audit-reproducibility
Enforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata / Python outputs. Report PASS/FAIL per claim against tolerance thresholds. Use before submission and before releasing a replication package.
Install / Use
npx skills add pedrohcgs/claude-code-my-workflow --skill audit-reproducibilityInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
OperationsSupported Platforms
Our assessment of audit-reproducibility
audit-reproducibility scores 85/100 on our quality scale, 391st of 561 Operations skills we index.
We have not analysed the SKILL.md file itself yet, so the content part of this score is an estimate until our crawler reaches it.
With 1,598 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 37 days ago, so audit-reproducibility is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
audit-reproducibility compared with similar skills
All 4 of these similar skills score higher than audit-reproducibility; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| audit-reproducibility (this skill)by pedrohcgs | 85 | 1.6k | 37d ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 86.4k | 15d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 74.2k | today | CLAUDE.md |
| Scraplingby D4Vinci | 100 | 84.6k | today | MCP Server |
| crawl4aiby unclecode | 100 | 84.5k | 5d ago | MCP Server |
Frequently asked questions
- How do I install audit-reproducibility?
- Run
npx skills add pedrohcgs/claude-code-my-workflow --skill audit-reproducibility. The install tabs above show the steps for each supported agent. - Which AI agents does audit-reproducibility work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is audit-reproducibility safe to use?
- It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is audit-reproducibility still maintained?
- The repository was last updated 37 days ago, so audit-reproducibility is actively maintained.
Related Skills
Agent-Reach
86.4kGive your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
headroom
74.2kCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
Scrapling
84.6k🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ and follow here for daily tips and tricks: https://x.com/Scrapling_dev
crawl4ai
84.5kOpen-source web crawler and scraper for LLMs and AI agents: any website into clean, LLM-ready Markdown. Run it yourself, or use Crawl4AI Cloud with one key.
Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.