evals-create-suite

name	evals-create-suite
disable-model-invocation	true
description	Scaffold a new LLM evaluation suite package with Playwright config, evaluate fixture, and package files. Use when creating a new eval suite, adding an evals package for a plugin, or setting up the boilerplate for offline LLM evaluations.

Create an Eval Suite

Overview

Eval suites live in dedicated kbn-evals-suite-<name> packages. Each suite is a self-contained Playwright project that uses the evaluate fixture from @kbn/evals to run LLM experiments with datasets, tasks, and evaluators.

Inputs to Collect

• Suite name (kebab-case, e.g. my-feature)
• Parent directory under x-pack/ (e.g. x-pack/platform/packages/shared/ai-infra/ or x-pack/solutions/security/test/)
• Owner GitHub team handle (e.g. @elastic/appex-ai-infra)
• Group (platform, security, observability, search)
• Visibility (shared or private)
• Whether custom fixtures are needed (chat client, esArchiver, supertest, etc.)

Do NOT Use node scripts/scout.js generate

Eval suites are not standard Scout test configs. The Scout generator creates test/scout/ directories that are picked up by Scout's CI discovery glob -- this will break because evals configs use createPlaywrightEvalsConfig (not createPlaywrightConfig) and contain non-JS files (like .text prompt files) that Playwright cannot parse.

The Scout team has explicitly asked that eval configs live outside test/scout/ directories. All eval suites place their playwright.config.ts in the package root.

Directory Layout

kbn-evals-suite-<name>/
├── evals/
│   └── <name>.spec.ts          # evaluation spec(s)
├── src/
│   └── evaluate.ts             # re-export or extend the base evaluate fixture
├── playwright.config.ts        # MUST be in package root, NOT under test/scout/
├── package.json
├── kibana.jsonc
└── tsconfig.json

File Templates

kibana.jsonc

{
  "type": "functional-tests",
  "id": "@kbn/evals-suite-<name>",
  "owner": "@elastic/<team>",
  "group": "<platform|security|observability|search>",
  "visibility": "<shared|private>"
}

type must be "functional-tests" -- not "shared-common" or "plugin".

package.json

{
  "name": "@kbn/evals-suite-<name>",
  "private": true,
  "version": "1.0.0",
  "license": "Elastic License 2.0"
}

tsconfig.json

{
  "extends": "@kbn/tsconfig-base/tsconfig.json",
  "compilerOptions": {
    "outDir": "target/types",
    "types": ["jest", "node"]
  },
  "include": ["**/*.ts"],
  "exclude": ["target/**/*"],
  "kbn_references": [
    "@kbn/evals",
    "@kbn/scout"
  ]
}

Add any additional package refs your suite imports to kbn_references (e.g. @kbn/inference-common, @kbn/es-archiver).

playwright.config.ts

import Path from 'path';
import { createPlaywrightEvalsConfig } from '@kbn/evals';

export default createPlaywrightEvalsConfig({
  testDir: Path.resolve(__dirname, './evals'),
  timeout: 30 * 60_000,
});

Options:

• testDir (required) -- directory containing .spec.ts files
• timeout (optional, default 5 * 60_000) -- per-test timeout in ms
• repetitions (optional, default 1) -- overridable via EVALUATION_REPETITIONS env var

src/evaluate.ts

Simple (no custom fixtures):

import { evaluate } from '@kbn/evals';

export { evaluate };

Extended (with custom fixtures):

import { evaluate as base } from '@kbn/evals';
import { MyChatClient } from './chat_client';

export const evaluate = base.extend<
  {},
  { chatClient: MyChatClient }
>({
  chatClient: [
    async ({ fetch, log, connector }, use) => {
      await use(new MyChatClient(fetch, log, connector.id));
    },
    { scope: 'worker' },
  ],
});

When to Extend evaluate

Use the base evaluate directly when your task calls Kibana APIs through the built-in fetch, inferenceClient, or executorClient fixtures.

Extend when you need:

• A chat client that wraps a specific Kibana API endpoint (e.g. /api/agent_builder/converse)
• An evaluateDataset helper that encapsulates the runExperiment + evaluator wiring for a consistent pattern across specs
• esArchiver for loading/unloading ES archives in setup/teardown
• supertest for direct HTTP assertions against Kibana
• Domain-specific API clients (e.g. QuickstartClient)

Real examples

Suite	Approach	Why
llm-tasks	Base evaluate directly	Calls task functions in-process; custom CODE evaluators inline
agent-builder	Extended with chatClient + Phoenix executor	Needs HTTP chat client and external Phoenix executor
security-solution-evals	Extended with chatClient, esArchiver, supertest, quickApiClient	Domain-heavy setup: loads ES archives, uses generated API client

Suite Registration

Add an entry to .buildkite/pipelines/evals/evals.suites.json:

{
  "id": "<name>",
  "name": "<Human Readable Name>",
  "configPath": "<repo-relative path to playwright.config.ts>",
  "tags": ["<group>", "<name>"],
  "ciLabels": ["evals:<name>"]
}

Registration is optional for local dev (suites are auto-discovered from createPlaywrightEvalsConfig imports), but required for CI labeling and node scripts/evals list.

Post-Scaffold Steps

1. Run yarn kbn bootstrap to register the new package.
2. Verify the suite appears: node scripts/evals list.
3. Create your first spec file under evals/ (see the evals-write-spec skill).
4. Run locally: node scripts/evals start --model <connector-id> --judge <connector-id>.

Common Mistakes

• Placing configs under test/scout/ -- Scout's CI discovery will find them and crash. Keep playwright.config.ts in the package root.
• Using node scripts/scout.js generate -- this creates Scout test scaffolds, not eval suites. Scaffold manually using the templates above.
• Setting type to anything other than "functional-tests" in kibana.jsonc.
• Forgetting @kbn/evals in kbn_references -- causes TS resolution failures.
• Using Path.join instead of Path.resolve for testDir -- Playwright needs an absolute path.
• Creating evals/ specs that import from @kbn/evals but the suite's src/evaluate.ts re-exports a different fixture -- always import evaluate from the suite's own src/evaluate when extending.
• Forgetting to run yarn kbn bootstrap after creating the package.