Open source alternatives to nature-reviewer
24 open source AI Skills apps to use instead, best rated first.
Top picks
- G

github-ops
Launchgithub-ops is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It manages a GitHub repository with a focus on community health, CI reliability and the experience of contributors. It covers triaging issues by classify
Open source
- O

opensource-pipeline
Launchopensource-pipeline is an agent skill from the ECC collection by affaan-m, listed on skills.sh. It prepares a private project for safe public release through a three-stage pipeline. The fork stage strips secrets from a copy. The sanitise st
Open source
- A

andrej-karpathy-skills
Launchandrej-karpathy-skills is a single CLAUDE.md file from the multica-ai project that is meant to improve how Claude Code behaves on coding tasks. It is derived from Andrej Karpathy's public observations about LLM coding pitfalls. The file dis
Open source
- M

microsoft/markitdown
Launchmarkitdown-mcp is the MCP server package for MarkItDown, Microsoft's tool for converting many file formats to Markdown for language models. It is a lightweight server that runs over stdio, Streamable HTTP or SSE, and exposes one tool, conve
Open source
- O

od-contribute
Launchod-contribute is an agent skill in the OpenDesign project that provides a guided, one-click contribution flow to the OpenDesign repository, written so that people without a coding background can send a real pull request. It is locked to the
Open source
- G

github-deep-research
Launchgithub-deep-research is an agent skill from the DeerFlow project that researches a single GitHub repository in several rounds and writes a report in Markdown. It is for requests that need more than a README summary, such as a comprehensive
Open source
More AI Skills apps

modelcontextprotocol/server-memory
Knowledge graph-based persistent memory for maintaining context

netdata/netdata#Netdata
Discovery, exploration, reporting and root cause analysis over Netdata metrics

Learn Claude Code
by shareAI-lab - A really interesting analysis of how coding agents like Claude
About nature-reviewer

nature-reviewer
Provide evidence-grounded mock peer review of scientific manuscripts or
nature-reviewer is an agent skill that simulates a Nature-style peer review of a scientific manuscript or an excerpt. It produces an evidence-grounded reviewer assessment that covers significance, validity, and major and minor concerns, written from the referee's side. It is for reviewer-style evaluation of a manuscript before you submit it, or to see how a referee might read it. It is not for drafting your response to reviewers. The skill states that if you want a rebuttal, you should use the nature-response skill instead. Its default stance is set out at the start of the skill and governs the whole assessment. Use it to find weak points in a draft, such as an overclaimed result or a missing control, before a real referee does. The output is a simulation of one reviewer's view, not an actual peer review, and it should be treated as a checklist of concerns to address rather than a verdict on the work. It is part of the yuan1z0825/nature-skills repository on GitHub, which has about 48,400 stars. The listing shows it as free, and it has about 13,000 installs. Its security audits show passes from Gen Agent Trust Hub, Socket and Snyk.
- Price
- Free
- Made by
- yuan1z0825
- Category
- AI Skills
- Website
- github.com/yuan1z0825/nature-skills/nature-reviewer











