Crawl GitHub and arXiv leads into grounded engineering backlog tasks.
npx skills add https://github.com/anthony-chaudhary/fak --skill scout-loop
Please help me install this Agent Skill. Skill: scout-loop Source: https://github.com/anthony-chaudhary/fak/tree/main/.claude/skills/scout-loop Command: npx skills add https://github.com/anthony-chaudhary/fak --skill scout-loop
This skill solves the disconnect between outward research signals and actionable engineering backlog by automating the crawl, study, and filing process.
Run the scout-loop skill to begin the automated research-to-backlog cycle for new repository leads.
High-intent search queries and answers about installing and using this skill.
Automating research-to-backlog conversion requires chaining arXiv and GitHub crawlers into a study-and-witness workflow that decomposes high-value research leads into shippable engineering tasks with verified code anchors.
An automated research-to-backlog discovery loop is a cadenced process that crawls, studies, and witnesses external repository leads to continuously convert trending research signals into grounded, independently shippable backlog tickets.
Monitoring trending GitHub repositories for engineering tasks involves running a cadenced automation skill that crawls external repositories, studies their capabilities, and files witnessed leads as ready-to-implement tickets without manual intervention.
Yes, automated backlog generation requires integration with existing study-repo and field-borrow tools to maintain strict honesty boundaries and verify capability presence when converting external research leads into shippable tasks.
Scheduling automated crawling of arXiv and GitHub repositories for backlog generation is supported by operating the discovery loop on a cadenced schedule to continuously identify high-value research leads and convert them into grounded engineering tickets.
Limitations of automating research-to-backlog pipelines include the strict dependency on existing study-repo and field-borrow tools to verify capability presence and maintain honesty boundaries when decomposing external research leads into shippable tasks.
anthony-chaudharyCross-reference external research against the internal codebase to validate capability gaps.
epieczkoConvert decomposed epic items into formatted user story Markdown files.
ROYCE-8425Score and rank leads by relevance signals and mutual connections.
mayurpiseMap project responsibilities and dependencies into modular boundaries.
