paper-repro-python

Skill · GitHub · ★ 2 · graded 2026-10-22Source linked

A skill for full-fidelity PDF-to-Markdown extraction, paper-specific Python reproduction, and bilingual README generation with embedded experiment figures.

No outside reports on file

paper-repro-python reads local files; restrict its folder reach, network access, and credentials before installing.

Based on public adoption and transparency signals as of Oct 22, 2026. Our opinion, not a code audit or security guarantee.

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What it can access

Local filesReads local filesNOTED
Command executionNo shell command runner notedLOW
Network reachLocal or standard API callsLOW
CredentialsNo API token requiredLOW
Package sourceGitHub (celynnmoonlight/paper-repro-python)PUBLIC

Inferred from this listing’s public package details and description. Check the project’s source before installing.

Install

No npm or PyPI package is listed. Install from source: github.com/celynnmoonlight/paper-repro-python ↗

All setup options ↓

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About Paper Repro Python

Paper Repro Python is an agent skill focused on Developer tools and Files & documents: A skill for full-fidelity PDF-to-Markdown extraction, paper-specific Python reproduction, and bilingual README generation with embedded experiment figures.

It is hosted on GitHub at celynnmoonlight/paper-repro-python (2 GitHub stars). Based on its public metadata, its operational scope includes: reads local files.

Setup

These use the package this listing points to. Check the project’s own instructions before running anything.

No npm or PyPI package is listed for this agent skill. Source code and setup steps: github.com/celynnmoonlight/paper-repro-python.

Why this grade

DD — High risk signals

Signal-based grade (1/7 points): public source code. This reflects adoption and transparency, not a code review.

Popularity and upkeep

8/100

GitHub stars: 2
Listing last refreshed: 2026-10-25

These are public popularity signals, not a maintenance check. Look at the repository’s commit history and open issues.

Security reports

No reports found for this package in our research (last checked 2026-10-29).

Check a specific version →

Risks to watch for

Local file read access: Reads local documents or database files. Point it only at the specific files needed for the task so sensitive workspace files remain out of reach.
Dependency & version pinning: Distributed via GitHub (celynnmoonlight/paper-repro-python). Pin an exact release version or commit SHA rather than floating tags so upstream updates are reviewed first.

How to lower the risk

Least-privilege permissions

Give it access only to the specific folders, accounts or projects it needs, never your whole drive or admin account.
Use a separate, limited API key or login just for this tool so you can switch it off without affecting anything else.

Network isolation

Run it on a work computer or sandbox account, not one holding personal or company-sensitive data.
If your IT team can, limit which websites and services it is allowed to contact.

Monitoring

Check its activity history or logs weekly at first, and look at what it changed or sent.
Turn on alerts for new logins or unusual usage on any account it connects to.

Red flags to watch for

It asks for more access than its job requires, or prompts you to paste passwords.
It suddenly updates with new owners, or starts contacting unfamiliar websites.

Questions

How do I install Paper Repro Python?

Paper Repro Python does not publish a standalone npm or PyPI package. Clone or follow the setup instructions in its source repository at github.com/celynnmoonlight/paper-repro-python.

Are there security reports about Paper Repro Python?

No reports found for this package in our research (last checked 2026-10-29). Paper Repro Python currently holds Grade D (High risk signals) based on public adoption and transparency signals. Review the permissions and source repository before granting access to local files, shell commands, or API keys.

Is Paper Repro Python actively maintained?

Paper Repro Python has 2 GitHub stars. Our directory data was last refreshed on 2026-10-25. Check recent commit activity, release tags, and open issues at github.com/celynnmoonlight/paper-repro-python before pinning it in production.

What are alternatives to Paper Repro Python?

Compare Paper Repro Python side by side with similar skills in the Related tools section on this page, or browse all skills on AgentArmorHQ.

Maintain or use Paper Repro Python? Show its live grade in your GitHub README, docs site, or run a check from the terminal before you install.

AgentArmorHQ Risk Grade D for Paper Repro Python

GitHub README Markdown:

markdown

[![AgentArmorHQ Risk Grade for Paper Repro Python](https://agentarmorhq.com/api/badge/celynnmoonlight-paper-repro-python)](https://agentarmorhq.com/skills/celynnmoonlight-paper-repro-python)

HTML embed:

html

<a href="https://agentarmorhq.com/skills/celynnmoonlight-paper-repro-python"><img src="https://agentarmorhq.com/api/badge/celynnmoonlight-paper-repro-python" alt="AgentArmorHQ Risk Grade for Paper Repro Python" height="20" /></a>

Terminal check:

terminal

curl -fsSL https://agentarmorhq.com/api/cli | node --input-type=module - check "celynnmoonlight-paper-repro-python"

Share with your security lead

Need sign-off to use paper-repro-python? Copy this note for Slack, a ticket or a pull request.

### AgentArmorHQ Security Review Memo: paper-repro-python
- **Listing URL:** https://agentarmorhq.com/skills/celynnmoonlight-paper-repro-python
- **Type:** AI agent skill
- **Risk Grade:** Grade D (High risk signals)
- **Outside Security Advisories on File:** 0
- **Public Adoption:** 2 GitHub stars

#### Permission & Blast-Radius Signals
- **Local files:** Reads local files
- **Command execution:** No shell command runner noted
- **Network reach:** Local or standard API calls
- **Credentials:** No API token required
- **Package source:** GitHub (celynnmoonlight/paper-repro-python)

#### Recommended Hardened Setup
- **Source Repo:** https://github.com/celynnmoonlight/paper-repro-python
- **Controls:** Pin an exact version in `.mcp.json`, scope access to a single workspace folder, and use a least-privilege read-only token where supported.

_Based on public adoption and transparency signals as of Oct 22, 2026. Our opinion, not a code audit or security guarantee._

Key facts

Type: AI agent skill
Publisher: celynnmoonlight
Source code: github.com/celynnmoonlight/paper-repro-python
Est. context load: ~67 tokens idle · ~1.2k tokens when active (on-demand skill)
Popularity: 2 GitHub stars
Last updated: 2026-10-25
Last graded: 2026-10-22

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