LQF_Machine_Learning_E…
LQF Machine Learning Expert Guide - Routed skill for ML/Statistical Modeling with Critical Discussion Mode. Triggers on: machine learning, modeling,…
Provides context about the Roo Code evals system structure in this monorepo. Use when tasks mention "evals", "evaluation", "eval runs", "eval exercises", or working with the evals infrastructure. Helps distinguish between the evals execution system (packages/evals,
$ npx -y skills add foryourhealth111-pixel/Vibe-Skills --skill evals-context --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/evals-contextContext preview
The summary Claude sees to decide when to auto-load this skill.
Provides context about the Roo Code evals system structure in this monorepo. Use when tasks mention "evals", "evaluation", "eval runs", "eval exercises", or working with the evals infrastructure. Helps distinguish between the evals execution system (packages/evals,
name: evals-context description: Provides context about the Roo Code evals system structure in this monorepo. Use when tasks mention "evals", "evaluation", "eval runs", "eval exercises", or working with the evals infrastructure. Helps distinguish between the evals execution system (packages/evals, apps/web-evals) and the public website evals display page (apps/web-roo-code/src/app/evals).
Use this skill when the task involves:
Do NOT use this skill when:
This monorepo has **two distinct evals-related locations** that can cause confusion:
| Component | Path | Purpose | | --------------------------- | -------------------------------------------------------------- | -------------------------------------------------------------- | | **Evals Execution System** | `packages/evals/` | Core eval infrastructure: CLI, DB schema, Docker configs | | **Evals Management UI** | `apps/web-evals/` | Next.js app for creating/monitoring eval runs (localhost:3446) | | **Website Evals Page** | `apps/web-roo-code/src/app/evals/` | Public roocode.com page displaying eval results | | **External Exercises Repo** | [Roo-Code-Evals](https://github.com/RooCodeInc/Roo-Code-Evals) | Actual coding exercises (NOT in this monorepo) |
packages/evals/
├── ARCHITECTURE.md # Detailed architecture documentation
├── ADDING-EVALS.md # Guide for adding new exercises/languages
├── README.md # Setup and running instructions
├── docker-compose.yml # Container orchestration
├── Dockerfile.runner # Runner container definition
├── Dockerfile.web # Web app container
├── drizzle.config.ts # Database ORM config
├── src/
│ ├── index.ts # Package exports
│ ├── cli/ # CLI commands for running evals
│ │ ├── runEvals.ts # Orchestrates complete eval runs
│ │ ├── runTask.ts # Executes individual tasks in containers
│ │ ├── runUnitTest.ts # Validates task completion via tests
│ │ └── redis.ts # Redis pub/sub integration
│ ├── db/
│ │ ├── schema.ts # Database schema (runs, tasks)
│ │ ├── queries/ # Database query functions
│ │ └── migrations/ # SQL migrations
│ └── exercises/
│ └── index.ts # Exercise loading utilities
└── scripts/
└── setup.sh # Local macOS setup scriptapps/web-evals/ ├── src/ │ ├── app/ │ │ ├── page.tsx # Home page (runs list) │ │ ├── runs/ │ │ │ ├── new/ # Create new eval run │ │ │ └── [id]/ # View specific run status │ │ └── api/runs/ # SSE streaming endpoint │ ├── actions/ # Server actions │ │ ├── runs.ts # Run CRUD operations │ │ ├── tasks.ts # Task queries │ │ ├── exercises.ts # Exercise listing │ │ └── heartbeat.ts # Controller health checks │ ├── hooks/ # React hooks (SSE, models, etc.) │ └── lib/ # Utilities and schemas
apps/web-roo-code/src/app/evals/ ├── page.tsx # Fetches and displays public eval results ├── evals.tsx # Main evals display component ├── plot.tsx # Visualization component └── types.ts # EvalRun type (extends packages/evals types)
This page **displays** eval results on the public roocode.com website. It imports types from `@roo-code/evals` but does NOT run evals.
The evals system is a distributed evaluation platform that runs AI coding tasks in isolated VS Code environments:
┌─────────────────────────────────────────────────────────────┐ │ Web App (apps/web-evals) ──────────────────────────────── │ │ │ │ │ ▼ │ │ PostgreSQL ◄────► Controller Container │ │ │ │ │ │ ▼ ▼ │ │ Redis ◄───► Runner Containers (1-25 parallel) │ └─────────────────────────────────────────────────────────────┘
**Key components:**
1. Add exercise to [Roo-Code-Evals](https://github.com/RooCodeInc/Roo-Code-Evals) repo (external) 2. See [`packages/evals/ADDING-EVALS.md`](packages/evals/ADDING-EVALS.md) for structure
Edit files in [`packages/evals/src/cli/`](packages/evals/src/cli/):
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Repo: foryourhealth111-pixel/Vibe-Skills
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