expect

expect is a skill for Claude Code, Codex from yonatangross/orchestkit. It costs 73 tokens per session (4,455 once invoked), scanned A, original, MIT.

Diff-aware AI browser testing — reads the git diff, maps changes to affected pages via the route map, generates a targeted test plan, and executes it via agent-browser (Rust daemon + CDP, ARIA-tree-first) with pass/fail reporting. Use when testing UI changes, verifying PRs before merge, or running regression checks on…

Skill for Claude CodeCodex

Installs and runs on its own, but its text points at files inside the plugin that ships it — anything it tells you to read at a ${CLAUDE_PLUGIN_ROOT} path is only there once the plugin is installed.

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.

agentmods
npx agentmods add skills/yonatangross/orchestkit/expect
Any agent
npx skills add yonatangross/orchestkit --skill expect
Clone the repo
git clone --depth 1 https://github.com/yonatangross/orchestkit

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 expect

README.md
[![agentmods](https://agentmods.dev/badge/skills/yonatangross/orchestkit/expect.svg)](https://agentmods.dev/skills/yonatangross/orchestkit/expect)
Your own site
<a href="https://agentmods.dev/skills/yonatangross/orchestkit/expect"><img src="https://agentmods.dev/badge/skills/yonatangross/orchestkit/expect.svg" alt="Measured on agentmods" height="20"></a>
Per session 73 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,455 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin unknown 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 $0.00073 $0.04455
Opus 5 $0.00036 $0.02227
Sonnet 5 $0.00015 $0.00891
Haiku 4.5 $0.00007 $0.00445

Measured today against content hash ab6b0e3da790, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

expect 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 today.

The scan reads SKILL.md. This mod also ships 6 executable files (scripts/coverage-context.sh, scripts/diff-scan.sh, scripts/fingerprint.sh, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

plugins/ork/skills/expect/SKILL.md · 408 lines

How it starts

The opening of the file, as written. The whole thing — 408 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Expect — Diff-Aware AI Browser Testing

Analyze git changes, generate targeted test plans, and execute them via AI-driven browser automation.

Note: If disableSkillShellExecution is enabled (CC 2.1.91), the agent-browser install check won't run. Verify it's installed: npx agent-browser --version.

/ork:expect                              # Auto-detect changes, test affected pages
/ork:expect -m "test the checkout flow"  # Specific instruction
/ork:expect --flow login                 # Replay a saved test flow
/ork:expect --target branch              # Test all changes on current branch vs main
/ork:expect -y                           # Skip plan review, run immediately

Core principle: Only test what changed. Git diff drives scope — no wasted cycles on unaffected pages.

Argument Resolution

ARGS = "[-m <instruction>] [--target unstaged|branch|commit] [--flow <slug>] [-y]"

# Parse from full argument string
import re
raw = ""  # Full argument string from CC

INSTRUCTION = None
TARGET = "unstaged"  # Default: test unstaged changes
FLOW = None
SKIP_REVIEW = False

# Extract -m "instruction"
m_match = re.search(r'-m\s+["\']([^"\']+)["\']|-m\s+(\S+)', raw)
if m_match:
    INSTRUCTION = m_match.group(1) or m_match.group(2)

# Extract --target
t_match = re.search(r'--target\s+(unstaged|branch|commit)', raw)
if t_match:
    TARGET = t_match.group(1)

# Extract --flow
f_match = re.search(r'--flow\s+(\S+)', raw)
if f_match:
    FLOW = f_match.group(1)

# Extract -y
if '-y' in raw.split():
    SKIP_REVIEW = True

STEP 0: MCP Probe + Prerequisite Check

# memory is alwaysLoad in .mcp.json (CC 2.1.121+, #1541) — probe below kept as fallback for older CC:
ToolSearch(query="select:mcp__memory__search_nodes")

# Verify agent-browser is available (Rust-native, no Playwright)
Bash("command -v agent-browser || npx agent-browser --version")
# If missing: "Install agent-browser: npm i -g agent-browser"

# Load agent-browser's version-matched workflow guide (ships with the CLI).
# NOT `skills get agent-browser` — that resolves but returns only the thin
# top-level router; `core --full` is the actual 2,800+ line command reference.
Bash("agent-browser skills get core --full")

Read the full file on GitHub · 408 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. today First seen · 408 lines · 73 tokens per session scan A ab6b0e3da790

Subscribe to this mod's changes

expect is a skill published in the GitHub repository yonatangross/orchestkit (225 stars, last pushed today), licensed MIT. It adds 73 tokens to every session and 4,455 once invoked, about $0.0004 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 2026-09-03.

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