Claude Code, Skill
Sci Paper
Scientific paper writing, source-traced review, and de-AI rewriting for top-tier journals (ApJ/MNRAS/PRD/JCAP-class) and NSF/NIH proposals.
Compatibility: Not stated.
Grade B
Minor issues only, no Medium or High. Worth a quick look at the findings below before installing.
Not a guarantee. A hygiene check of the source at the commit shown, not a security audit.
INSTALL_UNPINNED NETWORK_NO_FIXED_HOST PERMISSION_SHELL_DECLARED
Why this grade
- INSTALL_UNPINNED Low
Dependencies use a range or git URL with no lockfile.
requirements.txt, line 9
numpy>=1.20 # learned feature vectors, caches, and rewrite scoring - NETWORK_NO_FIXED_HOST Low
Makes a network call whose host is not written as a fixed address.
tools/fetch_arxiv_abstracts.py, line 165
with urllib.request.urlopen(request, timeout=timeout) as response: - PERMISSION_SHELL_DECLARED Note
Runs shell commands, and the manifest or description says so.
tools/build_profile.py, line 39
proc = subprocess.run(cmd, cwd=REPO_ROOT)
Any High, or two or more Medium findings, give D. One Medium gives C. Low findings or a security Note give B. Each code names a finding behind the letter.
Grades are a hygiene check of the source at the commit shown, on the date checked, not a security audit or a guarantee. The free directory grades are automated. Before release, a PlugVet engineer reviews every paid report and any grade we hold back, including all F grades, against the source code and the evidence we quote.
What was checked
Plain notes from the hygiene checks.
Permissions
Note
requests shell access. The manifest names this permission.
PERMISSION_SHELL_DECLARED
tools/build_profile.py, line 39
proc = subprocess.run(cmd, cwd=REPO_ROOT)
tools/deai_provenance.py, line 162
top = subprocess.run(
tools/deai_provenance.py, line 170
show = subprocess.run(
Show more
tools/tex_assembly.py, line 203
return subprocess.run(["git", "-C", str(directory), *arguments], text=True,
tools/validate_plugin.py, line 620
result = subprocess.run(
tools/validate_plugin.py, line 702
listed = subprocess.run(["git", "-C", str(REPO), "ls-files"], check=True,
Install and update
Concern
dependencies are not pinned.
INSTALL_UNPINNED
requirements.txt, line 9
numpy>=1.20 # learned feature vectors, caches, and rewrite scoring
Network
Concern
can reach a host that is not written as a fixed address.
NETWORK_NO_FIXED_HOST
tools/fetch_arxiv_abstracts.py, line 165
with urllib.request.urlopen(request, timeout=timeout) as response:
tools/verify_references.py, line 322
def fetch(url: str, timeout: int = 30) -> tuple[int, bytes]:
tools/verify_references.py, line 334
with urllib.request.urlopen(request, timeout=timeout) as response:
Show more
tools/verify_references.py, line 419
status, body = fetch(CROSSREF + urllib.parse.quote(doi, safe="/"))
tools/verify_references.py, line 422
status, body = fetch(DATACITE + urllib.parse.quote(doi, safe="/"))
tools/verify_references.py, line 429
status, body = fetch(ARXIV + urllib.parse.quote(identifier))
Secrets
Pass
No read of a credential file or secret environment variable found.
Agent instructions
Pass
No instruction to ignore earlier instructions or to hide a step.
Obfuscation
Pass
No encoded or minified payload found.
Licence
Pass
A licence file is present (LICENSE).
Maintainer activity
Pass
The latest commit is within the last 365 days.
Note
Hygiene check of commit 68eff6f01cba. requests shell access. The manifest names this permission. dependencies are not pinned. can reach a host that is not written as a fixed address.
Date and source
Date checked:
github.com
Commit graded: 68eff6f01cba0f81c28d97e01dce72ebd049cc29
This link goes to the original host. PlugVet does not host or check what you download from there, and installing it is your own decision and risk.