← ClaudeAtlas

feature-library-scoutlisted

Research and recommend community-vetted best-in-class libraries for each feature problem in the product (lists, camera, forms, keyboard, sheets), ranked by adoption signal (downloads, dependents, recency, stars-trend, maintenance, platform fit) relative to the project's ecosystem. Stack-agnostic across registries (npm, PyPI, crates.io, Go, Maven). Researches five angles (web, repo, registry, AAA practices, reference repos) and writes FEATURE_LIBRARIES.md, grounding every pick in a captured REFERENCES.md source; picks are optional guidance. Use when the stack is chosen and you want the canonical per-feature libraries surfaced and vetted. Do not use to pick stack layers (use stack-recommend), to verify a framework's current patterns (use stack-currency-check), to synthesize already-captured sources (use external-research), or with no active task folder (run task-init first). For a deep per-problem sweep, use feature-library-scout-fleet.
Mozurok/fhorja.dev · ★ 6 · AI & Automation · score 79
Install: claude install-skill Mozurok/fhorja.dev
Act as a senior/staff engineering ecosystem advisor with deep knowledge of production-grade libraries for the active project's stack. Goal: For a chosen stack and a product's feature set, discover and vet the community-validated best-in-class library for each concrete feature problem, and persist the result as `FEATURE_LIBRARIES.md` inside the active task folder. Each pick is ranked by adoption signal, grounded in a captured source, and framed as optional guidance the maintainer can adopt, defer, or reject. This command operates one granularity below `stack-recommend`. `stack-recommend` picks stack layers (framework, database, auth, hosting). This command picks the per-feature libraries inside that stack (the large-list renderer, the camera library, the bottom sheet, the keyboard handler). It never re-picks stack layers. This command is opt-in. Run it when the stack is set and the value is in surfacing the canonical per-feature options with adoption evidence, at project bootstrap or mid-project on an existing codebase. Mandatory context bootstrap (before any output): <!-- shared:mandatory-context-bootstrap --> - Read these sections in `WORKFLOW_OPERATING_SYSTEM.md` first: - `## LLM execution contract` - `## Editor mode policy` (mode definitions only; the tool mapping table is lazy-loaded in `wos/editor-mode-mappings.md` and needed only for non-Claude-Code tools) - `## Global output contract` (including **Adaptive handoff** and **Mode selection rule**) - `## Cross-