Coding & Dev Tools

mims-harvard Skill

Interpret a missense variant via ESMC-6B Sparse Autoencoder (SAE) feature activations. For a given protein + variant, computes which interpretable SAE features (catalytic, ligand-binding, PTM, structural motif, domain, etc.) are lost or gained at the mutation site. Use when standard pathogenicity scores (AlphaMissense, ClinVar) say a variant is damaging but you need a MECHANISTIC explanation — e.g. 'why is this variant LoF?' Complements (does not replace) variant-interpretation and variant-to-mechanism skills, which focus on ACMG classification or regulatory mechanism.

proffesor-for-testing Bundle

Test quality validation through mutation testing, assessing test suite effectiveness by introducing code mutations and measuring kill rate. Use when evaluating test quality, identifying weak tests, or proving tests actually catch bugs.

proffesor-for-testing Bundle

Focus testing effort on highest-risk areas using risk assessment and prioritization. Use when planning test strategy, allocating testing resources, or making coverage decisions.

proffesor-for-testing Bundle

Apply London (mock-based) and Chicago (state-based) TDD schools. Use when practicing test-driven development or choosing testing style for your context.

rjmurillo Skill

Fix PRs autonomously. Triage open PRs by tier, address thread feedback, fix CI failures, and enable auto-merge when the 4-condition Ready-to-Merge gate passes. Use when you say `pr-autofix`, `autofix this pr`, or `monitor open prs`. Do NOT use to answer review comments interactively on one PR (use pr-review), and do NOT use to run the six quality axes over your working changes (use pr-quality-all).

rjmurillo Skill

Judge a local diff on test coverage, error handling, and whether the tests would fail if the code regressed, and return a PASS/WARN/CRITICAL_FAIL verdict. Use when you say `qa review my changes`, `run the qa gate`, or `are these tests good enough`. Do NOT use to run all six axes (use pr-quality-all), and do NOT use to write the tests themselves (use test).

rjmurillo Skill

Assess a local diff for code quality, blast radius, and maintainability cost, and return a PASS/WARN/CRITICAL_FAIL verdict. Use when you say `analyst review my changes`, `run the analyst gate`, or `what does this change cost us`. Do NOT use to run all six axes (use pr-quality-all), and do NOT use to plan the work (use plan).

asiaostrich Skill

[UDS] 從專案描述產生連貫的使用者旅程測試計畫（TESTPLAN）與旅程 E2E 骨架。 Use when: 新專案從第一天就需要一條測試旅程、測試跨多個故事延續的狀態、建立以人物誌驅動的旅程計畫。 Not for: 單一 AC 的獨立 E2E 骨架——請用 /e2e；量測實際達成的程式碼覆蓋率——請用 /coverage。 Keywords: user journey, TESTPLAN, journey test, persona, cross-story state, 使用者旅程, 旅程測試, 測試計畫, 人物誌.

asiaostrich Bundle

依各語言的最佳實踐組織專案目錄結構的指南。 Use when: 建立專案、重整結構、新增模組、設定建置流程、決定檔案該放哪裡。 Not for: 專門為 AI 導覽而設計的結構——請用 /ai-friendly-architecture；原地重整既有程式碼——請用 /refactor。 Keywords: project, structure, directory, layout, gitignore, scaffold, file placement, utils, helpers, shared, 專案結構, 目錄配置, 檔案擺放.

asiaostrich Bundle

[UDS] 引導 Sprint 與 Release 週期的結構化團隊回顧。 Use when: Sprint 結束、發布後檢討、迭代審視、流程改善。 Not for: 正式環境事故的事後檢討——請用 /incident；追蹤兩次回顧之間的指標趨勢——請用 /metrics。 Keywords: retrospective, retro, sprint review, lessons learned, action items, 回顧, 復盤, 迭代審視, 流程改善.

asiaostrich Bundle

[UDS] 以八維度框架分析程式碼層級的測試覆蓋率，並建議該優先補上哪些缺口。 Use when: 覆蓋率數字看起來很健康但缺陷照樣流出、要在行覆蓋率之外判斷測試完整性、設定覆蓋率目標。 Not for: 需求層級的 AC 與測試追蹤——請用 /ac-coverage；補寫缺少的測試——請用 /tdd 或 /spec-derive。 Keywords: test coverage, eight dimensions, line coverage, branch coverage, test quality, 測試覆蓋率, 八維度, 測試完整性, 覆蓋缺口.

asiaostrich Skill

[UDS] 長期追蹤開發指標、程式碼品質指標與技術債。 Use when: 評估專案的持續健康狀態、分類技術債並觀察其趨勢、向團隊回報程式碼品質。 Not for: 初次評估一個不熟悉的程式碼庫——請用 /discover；單看測試覆蓋率——請用 /coverage 或 /ac-coverage。 Keywords: metrics, code quality, technical debt, project health, debt trend, 開發指標, 技術債, 專案健康度, 品質趨勢.

thebeardedbearsas Skill

Regel 07: Testing

thebeardedbearsas Skill

Regel 04: Value Objects

thebeardedbearsas Skill

Rule 07: Testing

thebeardedbearsas Skill

Regla 07: Pruebas

thebeardedbearsas Skill

Regla 06: Domain Events

thebeardedbearsas Skill

Regla 04: Value Objects

thebeardedbearsas Skill

Outils de Qualité Flutter. Use when setting up quality tools or CI.

thebeardedbearsas Skill

Stratégie de Tests Python. Use when writing tests, reviewing test coverage, or setting up testing.

thebeardedbearsas Skill

Regra 07: Testes

rjmurillo Bundle

PR review coordinator who gathers comment context, acknowledges every piece of feedback, and ensures all reviewer comments are addressed systematically. Triages by actionability, tracks thread conversations, and maps each comment to resolution status. Use when you say "respond to PR comments", "address review feedback on PR 123", "handle PR review comments", "fix PR review issues", or "reply to reviewer". Do NOT use for a single-comment reply with a known response (use post_pr_comment_reply.py directly), for a full pre-merge code review (use review), or to run the local quality gates before pushing (use pr-quality-all).

rjmurillo Skill

Review a local diff for design patterns, system boundaries, coupling and cohesion, and ADR compliance, and return a PASS/WARN/CRITICAL_FAIL verdict. Use when you say `architect review my changes`, `run the architect gate`, or `does this respect our boundaries`. Do NOT use to run all six axes (use pr-quality-all), and do NOT use to author a new ADR (use architect).

thebeardedbearsas Skill

Navegação - Expo Router. Use when implementing navigation.

thebeardedbearsas Skill

KISS, DRY, YAGNI principles for simple, maintainable code

thebeardedbearsas Skill

Regel 03: Codierungsstandards

thebeardedbearsas Skill

Rule 03: Coding Standards

thebeardedbearsas Skill

Regla 03: Estándares de Codificación

thebeardedbearsas Skill

Testing Flutter - Stratégie Complète. Use when writing tests, reviewing test coverage, or setting up testing.

thebeardedbearsas Skill

Standards de Code Python. Use when reviewing code style or formatting.

thebeardedbearsas Skill

. Utilize ao escrever testes, revisar cobertura de testes, ou configurar testes.

thebeardedbearsas Skill

Regra 03: Padrões de Codificação

thebeardedbearsas Skill

Third-party Claude Code token/context/code-review tools. Use when choosing or recommending an external tool to reduce token usage, manage context, or review large codebases.

thebeardedbearsas Skill

Estándares de Codificación Flutter/Dart. Use when reviewing code style or formatting.

thebeardedbearsas Skill

Estándares de Código. Use when reviewing code style or formatting.

thebeardedbearsas Skill

Coding Standards Flutter/Dart. Use when reviewing code style or formatting.