📝 Rerank_service
This skill reranks search results by scoring and ordering candidate documents with a deep learning model to boost top-k accuracy.
npx playbooks add skill lin-a1/skills-agent --skill rerank_service
About Rerank_service
This skill reranks search results by scoring and ordering candidate documents with a deep learning model to boost top-k accuracy.
Its 20-word system prompt specializes your agent in documentation with structured methodology and proven output formats. Install with one command to activate immediately.
Use Cases
- Writing API references and README files
- Generating inline code comments and docstrings
- Creating architecture decision records (ADRs)
- Keeping docs in sync with code changes
Example Prompts
System Prompt (20 words)
This skill reranks search results by scoring and ordering candidate documents with a deep learning model to boost top-k accuracy.
Frequently Asked Questions
What is Rerank_service?
Rerank_service is a free documentation skill for AI coding agents. This skill reranks search results by scoring and ordering candidate documents with a deep learning model to boost top-k accuracy.. It provides a specialized system prompt that configures your agent with documentation expertise.
How do I use Rerank_service with Claude Code?
Run npx playbooks add skill lin-a1/skills-agent --skill rerank_service in your terminal to install Rerank_service into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Rerank_service?
Rerank_service is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Rerank_service free to use?
Yes, Rerank_service is completely free and open source. The full source is available on GitHub at https://github.com/lin-a1/skills-agent/tree/main/services/rerank_service. You only need a subscription to the AI agent you use it with.
