Skill: Run Evals

SkillDev tools

Lets your agent run claude skill style e2e tests by launching the iPolloWork app and executing coded test flows.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Skill: Run Evals skill

About this skill

do e2e tests, run e2e, validate feature, prove it works, PR proof, frame proof, pnpm evals. Launches iPolloWork on Daytona or local Electron and runs the coded eval flows via CDP. Launch + run mechanics; the proof loop itself is the fraimz skill.

What this skill tells your AI

The instructions your AI receives, as published by devin-axis/ipollowork in .opencode/skills/run-evals/SKILL.md and read by ahel’s review.

Launch a real iPolloWork app and run coded eval flows against it. This skill owns launch + run; the prove/repair/verdict loop and evidence standard live in the fraimz skill — load that too for anything that ends in a verdict.

Prerequisites

  • daytona CLI installed and logged in (daytona login), right org selected (daytona organization use "<org-name>")
  • .devcontainer/ files present in the repo
  • Optional provider coverage: reusable secrets volume populated once with bash .devcontainer/setup-daytona-secrets-volume.sh .newtoken (never print keys; sandboxes source every /daytona-secrets/*.env before Electron starts)

Preferred path: Daytona sandbox

daytona organization use "<org-name>"
bash .devcontainer/test-on-daytona.sh <branch-or-commit> --artifacts-volume

The helper creates a fresh VNC-capable sandbox from the ipollowork-eval-vnc snapshot, mounts the secrets + pnpm-store volumes, starts XFCE/noVNC, Vite, and Electron with Daytona-safe flags, waits for CDP, then prints the CDP and noVNC URLs. --artifacts-volume mounts /daytona-artifacts served on port 8090 for published frame proof. Refresh the snapshot when dependencies change: bash .devcontainer/create-daytona-ipollowork-snapshot.sh.

Verify the endpoint before running flows:

curl -fsS "<CDP_URL>/json/list"   # must include an iPolloWork page target

If it fails, inspect /tmp/electron.log — the real success marker is Chromium's DevTools listening on ws://127.0.0.1:9825/....

If the app shows the Welcome page, use a coded onboarding flow or create /workspace/hello through the visible UI before running a workspace-dependent flow.

Run the flows

pnpm evals --list
pnpm evals --flow <flow-id> --cdp-url <printed-electron-cdp-url>
pnpm evals --all --stack den     # brings up MySQL + den-api + seed for cloud flows

The runner produces machine-checkable assertions, validated screenshots, and writes fraimz.html + report.md / report.json under evals/results/<run-id>/. If no coded flow exists for the behavior, add one in evals/flows/<id>.flow.mjs (see the fraimz skill and evals/README.md for the ctx.* API); use manual browser tools only to debug or prototype — a coded flow is the PR evidence.

Recording (motion only)

Frame proof is the default deliverable; record video only when motion matters (streaming, animations). Start with bash .devcontainer/test-on-daytona.sh <branch> --record-video --recording-name <name>, stop with daytona exec "$SANDBOX" -- 'bash .devcontainer/stop-daytona-recording.sh', download via the port-8090 artifacts URL. Details: daytona-recording-artifacts.

Local fallback

When Daytona is down or quota-limited:

pnpm install
pnpm --filter @ipollowork/app typecheck
IPOLLOWORK_ELECTRON_REMOTE_DEBUG_PORT=9826 pnpm dev   # then:
pnpm evals --flow <flow-id> --cdp-url http://127.0.0.1:9826

Report clearly whether the result came from Daytona or the local fallback — a local run is not a Daytona validation.

Teardown

daytona delete "$SANDBOX"

Signals

GitHub stars
7k
Forks
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Last commit
Sep 2026

ahel review

  • K1binfo
    installs-packages

Automated review, not a security audit. Ruleset v1+k2.

Advanced
Item type
skill
Key
run-evals-devin-axis
Source
github.com/devin-axis/ipollowork