Find relevant files semantically and extract exact code references with file:line locations.
npx skills add https://github.com/joshka0/foxctl --skill hybrid-research
Please help me install this Agent Skill. Skill: hybrid-research Source: https://github.com/joshka0/foxctl/tree/main/configs/skills/hybrid-research Command: npx skills add https://github.com/joshka0/foxctl --skill hybrid-research
It helps you investigate an unfamiliar codebase quickly by combining fast exact file access with semantic discovery, so you can move from a question to concrete code evidence without getting stuck guessing file locations.
Ask the agent to investigate your question by running: /hybrid-research Explain how session continuity is implemented in foxctl and where decisions are stored.
High-intent search queries and answers about installing and using this skill.
Semantic code search finds relevant files by concept, then native tools like Grep and Read extract exact code references and callsites. This hybrid research approach yields precise file:line evidence without manually guessing file locations.
Architecture analysis uses semantic discovery to locate relevant modules, then applies relationship graph analysis and symbol extraction to map structural dependencies. This produces an evidence-aware report grounding architectural understanding in exact code references.
Yes, evidence-aware research incorporates memory_query and session_recall tools. This allows the investigation results to reflect prior decisions and past investigation context, providing continuity for ongoing codebase research tasks.
No, this codebase research approach uses a read-only pipeline for exploration and reporting. It leverages semantic search and native Read, Grep, and Glob tools to extract findings safely without modifying your source code.
Semantic search first discovers relevant files by concept, then native tools like Grep and Read deterministically extract precise code callsites and snippets. This hybrid extraction ensures you get exact file:line references for understanding function implementations.
joshka0Validate the foxctl Pi extension through Maestri tool-call tests.
V4-CompanyDetect MarsAI backend standard deviations in TypeScript projects and generate refactor tasks.
joshka0Guide semantic-to-symbol search and extract code snippets for editing.
masrurimzLocate code implementations and trace usage with semantic search, grep, and glob.
