Paperjury
Spark-To-Paper-Skills/paperjury
Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML).
Review and fix academic writing in a LaTeX paper section. An agent skill from eunomia-bpf/ActPlane.
$ npx skills add eunomia-bpf/ActPlane --skill paper-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install eunomia-bpf/ActPlane paper-review --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/eunomia-bpf/ActPlane.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/paper-review .claude/skills/paper-review && 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-review" agent skill from https://github.com/eunomia-bpf/ActPlane/tree/master/.claude/skills/paper-review into .claude/skills/paper-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review", 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/eunomia-bpf/ActPlane/tree/master/.claude/skills/paper-reviewType 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 eunomia-bpf/ActPlane --skill paper-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install eunomia-bpf/ActPlane paper-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/eunomia-bpf/ActPlane.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/paper-review .agents/skills/paper-review && 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-review" agent skill from https://github.com/eunomia-bpf/ActPlane/tree/master/.claude/skills/paper-review into .agents/skills/paper-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review", 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 eunomia-bpf/ActPlane --skill paper-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install eunomia-bpf/ActPlane paper-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/eunomia-bpf/ActPlane.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/paper-review .cursor/skills/paper-review && 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-review" agent skill from https://github.com/eunomia-bpf/ActPlane/tree/master/.claude/skills/paper-review into .cursor/skills/paper-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review", 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/eunomia-bpf/ActPlane.git --path .claude/skills/paper-review--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 eunomia-bpf/ActPlane --skill paper-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install eunomia-bpf/ActPlane paper-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/eunomia-bpf/ActPlane.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/paper-review .gemini/skills/paper-review && 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-review" agent skill from https://github.com/eunomia-bpf/ActPlane/tree/master/.claude/skills/paper-review into .gemini/skills/paper-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review", 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 eunomia-bpf/ActPlane paper-reviewInstalls 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 eunomia-bpf/ActPlane --skill paper-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/eunomia-bpf/ActPlane.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/paper-review .github/skills/paper-review && 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-review" agent skill from https://github.com/eunomia-bpf/ActPlane/tree/master/.claude/skills/paper-review into .github/skills/paper-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review", 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 eunomia-bpf/ActPlane --skill paper-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install eunomia-bpf/ActPlane paper-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/eunomia-bpf/ActPlane.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/paper-review .opencode/skills/paper-review && 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-review" agent skill from https://github.com/eunomia-bpf/ActPlane/tree/master/.claude/skills/paper-review into .opencode/skills/paper-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-review", 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-reviewReview and fix academic writing in a LaTeX paper section. An agent skill from eunomia-bpf/ActPlane.
Paper Review is an agent skill from eunomia-bpf/ActPlane. Review and fix academic writing in a LaTeX paper section. Checks sentence-level antipatterns, terminology consistency, and systems-paper conventions.
Its SKILL.md is about 3.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Documents & Office, covering Peer review, LaTeX and Scientific writing. It works with LaTeX. The repository describes itself as: eBPF Information Flow Enforcement for AI Agent safety, security and effectiveness. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 4045428. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
ReadEditBash(grep *)Bash(wc *)From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
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.
Paper Review loads about 3.8k tokens when it runs. Until then it costs about 41 tokens; SKILL.md has 1,963 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 eunomia-bpf/ActPlane at commit 4045428, republished under its MIT licence (© eunomia-bpf). 1,963 words, ~3,756 tokens.
.claude/skills/paper-review/SKILL.md (or your agent's skills folder).Review the LaTeX file at $ARGUMENTS sentence by sentence for academic writing quality. If no argument is given, ask which section to review.
suggest ... on the selected subset, in our setting, up to): it protects the claim from outrunning its evidence (/paper-logic A4/A5). Only collapse stacked hedges down to one.---) in paper text. Table --- for N/A is fine.Terminology drift confuses readers more than awkward prose. Run these checks before sentence-level review.
Grep for near-synonyms. If the same concept uses multiple terms, unify to one.
grep -oE '(policy|rule|constraint|directive)' file.tex | sort | uniq -cCommon drift pairs to check:
Compound adjectives before nouns need hyphens; standalone uses do not.
| Context | Correct | Wrong |
|---|---|---|
| Before noun | tool-call guardrails | tool call guardrails |
| After verb | operates at the OS level | operates at the OS-level |
| Before noun | cross-event policy | cross event policy |
Check common compounds:
grep -oE '(tool|cross|per|intent|system|application|kernel)[- ](call|event|level)' file.tex | sort | uniq -c*-level qualifiersMany *-level compounds are redundant. Check if removing -level loses meaning:
| Often redundant | Usually needed |
|---|---|
| system-level (just "system") | OS-level (vs tool-level) |
| kernel-level (just "kernel") | intent-level (vs syscall-level) |
| application-level (just "application") | enforcement-level (classification) |
Test: "system actions" vs "system-level actions" — if both mean the same, drop -level.
Check proper nouns and acronyms:
grep -oE '(eBPF|EBPF|ebpf|BPF)' file.tex | sort | uniq -cCommon issues:
Pick one and stick to it:
Semicolons that join two independent clauses should be rewritten as:
Bad: The engine propagates labels; rules fire at each event.
Good: The engine propagates labels, and rules fire at each event.
Good: Because the engine propagates labels, rules fire at each event.
Academic prose uses causal connectors, subordinate clauses, and flowing sentences. Short declarative sentences read like bullet points, not a paper.
Bad: Labels propagate at fork. The child inherits the parent mask. Rules check the mask at each event.
Good: Labels propagate at fork, so the child inherits the parent mask and rules can check it at each event.
Tie-breaker: this rule targets runs of three or more short declaratives. A pair of sentences produced by splitting an overlong sentence (e.g., to fix subject-verb separation) is fine — do not re-merge it.
Every design decision must explain its motivation before describing the mechanism. Readers need to understand the problem before the solution.
Bad: We use monotonic labels. Labels are never removed once added.
Good: To ensure no history is lost across the session, labels are monotonic: propagation adds labels but never removes them.
Never use em-dashes in paper text. Use commas, parentheses, semicolons (in lists), or restructure the sentence. Table cells using --- for "not applicable" are acceptable.
Colons may introduce lists, definitions, and elaborations of the claim just made (labels are monotonic: propagation adds labels but never removes them). Avoid colons that splice two clauses with no claim-elaboration relationship.
Bad: The engine uses eBPF: the verifier imposes a stack limit. (the second clause does not elaborate the first; use "so" or two sentences)
Good: The engine has three effects: notify (observe only), block (pre-operation denial), and kill (process termination).
Good: Labels are monotonic: propagation adds labels but never removes them.
| Antipattern | Fix |
|---|---|
| "in order to" | "to" |
| "utilize" / "utilization" | "use" |
| "it is important to note that" | delete or rephrase |
| "it should be noted that" | delete or rephrase |
| "there is/are ... that" | rewrite with real subject |
| "due to the fact that" | "because" |
| "a number of" | "several" or the actual count |
| "in the case of" | "for" or "when" |
| "is able to" | "can" |
| "has the ability to" | "can" |
| "prior to" | "before" |
| "subsequent to" | "after" |
| "with respect to" | "for" or "about" |
| "in terms of" | rephrase directly |
| "the fact that" | delete or use "that" |
Avoid starting sentences with "It is", "There is/are", "This is". Use a concrete subject.
Bad: There are three hooks that the engine attaches to.
Good: The engine attaches to three hooks.
Keep the grammatical subject within 7 words of its verb. Long intervening clauses force the reader to hold the subject in memory.
Bad: The protocol, which was developed over three years by a distributed team working across four time zones, handles failover.
Good: The protocol handles failover. A distributed team developed it over three years across four time zones.
Put old/known information at the sentence start (backward link). Put the new, emphatic information at the sentence end (stress position).
Bad: A 40\% reduction in latency results from label caching.
Good: Label caching reduces latency by 40\%.
The modifier must attach to the grammatical subject.
Bad: Using eBPF, the policy is enforced at the kernel level.
Good: Using eBPF, the engine enforces the policy at the kernel level.
Passive is fine for methodology when the actor is obvious and irrelevant ("traces were collected"), but use active voice when the actor matters for understanding.
Bad: Labels are propagated by the engine at each system event.
Good: The engine propagates labels at each system event.
Exception: verification and judgment steps ("samples were verified", "results were reviewed") must name the actor and criterion even in methodology — an agentless verification claim is unfalsifiable (see /paper-logic C6).
Use the verb form when possible. "make assumption" -> "assume"; "perform analysis" -> "analyze"; "is a requirement" -> "requires".
Bad: The propagation of labels occurs at fork events.
Good: Labels propagate at fork events.
One hedge per claim is enough. Remove stacked hedges. Do not hedge your own measurements or established facts.
Bad: This may potentially suggest that the overhead could possibly be acceptable.
Good: This suggests the overhead is acceptable.
Protected hedges — never remove: a hedge that carries claim scope (suggest ... on the 12 selected workloads, in our setting, up to) is protecting the claim from outrunning its evidence. Removing it creates a logic error worse than the wordiness (see /paper-logic A4/A5). Remove the stack, keep one scope-bearing hedge.
"This", "it", "they" must have an unambiguous antecedent. If unclear, name the referent.
Bad: The engine checks labels and fires rules. This improves compliance.
Good: The engine checks labels and fires rules. This label-checking mechanism improves compliance.
Cut "very", "extremely", "basically", "actually", "really", "significantly" unless they carry measurable meaning. Replace vague intensifiers with numbers.
Bad: significantly reduces latency
Good: reduces latency by 40\%
Max two parenthetical remarks per page. If a parenthetical carries important information, promote it to the main text or cut it.
When replacing semicolons, don't just swap punctuation. Rewrite the sentence to flow:
Before: Labels propagate at fork; the child inherits the parent mask.
After: Labels propagate at fork, so the child inherits the parent mask.
Choose the connector based on the logical relationship:
Before: The DSL has three components. Sources identify objects. Targets are operations. Effects decide outcomes.
After: Each rule in the DSL encodes three components: a source identifies which objects the rule applies to, a target names the operation being constrained, and an effect determines whether the engine blocks, kills, or notifies.
Before: Labels are monotonic.
After: To ensure no history is lost across the session, labels are monotonic.
Before: The engine checks labels and propagates them. This improves safety.
After: The engine checks and propagates labels. This monotonic tracking improves safety.
For each issue found:
L<line>: "<quoted text>"
Problem: <what's wrong>
Fix: "<suggested rewrite>"End with a summary: total issues by severity, and the top 3 most impactful changes.
After reporting, ask: "Apply fixes? [all / select / none]"
After all fixes, provide:
© eunomia-bpf, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/paper-review of eunomia-bpf/ActPlane.
Open the folder on GitHubat commit 4045428
Paper Review 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 Review this skilleunomia-bpf/ActPlane | 104 | — | ~3.8k | Automated safety check: Pass | MIT | |
| PaperjurySpark-To-Paper-Skills/paperjury | 1.2k | — | ~5.3k | Automated safety check: Pass | MIT | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence | |
| Paper Writingvoidful/academic-skills | 135 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Research Paper Writing CoachXiaomiMiMo/MiMo-Code | 14k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Research Writingalfonso0512/research-writing-skill | 490 | 1 repos | ~818 | Automated safety check: Pass | MIT |
Spark-To-Paper-Skills/paperjury
Three modes for CS-conference papers (CVPR/ICCV/ECCV vision, ACL/EMNLP/NAACL NLP, ICLR/NeurIPS/ICML/AAAI ML).
Imbad0202/academic-research-skills
Runs a 12-agent pipeline that plans, drafts, cites, reviews and formats academic papers, with modes for revision, rebuttals, abstracts and citation checks.
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…
XiaomiMiMo/MiMo-Code
Drafts, rewrites and reviews academic papers in ML, CV and NLP style, section by section, and compiles LaTeX sources to PDF.
alfonso0512/research-writing-skill
科研论文写作助手,提供 30 个 Prompt 模板覆盖论文写作全流程. An agent skill from alfonso0512/research-writing-skill.
MLNLP-World/Paper-Writing-Tips
学术论文写作检查与优化助手。基于 MLNLP-World 社区整理的论文写作技巧,帮助检查和优化学术论文。Use when: (1) 检查论文 LaTeX 格式和排版, (2) 优化公式符号使用, (3) 改进图表设计, (4) 润色英文学术表达, (5) 检查参考文献格式, (6) 投稿前终稿检查, (7) 用户询问论文写作技巧或规范。
eunomia-bpf/ActPlane
Review a LaTeX paper for argument-level logic, cross-section consistency, and house style.
Works with
Categories
Review and fix academic writing in a LaTeX paper section. An agent skill from eunomia-bpf/ActPlane. Paper Review is an agent skill from eunomia-bpf/ActPlane. Review and fix academic writing in a LaTeX paper section.
Paper Review fits situations like: tasks that involve Peer review; tasks that involve LaTeX; tasks that involve Scientific writing.
Run `npx skills add eunomia-bpf/ActPlane --skill paper-review -a claude-code`. Or copy the skill folder (.claude/skills/paper-review in eunomia-bpf/ActPlane) into .claude/skills/paper-review in your project. Claude Code loads it when a task matches its description.
Run `npx skills add eunomia-bpf/ActPlane --skill paper-review -a codex`. Or copy the skill folder (.claude/skills/paper-review in eunomia-bpf/ActPlane) into .agents/skills/paper-review 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 eunomia-bpf/ActPlane --skill paper-review -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-review, .gemini/skills/paper-review, .github/skills/paper-review and .opencode/skills/paper-review in your project.
SKILL.md names no scripts, command-line tools or credentials: Paper Review is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Edit, Bash(grep *), Bash(wc *).
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 Review is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.8k tokens (SKILL.md is roughly 15k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Paper Review: Paperjury (Spark-To-Paper-Skills/paperjury, 1.2k stars), Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Paper Writing (voidful/academic-skills, 135 stars) and Research Paper Writing Coach (XiaomiMiMo/MiMo-Code, 14k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
eunomia-bpf (a GitHub organization) maintains it in eunomia-bpf/ActPlane, which has 104 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on October 9, 2026.
Source: eunomia-bpf/ActPlane on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.