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

github-ops
Getgithub-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
Getopensource-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
Getandrej-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
Getmarkitdown-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
Getod-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
Getgithub-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
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About clarify

clarify
Identify and improve unclear interface text to make products easier
clarify is an agent skill from the impeccable design project that finds and rewrites unclear interface text. It assesses the copy across error messages, form labels, buttons, help text, empty states, success messages and confirmation dialogs, looking for jargon, ambiguity, passive voice and missing context, and it proposes clearer wording. The skill makes the product easier to understand and use,. Before it works, it gathers the audience's technical level and the mental state of users in that context, since a message for a nervous first-time user needs different wording from one for an expert. It requires the /impeccable skill, which holds the design principles, anti-patterns and the Context Gathering Protocol, and if no design context exists it tells the user to run /impeccable teach first. The skill suits product, design and content teams that want their existing interface copy reviewed without a full rewrite of the product. It is a writing aid for interface text rather than a general copy tool, so it works on the screens and strings in the product. Install it with npx skills add https://github.com/pbakaus/impeccable --skill clarify. On skills.sh it passes Gen Agent Trust Hub, Socket and Snyk.
- Price
- Free
- Made by
- pbakaus
- Category
- AI Skills
- Website
- github.com/pbakaus/impeccable/clarify










