Academic Paper Writing Pipeline
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.
A skill your agent uses when the user wants help with academic papers or citations but it's unclear which specific workflow fits — reviewing a paper, checking a BibTeX file for fake references, or…
$ npx skills add agentscope-ai/OpenJudge --skill 00-academic-router -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install agentscope-ai/OpenJudge 00-academic-router --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/agentscope-ai/OpenJudge.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/academic-eval/00-academic-router .claude/skills/00-academic-router && 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 "00-academic-router" agent skill from https://github.com/agentscope-ai/OpenJudge/tree/main/skills/academic-eval/00-academic-router into .claude/skills/00-academic-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "00-academic-router", 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/agentscope-ai/OpenJudge/tree/main/skills/academic-eval/00-academic-routerType 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 agentscope-ai/OpenJudge --skill 00-academic-router -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install agentscope-ai/OpenJudge 00-academic-router --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/OpenJudge.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/academic-eval/00-academic-router .agents/skills/00-academic-router && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "00-academic-router" agent skill from https://github.com/agentscope-ai/OpenJudge/tree/main/skills/academic-eval/00-academic-router into .agents/skills/00-academic-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "00-academic-router", 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 agentscope-ai/OpenJudge --skill 00-academic-router -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install agentscope-ai/OpenJudge 00-academic-router --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/OpenJudge.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/academic-eval/00-academic-router .cursor/skills/00-academic-router && 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 "00-academic-router" agent skill from https://github.com/agentscope-ai/OpenJudge/tree/main/skills/academic-eval/00-academic-router into .cursor/skills/00-academic-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "00-academic-router", 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/agentscope-ai/OpenJudge.git --path skills/academic-eval/00-academic-router--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 agentscope-ai/OpenJudge --skill 00-academic-router -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install agentscope-ai/OpenJudge 00-academic-router --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/OpenJudge.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/academic-eval/00-academic-router .gemini/skills/00-academic-router && 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 "00-academic-router" agent skill from https://github.com/agentscope-ai/OpenJudge/tree/main/skills/academic-eval/00-academic-router into .gemini/skills/00-academic-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "00-academic-router", 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 agentscope-ai/OpenJudge 00-academic-routerInstalls 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 agentscope-ai/OpenJudge --skill 00-academic-router -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/agentscope-ai/OpenJudge.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/academic-eval/00-academic-router .github/skills/00-academic-router && 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 "00-academic-router" agent skill from https://github.com/agentscope-ai/OpenJudge/tree/main/skills/academic-eval/00-academic-router into .github/skills/00-academic-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "00-academic-router", 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 agentscope-ai/OpenJudge --skill 00-academic-router -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install agentscope-ai/OpenJudge 00-academic-router --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/agentscope-ai/OpenJudge.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/academic-eval/00-academic-router .opencode/skills/00-academic-router && 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 "00-academic-router" agent skill from https://github.com/agentscope-ai/OpenJudge/tree/main/skills/academic-eval/00-academic-router into .opencode/skills/00-academic-router/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "00-academic-router", 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.
00-academic-routerA skill your agent uses when the user wants help with academic papers or citations but it's unclear which specific workflow fits — reviewing a paper, checking a BibTeX file for fake references, or…
00 Academic Router is an agent skill from agentscope-ai/OpenJudge. Use when the user wants help with academic papers or citations but it's unclear which specific workflow fits — reviewing a paper, checking a BibTeX file for fake references, or benchmarking multiple LLMs on reference-recommendation accuracy. Also use when the user mentions paper review, peer review, BibTeX verification, citation checking, reference hallucination, or academic literature accuracy and hasn't specified which of those three tasks they mean. This skill is the entry router for the academic-eval suite…
Its SKILL.md is about 980 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 Research & Science, covering Citation management and Peer review. It works with LaTeX. The repository describes itself as: OpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards. The licence is Apache-2.0.
Read from SKILL.md and the folder at commit d1e0642. It shows what the files ask for, not the result of running them.
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.
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.
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.
00 Academic Router loads about 976 tokens when it runs. Until then it costs about 151 tokens; SKILL.md has 357 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 agentscope-ai/OpenJudge at commit d1e0642, republished under its Apache-2.0 licence (© agentscope-ai). 357 words, ~976 tokens.
.claude/skills/00-academic-router/SKILL.md (or your agent's skills folder).Entry router for the academic-eval suite. You diagnose what the user actually
wants and route them to one of three sub-skills. You don't review papers, verify
BibTeX files, or run arena benchmarks yourself — you're the triage desk.
Each sub-skill is self-contained: it carries inline everything it needs, so it can be installed and used on its own.
Ask (unless the user's request already makes the answer obvious):
To route you correctly, which of these matches what you want?
a) Review a single paper (PDF or LaTeX source) for correctness/quality/novelty
— optionally also check its bibliography
b) Check a standalone .bib file for fabricated or mismatched references
(no paper review needed)
c) Benchmark/compare multiple LLMs on how often they hallucinate references
when asked to recommend citations (arena-style, many queries)Shortcut rule: if the user already said "review my paper", "check this PDF", "verify this .bib file", or "compare models on reference hallucination", skip the question — the routing is already clear from their phrasing.
| User says / has | Use workflow | What it does |
|---|---|---|
"Review this paper" (PDF or .tar.gz/.zip TeX source) | 01-paper-review | Multi-stage review: safety, correctness, quality/novelty score, criticality — optionally + BibTeX check |
| "Review this paper AND check its references" | 01-paper-review | Same pipeline with --bib set — one run covers both |
| "Just check this .bib file, no paper" | 02-bib-verify | Cross-checks every entry against CrossRef/arXiv/DBLP, flags verified/suspect/not_found |
| "Compare N models on how often they cite fake papers" / "benchmark reference hallucination rate" | 03-ref-hallucination-arena | Runs many recommendation queries per model, verifies every returned reference, ranks models by hallucination rate |
| "Compare models on general quality/response, not specifically citations" | — | Not this suite — see the arena-eval suite's 01-auto-arena instead |
01-paper-review vs 02-bib-verify: both use the same underlying
cookbooks.paper_review pipeline. Use 01-paper-review whenever a paper file
exists (even if the only thing the user cares about is the bibliography —
--bib_only mode is documented there). Use 02-bib-verify only when there is
no paper, just a loose .bib file to sanity-check.01-paper-review/02-bib-verify vs 03-ref-hallucination-arena: the first
two evaluate one document's existing references after the fact. The third
evaluates model behavior — how often a model invents fake citations when
asked to recommend some, across a benchmark of queries and models. If the user
wants a leaderboard/ranking of models, not a report on one document, route to
03-ref-hallucination-arena.Recommended workflow: `[skill-name]`
Why: [one sentence tying the user's request to the triage table row]Recommend exactly one workflow. If the request spans two (e.g., "review this paper, and separately benchmark 3 models on citation accuracy"), say so explicitly and give both, in the order the user would naturally do them.
© agentscope-ai, Apache-2.0. 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 skills/academic-eval/00-academic-router of agentscope-ai/OpenJudge.
Open the folder on GitHubat commit d1e0642
00 Academic Router 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 |
|---|---|---|---|---|---|---|
| 00 Academic Router this skillagentscope-ai/OpenJudge | 871 | — | ~976 | Automated safety check: Pass | Apache-2.0 | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence | |
| Research Writing SkillzLanqing/codex-claude-academic-skills | 4.7k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Arxiv PreflightMathews-Tom/armory | 329 | — | ~2k | Automated safety check: Pass | MIT | |
| Citation Managementneflibata-feng/MyArxiv-Agent | 126 | 19 repos | ~8.1k | Automated safety check: Notes | MIT | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT |
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.
zLanqing/codex-claude-academic-skills
Chinese-first research paper writing, revision, polishing, section drafting, rebuttal, peer-review response, thesis prose improvement, and manuscript argument planning.
Mathews-Tom/armory
Pre-submission validation audit for arXiv papers across TeX source, PDF, figures, metadata, bibliography, file organization, and common-error scans.
neflibata-feng/MyArxiv-Agent
Comprehensive citation management for academic research. An agent skill from neflibata-feng/MyArxiv-Agent.
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
Imbad0202/academic-research-skills-codex
A router skill that sends academic work such as literature reviews, drafting, citation checks, peer review and revision to the right workflow in the ARS suite.
agentscope-ai/OpenJudge
A skill your agent uses when the user has a judge/grader and human-labeled data, and wants to measure how well the judge agrees with humans, detect systematic biases, determine whether automatic…
agentscope-ai/OpenJudge
A skill your agent uses when the user has changed a prompt (system prompt, RAG template, agent instruction, etc.) and wants to know whether the candidate is better or worse than the baseline.
agentscope-ai/OpenJudge
A skill your agent uses when the user has a RAG (Retrieval-Augmented Generation) system and wants to evaluate its quality — separating retrieval issues from generation issues.
agentscope-ai/OpenJudge
Detect whether an API endpoint is backed by genuine Claude (not a wrapper, proxy, or impersonator) using 9 weighted rule-based checks that mirror the claude-verify project.
agentscope-ai/OpenJudge
A skill your agent uses when the user needs to design evaluation datasets, create test cases, stratify samples, generate adversarial examples, extract eval dimensions from traces/specs, or build a…
agentscope-ai/OpenJudge
Discover and recommend combinations of agent skills to complete complex, multi-faceted tasks.
Works with
Categories
A skill your agent uses when the user wants help with academic papers or citations but it's unclear which specific workflow fits — reviewing a paper, checking a BibTeX file for fake references, or…. 00 Academic Router is an agent skill from agentscope-ai/OpenJudge. Use when the user wants help with academic papers or citations but it's unclear which specific workflow fits — reviewing a paper, checking a BibTeX file for fake references, or benchmarking multiple LLMs on reference-recommendation accuracy.
00 Academic Router fits situations like: the user wants help with academic papers; citations but its unclear which specific workflow fits — reviewing a paper; checking a BibTeX file for fake references; benchmarking multiple LLMs on reference-recommendation accuracy.
Run `npx skills add agentscope-ai/OpenJudge --skill 00-academic-router -a claude-code`. Or copy the skill folder (skills/academic-eval/00-academic-router in agentscope-ai/OpenJudge) into .claude/skills/00-academic-router in your project. Claude Code loads it when a task matches its description.
Run `npx skills add agentscope-ai/OpenJudge --skill 00-academic-router -a codex`. Or copy the skill folder (skills/academic-eval/00-academic-router in agentscope-ai/OpenJudge) into .agents/skills/00-academic-router 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 agentscope-ai/OpenJudge --skill 00-academic-router -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/00-academic-router, .gemini/skills/00-academic-router, .github/skills/00-academic-router and .opencode/skills/00-academic-router in your project.
SKILL.md names no scripts, command-line tools or credentials: 00 Academic Router is instructions for the agent only.
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.
00 Academic Router is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 976 tokens (SKILL.md is roughly 3.9k 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 00 Academic Router: Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Research Writing Skill (zLanqing/codex-claude-academic-skills, 4.7k stars), Arxiv Preflight (Mathews-Tom/armory, 329 stars) and Citation Management (neflibata-feng/MyArxiv-Agent, 126 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
agentscope-ai (a GitHub organization) maintains it in agentscope-ai/OpenJudge, which has 871 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on September 11, 2026.
Source: agentscope-ai/OpenJudge on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.