Vizra ADK Evaluation Framework

Vizra ADK Evaluation Framework is a skill for Claude Code, Codex from vizra-ai/vizra-adk. It costs 26 tokens per session (2,644 once invoked), scanned A, original, MIT.

A framework for testing AI agents with repeatable test cases, response checks, and language-model judging. A test case pairs an input with rules for checking whether the agent's response is acceptable.

In plain words
What is it for?
Use it to evaluate agents such as customer-service assistants. Write test cases, add assertions such as required content, and use a language model to judge broader response quality.
Why use it?
It replaces ad-hoc checking with a defined evaluation that can be run repeatedly. This helps find regressions and assess response quality across many tests.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to evaluate agents such as customer-service assistants. Write test cases, add assertions such as required content, and use a language model to judge broader response quality.

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Install with agentmods
npx agentmods add skills/vizra-ai/vizra-adk/vizra-evaluation
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add vizra-ai/vizra-adk --skill vizra-evaluation
Clone the repo
git clone --depth 1 https://github.com/vizra-ai/vizra-adk

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for Vizra ADK Evaluation Framework

README.md
[![agentmods](https://agentmods.dev/badge/skills/vizra-ai/vizra-adk/vizra-evaluation/github.svg)](https://agentmods.dev/skills/vizra-ai/vizra-adk/vizra-evaluation)
Your own site
<a href="https://agentmods.dev/skills/vizra-ai/vizra-adk/vizra-evaluation"><img src="https://agentmods.dev/badge/skills/vizra-ai/vizra-adk/vizra-evaluation/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for Vizra ADK Evaluation Framework

Your own site · 80×15
<a href="https://agentmods.dev/skills/vizra-ai/vizra-adk/vizra-evaluation"><img src="https://agentmods.dev/badge/skills/vizra-ai/vizra-adk/vizra-evaluation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 26 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,644 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00026 $0.02644
Opus 5 $0.00013 $0.01322
Sonnet 5 $0.00005 $0.00529
Haiku 4.5 $0.00003 $0.00264

Measured 13d ago against content hash af3e5aad8795, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

Vizra ADK Evaluation Framework scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

resources/boost/skills/vizra-evaluation/SKILL.md · 484 lines

How it starts

The opening of the file, as written. The whole thing — 484 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Vizra ADK Evaluation Framework

The evaluation framework enables automated testing of AI agents at scale, including LLM-as-a-Judge evaluation patterns.

Core Concepts

Component Purpose
Evaluation Test suite containing test cases for an agent
Test Case Input/expected output pair for testing
Assertion Validation rule for agent responses
Judge LLM-based evaluation of response quality

Creating Evaluations

Basic Evaluation

<?php

namespace App\Evaluations;

use Vizra\VizraADK\Evaluations\BaseEvaluation;

class CustomerServiceEvaluation extends BaseEvaluation
{
    /**
     * The agent being evaluated
     */
    protected string $agent = 'customer_service';

    /**
     * Evaluation description
     */
    protected string $description = 'Evaluates customer service agent responses';

    /**
     * Define test cases
     */
    public function testCases(): array
    {
        return [
            [
                'name' => 'greeting_response',
                'input' => 'Hello, I need help with my order',
                'assertions' => [
                    'contains_greeting',
                    'offers_assistance',
                    'professional_tone',
                ],
            ],
            [
                'name' => 'refund_request',
                'input' => 'I want a refund for order #12345',
                'context' => [
                    'order_id' => '12345',
                    'order_status' => 'delivered',
                ],
                'assertions' => [
                    'acknowledges_request',
                    'asks_for_reason',
                    'explains_policy',
                ],
            ],
            [
                'name' => 'complaint_handling',
                'input' => 'This is terrible service! I\'ve been waiting for weeks!',
                'assertions' => [
                    'empathetic_response',
                    'apologizes',
                    'offers_solution',
                    'no_defensive_language',
                ],
            ],
        ];
    }
}

Read the full file on GitHub · 484 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago First seen · 484 lines · 26 tokens per session scan A af3e5aad8795

Subscribe to this mod's changes

Vizra ADK Evaluation Framework is a skill published in the GitHub repository vizra-ai/vizra-adk (295 stars, last pushed 19d ago), licensed MIT. It adds 26 tokens to every session and 2,644 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.