorPilot-Skills --skill paper-context-resolver -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install lllllllama/RigorPilot-Skills paper-context-resolver --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/lllllllama/RigorPilot-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/paper-context-resolver .opencode/skills/paper-context-resolver && 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-context-resolver" agent skill from https://github.com/lllllllama/RigorPilot-Skills/tree/main/skills/paper-context-resolver into .opencode/skills/paper-context-resolver/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-context-resolver", 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-context-resolver- GitHub stars
- 497
- Used in
- 1 other repo
- Token cost
- ~517 tokens
- SKILL.md length
- 190 words
- Files
- 3 (incl. references)
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- MIT
At a glance
Rigor Paper Context helper for README-first deep learning repo reproduction.
- General paper summary
- SKILL.md covers When to apply, When not to apply, Clear boundaries and Input expectations, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Environment setup
What it does
Paper Context Resolver is an agent skill from lllllllama/RigorPilot-Skills. Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by…
Its SKILL.md is about 520 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including reference files (for example `agents/openai.yaml` and `references/paper-assisted-reproduction.md`).
It sits in Backend & APIs, covering GraphQL, Deep learning and Technical documentation. The repository describes itself as: README-first research reproduction skills with bounded execution, auditable evidence, and byte-preserving README annotations. The licence is MIT.
When your agent uses it
- General paper summary
- Environment setup
- Command execution
- Title-only paper lookup
Example prompts
- “/paper-context-resolver”
What it can do on your machine
Read from SKILL.md and the folder at commit fb3ccdf. 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 Context Resolver loads about 517 tokens when it runs, and up to ~849 if it reads all its reference files. Until then it costs about 137 tokens; SKILL.md has 190 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 lllllllama/RigorPilot-Skills at commit fb3ccdf, republished under its MIT licence (© lllllllama). 190 words, ~517 tokens.
Download SKILL.mdSave it as
.claude/skills/paper-context-resolver/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- paper-context-resolver
- description
- Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a specific paper detail such as dataset split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumption from primary paper sources while recording conflicts. Do not use for general paper summary, repo scanning, environment setup, command execution, title-only paper lookup, or replacing README guidance by default.
paper-context-resolver
Use this as the Rigor Paper Context helper. The installed slug remains
paper-context-resolver for compatibility.
When to apply
- README and repo files leave a reproduction-critical gap.
- The gap concerns dataset version, split, preprocessing, evaluation protocol, checkpoint mapping, or runtime assumptions.
- The main skill needs a narrow evidence supplement instead of a full paper summary.
- There is already a concrete reproduction question to answer.
When not to apply
- The README already gives enough reproduction detail.
- The user wants a general paper explanation rather than reproduction support.
- The goal is to override README instructions without documenting the conflict.
- The only available input is a paper title and there is no concrete reproduction gap yet.
Clear boundaries
- This skill is optional.
- This skill is helper-tier and should usually be orchestrator-invoked.
- It supplements README-first reproduction.
- It does not replace the main orchestration flow.
- It does not summarize the whole paper by default.
Input expectations
- target repo metadata
- reproduction-critical question
- existing README or repo evidence
- any already known paper links
Output expectations
- narrowed source list
- reproduction-relevant answer only
- explicit README-paper conflict note when applicable
- clear distinction between direct evidence and inference
Notes
Use references/paper-assisted-reproduction.md.
© lllllllama, 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 2 other files (references) in skills/paper-context-resolver of lllllllama/RigorPilot-Skills.
- SKILL.md
- agents/openai.yaml
- references/paper-assisted-reproduction.md
Open the folder on GitHubat commit fb3ccdf
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in lllllllama/RigorPilot-Skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Paper Context Resolver 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 Context Resolver this skilllllllllama/RigorPilot-Skills | 497 | 1 repos | ~517 | Automated safety check: Pass | MIT | |
| Docstringpytorch/pytorch | 104k | 2 repos | ~2.6k | Automated safety check: Pass | Custom licence | |
| Distilled SDKalchemy-run/distilled | 432 | — | ~6k | Automated safety check: Pass | Apache-2.0 | |
| Backend AI Guidelablup/backend.ai-webui | 133 | 1 repos | ~1.8k | Automated safety check: Pass | LGPL-3.0 | |
| Ascendcascend-ai-coding/awesome-ascend-skills | 174 | — | ~3.5k | Automated safety check: Pass | None | |
| API DesignMadAppGang/claude-code | 285 | — | ~1.7k | Automated safety check: Pass | MIT |
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Related
Questions about Paper Context Resolver
What does Paper Context Resolver do?
Rigor Paper Context helper for README-first deep learning repo reproduction. Paper Context Resolver is an agent skill from lllllllama/RigorPilot-Skills. Rigor Paper Context helper for README-first deep learning repo reproduction.
When should I use Paper Context Resolver?
Paper Context Resolver fits situations like: general paper summary; environment setup; command execution; title-only paper lookup.
How do I install Paper Context Resolver in Claude Code?
Run `npx skills add lllllllama/RigorPilot-Skills --skill paper-context-resolver -a claude-code`. Or copy the skill folder (skills/paper-context-resolver in lllllllama/RigorPilot-Skills) into .claude/skills/paper-context-resolver in your project. Claude Code loads it when a task matches its description.
How do I install Paper Context Resolver in Codex?
Run `npx skills add lllllllama/RigorPilot-Skills --skill paper-context-resolver -a codex`. Or copy the skill folder (skills/paper-context-resolver in lllllllama/RigorPilot-Skills) into .agents/skills/paper-context-resolver in your project. Codex loads it when a task matches its description.
Can I use Paper Context Resolver 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 lllllllama/RigorPilot-Skills --skill paper-context-resolver -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-context-resolver, .gemini/skills/paper-context-resolver, .github/skills/paper-context-resolver and .opencode/skills/paper-context-resolver in your project.
What does Paper Context Resolver need to run?
SKILL.md names no scripts, command-line tools or credentials: Paper Context Resolver is instructions for the agent only.
Does Paper Context Resolver 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 Context Resolver 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 Context Resolver use?
Paper Context Resolver 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 Context Resolver use?
About 517 tokens (SKILL.md is roughly 2.1k 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 332 tokens, read only when the agent opens those files.
What are the alternatives to Paper Context Resolver?
Skills that share tags, products or a category with Paper Context Resolver: Docstring (pytorch/pytorch, 104k stars), Distilled SDK (alchemy-run/distilled, 432 stars), Backend AI Guide (lablup/backend.ai-webui, 133 stars) and Ascendc (ascend-ai-coding/awesome-ascend-skills, 174 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paper Context Resolver?
lllllllama (a GitHub user) maintains it in lllllllama/RigorPilot-Skills, which has 497 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on September 23, 2026.
Source: lllllllama/RigorPilot-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.