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SkillsMP has collected 52 skills from ZaxbyHub/ragappv3. Open a skill to review its source and details.
ZaxbyHub/ragappv3Showing 12 of 52 collected skills.
Audit environment and configuration contracts across backend settings, frontend env usage, Docker, Compose, CI, docs, and examples. Use when changing config, deployment, root paths, CORS, settings schemas, env examples, or Docker files.
PR review checklist for database-backed FastAPI + SQLite + React APIs. Use when reviewing changes that touch API response models, database queries, or frontend-backend data contracts.
Orchestrate any code change from requirements to merge-ready PR — scope-calibrated from small fixes to full features. Composes /spec, /implement, /review, and /research with depth that scales to the task: lightweight spec and direct implementation for bug…
How to distinguish blocking vs advisory findings from council review, especially final council. Prevents unnecessary rework from misclassified advisory concerns.
Patterns for integrating rate limiting into FastAPI applications using slowapi. Covers decorator signatures, dependency injection, and common pitfalls.
Safe patterns for using SQLite with asyncio in FastAPI and other async Python applications. Covers the async-to-thread trap, cursor thread-safety, and transaction rollback handling.
Validate external reviewer, CI, audit, swarm, or PR findings as claims before implementing or reporting them. Use when given a bundle of review findings, requested-changes comments, audit output, or suspected regressions that must be classified with evidence.
Deep technical debt and CI stability audit for identifying test theater, missing or mis-scoped tests, actual and potential test failures, flaky-test risk, dependency/toolchain brittleness, and structural debt that prevents PRs from going green safely.
Exhaustive multi-pattern search after removing a code pattern to ensure no remnants remain in any code path.
Lessons: architecture (10)
Lessons: architecture (3)
Validate new and changed dependencies, imports, install commands, lockfile entries, and runtime tool assumptions for package hallucinations, slopsquatting, cross-ecosystem confusion, and version validity.