Agent skill

00 Academic Router

by agentscope-ai in agentscope-ai/OpenJudge

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…

Apache-2.0Auto-check passedResearch & Science

Install 00 Academic Router

skills CLI
$ npx skills add agentscope-ai/OpenJudge --skill 00-academic-router -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install agentscope-ai/OpenJudge 00-academic-router --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-src

Use ~/.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/

Facts

Skill name
00-academic-router
GitHub stars
871
Token cost
~976 tokens
SKILL.md length
357 words
Files
1
Skills in repo
19
Repo updated
First seen
Licence
Apache-2.0

At a glance

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…

  • The user wants help with academic papers
  • SKILL.md covers Diagnostic Question, Triage Table, Key distinctions and Output
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Citations but its unclear which specific workflow fits — reviewing a paper

What it does

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.

When your agent uses it

  • 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

Example prompts

  • “/00-academic-router”

What it can do on your machine

Read from SKILL.md and the folder at commit d1e0642. 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

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.

Always · name and description, kept in context so the agent knows when to use it
~151
When it runs · the whole SKILL.md, loaded when a task matches
~976

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 agentscope-ai/OpenJudge at commit d1e0642, republished under its Apache-2.0 licence (© agentscope-ai). 357 words, ~976 tokens.

Download SKILL.mdSave it as .claude/skills/00-academic-router/SKILL.md (or your agent's skills folder).
name
00-academic-router
description
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: it asks one diagnostic question then routes to the right sub-skill.

Academic Eval Router

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.

Diagnostic Question

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.

Triage Table

User says / hasUse workflowWhat it does
"Review this paper" (PDF or .tar.gz/.zip TeX source)01-paper-reviewMulti-stage review: safety, correctness, quality/novelty score, criticality — optionally + BibTeX check
"Review this paper AND check its references"01-paper-reviewSame pipeline with --bib set — one run covers both
"Just check this .bib file, no paper"02-bib-verifyCross-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-arenaRuns 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
Show full SKILL.md (143 more words)Show less

Key distinctions

  • 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.

Output

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

Files

Just SKILL.md in skills/academic-eval/00-academic-router of agentscope-ai/OpenJudge.

Open the folder on GitHubat commit d1e0642

Compare with similar skills

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.

00 Academic Router compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
00 Academic Router this skillagentscope-ai/OpenJudge871—~976Automated safety check: PassApache-2.0
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Research Writing SkillzLanqing/codex-claude-academic-skills4.7k—~1.1kAutomated safety check: PassMIT
Arxiv PreflightMathews-Tom/armory329—~2kAutomated safety check: PassMIT
Citation Managementneflibata-feng/MyArxiv-Agent12619 repos~8.1kAutomated safety check: NotesMIT
Peer ReviewK-Dense-AI/claude-scientific-writer2.4k2 repos~3.1kAutomated safety check: NotesMIT

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  • Academic Paper Writing Pipeline

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    51k GitHub stars~16k tokensUpdated yesterday
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    neflibata-feng/MyArxiv-Agent

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Works with

Questions about 00 Academic Router

What does 00 Academic Router do?

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.

When should I use 00 Academic Router?

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.

How do I install 00 Academic Router in Claude Code?

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.

How do I install 00 Academic Router in Codex?

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.

Can I use 00 Academic Router 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 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.

What does 00 Academic Router need to run?

SKILL.md names no scripts, command-line tools or credentials: 00 Academic Router is instructions for the agent only.

Does 00 Academic Router 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 00 Academic Router 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 00 Academic Router use?

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.

How many tokens does 00 Academic Router use?

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.

What are the alternatives to 00 Academic Router?

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.

Who maintains 00 Academic Router?

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.