chayen

Plugin chayen from marketplace codejadee in CodeJaDee/codejadee-chayen-framework. Commands read from the repo's manifest — 5 days ago.

Skills (16)

• chayen-ai-engineering

  Build and evaluate ML and LLM features in Python, .NET, or TypeScript, covering dataset readiness and leakage, experiment design, model evaluation and serving, drift, RAG pipelines and retrieval evaluation, prompt and tool evals, red-teaming your own LLM app, LLM observability, agent skills, and age

• chayen-architecture

  Design, review, and plan software architecture from repository evidence. Compares options with trade-offs, writes ADRs and decision registers, defines module and service boundaries, domain models, data flows, multitenancy, resilience, and fitness tests for dependency rules, and plans phased migratio

• chayen-backend

  Build or fix server-side code in the project's own stack, such as ASP.NET Core (C#, EF Core, Dapper), Node servers (Next.js or Nuxt routes), or Python (FastAPI, Django, Flask). Covers API design and versioning, endpoints, validation, auth, data access and migrations, background jobs, messaging, exte

• chayen-data

  Design, change, or review relational data in SQL Server or PostgreSQL through EF Core, Dapper, Prisma, SQLAlchemy, Django, or raw SQL, covering schema modeling, migrations, query and index tuning, transactions, integrity, data migrations and backfills, ETL, data quality, retention, and restore drill

• chayen-devops

  Design or fix builds, delivery, and operations, covering build systems, CI/CD pipelines in GitHub Actions, Azure Pipelines, or GitLab CI, Dockerfiles, Terraform, Bicep, Kubernetes, or Helm, environments and secrets, releases and provenance, deploy and rollback checks, observability and SLOs, alerts

• chayen-documentation

  Write or update engineering docs and collaboration artifacts from verified repository facts, covering READMEs, onboarding guides, API and architecture docs, knowledge transfer, pull request descriptions, code review, review comment resolution, release notes, and git workflow help. Never invents comm

• chayen-frontend

  Build or fix web UI in Angular, React, Next.js, Vue, Nuxt, or Vite apps, their PWA, Capacitor, Ionic, Electron, or Tauri shells, and browser extensions, for components, state, forms, design systems, accessibility, i18n, performance, UI errors, offline, permissions and push, and desktop packaging. No

• chayen-humanizer-en

  Write, audit, or tighten English prose for articles, blogs, READMEs, developer replies, product and marketing copy, landing pages, and UI microcopy, removing stock AI phrasing and filler while keeping facts, identifiers, tone, and spelling variety. Not for non-English output, fiction, checking docs

• chayen-humanizer-th

  Write, audit, or reword Thai prose for articles, blogs, landing pages, READMEs, product descriptions, UI microcopy and Thai copy in localization files. Fix phrasing, register, repetition and Thai-English terms; keep facts and markup. Not for non-Thai output, engineering doc verification, i18n config

• chayen-implementation

  Plan and deliver code changes with a task contract, a minimal diff, real build and test runs, and a change summary. Covers cross-layer features, bug fixes, refactors, dependency and framework upgrades, dead code and deprecations, config and feature flags, concurrency, error handling, generated clien

• chayen-init

  Initialize or refresh persistent project knowledge files for a repository when explicitly asked, writing a profile of units, stacks, versions, commands and layout, observed conventions, and a team rules file, plus an opt-in pointer block in AGENTS.md or CLAUDE.md. Not for one-off repository question

• chayen-performance

  Measure and improve runtime performance of .NET, Node, and Python services and browser apps, covering baselines and benchmarks, profiling, load tests with k6, JMeter, Locust, or NBomber, bottleneck analysis, memory leaks, latency budgets, capacity planning, caching, and cost trade-offs, always from

• chayen-repository

  Analyze an existing codebase without changing it. Reports stacks and versions, layout, build and test commands, conventions, project and package dependencies, change impact, git history and code ownership, technical debt and its priority, legacy assessments, and unknowns, citing evidence for every f

• chayen-requirements

  Analyze software requirements before code is written. Clarifies vague requests, refines user stories, writes testable acceptance criteria and edge cases, models use cases, extracts business rules from code, SQL, or documents, defines non-functional targets, sets scope, splits and sizes backlogs, and

• chayen-security

  Review or harden application security in .NET, TypeScript or JavaScript, Python, and SQL code, covering threat models, secure code review, SAST and dependency triage, exposed secrets, authorization, injection and XSS, SSRF, cryptography, privacy, secure logging, SBOMs and licences, Dockerfile and Ia

• chayen-testing

  Plan, write, or fix automated tests with xUnit, NUnit, MSTest, Jasmine, Jest, Vitest, Playwright, Cypress, or pytest, covering test strategy, unit, integration, end-to-end, API and contract, regression, property-based, mutation, and fuzz tests, test data builders, coverage gaps, and failing or flaky

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