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Evals Context

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foryourhealth111-pixel
evals-context

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).

Overview

Publisherforyourhealth111-pixel
RepositoryVibe-Skills
Skill nameevals-context
Stars
3.3K
Forks
288
Bundled files
Instructions only
LicenseApache-2.0
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by foryourhealth111-pixel on GitHub. Read the source before you install it.

Installation

Install the Evals Context AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/foryourhealth111-pixel/Vibe-Skills.git /tmp/Vibe-Skills
mkdir -p .claude/skills
cp -r /tmp/Vibe-Skills/bundled/skills/evals-context .claude/skills/evals-context
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Evals Context in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Evals Context on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Evals Context is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Evals Codebase Context

When to Use This Skill

Use this skill when the task involves:

  • Modifying or debugging the evals execution infrastructure
  • Adding new eval exercises or languages
  • Working with the evals web interface (apps/web-evals)
  • Modifying the public evals display page on roocode.com
  • Understanding where evals code lives in this monorepo

When NOT to Use This Skill

Do NOT use this skill when:

  • Working on unrelated parts of the codebase (extension, webview-ui, etc.)
  • The task is purely about the VS Code extension's core functionality
  • Working on the main website pages that don't involve evals

Key Disambiguation: Two "Evals" Locations

This monorepo has two distinct evals-related locations that can cause confusion:

ComponentPathPurpose
Evals Execution Systempackages/evals/Core eval infrastructure: CLI, DB schema, Docker configs
Evals Management UIapps/web-evals/Next.js app for creating/monitoring eval runs (localhost:3446)
Website Evals Pageapps/web-roo-code/src/app/evals/Public roocode.com page displaying eval results
External Exercises RepoRoo-Code-EvalsActual coding exercises (NOT in this monorepo)

Directory Structure Reference

packages/evals/ - Core Evals Package

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 script

apps/web-evals/ - Evals Management Web App

apps/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/ - Public Website Evals Page

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.

Architecture Overview

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:

  • Controller: Orchestrates eval runs, spawns runners, manages task queue (p-queue)
  • Runner: Isolated Docker container with VS Code + Roo Code extension + language runtimes
  • Redis: Pub/sub for real-time events (NOT task queuing)
  • PostgreSQL: Stores runs, tasks, metrics

Common Tasks Quick Reference

Adding a New Eval Exercise

  1. Add exercise to Roo-Code-Evals repo (external)
  2. See packages/evals/ADDING-EVALS.md for structure

Modifying Eval CLI Behavior

Edit files in packages/evals/src/cli/:

Modifying the Evals Web Interface

Edit files in apps/web-evals/src/:

Modifying the Public Evals Display Page

Edit files in apps/web-roo-code/src/app/evals/:

Database Schema Changes

  1. Edit packages/evals/src/db/schema.ts
  2. Generate migration: cd packages/evals && pnpm drizzle-kit generate
  3. Apply migration: pnpm drizzle-kit migrate

Running Evals Locally

bash
# From repo root
pnpm evals

# Opens web UI at http://localhost:3446

Ports (defaults):

  • PostgreSQL: 5433
  • Redis: 6380
  • Web: 3446

Testing

bash
# packages/evals tests
cd packages/evals && npx vitest run

# apps/web-evals tests
cd apps/web-evals && npx vitest run

Key Types/Exports from @roo-code/evals

The package exports are defined in packages/evals/src/index.ts:

  • Database queries: getRuns, getTasks, getTaskMetrics, etc.
  • Schema types: Run, Task, TaskMetrics
  • Used by both apps/web-evals and apps/web-roo-code

Frequently asked questions

What does the Evals Context AI skill do?

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).

Why use Evals Context on TypingMind?

Because you install it once and use it with any model. Evals Context is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Evals Context in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/main/bundled/skills/evals-context. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Evals Context?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Evals Context?

As many as you like. As long as a model supports skills, you can use Evals Context with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Evals Context AI skill free?

Yes. It is published on GitHub by foryourhealth111-pixel under the Apache-2.0 license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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