01-paper-review SKILL.md skillA
01-paper-review from agentscope-ai/openjudge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add agentscope-ai/openjudge/01-paper-review@git:20260911.d1e0642Pins git:20260911.d1e0642 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- agentscope-ai/openjudge
- Path
skills/academic-eval/01-paper-review/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260911.d1e0642, committed Sep 11, 2026
- Size
- 9,576 bytes
- Repository stars
- 1,020
- License
- Apache-2.0
Review academic papers for correctness, quality, and novelty using OpenJudge's multi-stage pipeline. Supports PDF files and LaTeX source packages (.tar.gz/.zip). Covers 10 disciplines: cs, medicine, physics, chemistry, biology, economics, psychology, environmental_science, mathematics, social_sciences. Use when the user asks to review, evaluate, critique, or assess a research paper, check references, or verify a BibTeX file.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Paper Review Skill Multi-stage academic paper review using the OpenJudge `PaperReviewPipeline`: 1. **Safety check** — jailbreak detection + format validation 2. **Correctness** — objective errors (math, logic, data inconsistencies) 3. **Review** — quality, novelty, significance (score 1–6) 4. **Criticality** — severity of correctness issues 5. **BibTeX verification** — cross-checks references against CrossRef/arXiv/DBLP ## Prerequisites ```bash # Install OpenJudge pip install py-openjudge # Extra dependency for paper_review pip install litellm pip install pypdfium2 # only if using vision mode (use_vision_for_pdf=True) ``` ## Gather from user before running | Info | Required? | Notes | |------|-----------|-------| | Paper file path | Yes | PDF or .tar.gz/.zip TeX package | | API key | Yes | Env var preferred: `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, etc. | | Model name | No | `gpt-5.2`, `anthropic/claude-opus-4-6`, `dashscope/qwen-vl-plus`. See **Model selection** below | | Discipline | No | If not given, uses general CS/ML-oriented prompts | | Venue | No | e.g. `"NeurIPS 2025"`, `"The Lancet"` | …
Read the whole file at its exact version.
How to install
mdr add agentscope-ai/openjudge/01-paper-review@sha256:d98edc9ff3efcf68The line at the top of this page pins the label git:20260911.d1e0642, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_svaafwyw2rlfabty)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 11, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9576 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
agentscope-ai/openjudge · 1,020 stars · license Apache-2.0 · pushed 2026-10-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_svaafwyw2rlfabty GET https://markdownregistry.com/api/v1/resolve?ref=agentscope-ai/openjudge/01-paper-review GET https://markdownregistry.com/api/v1/blob/d98edc9ff3efcf68f7b2f54c809e8e57ac9f9a787589e2a6a3fe8a4fac87f15c
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.