Source profileQuality 90/100Review permissions

yonatangross/orchestkit/src/skills/expect/SKILL.md

expect

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 changed components.

Source repository stars
223
Declared platforms
1
Static risk flags
2
Last source update
2026-08-24
Source checked
2026-08-25

Decision brief

What it does: where it fits

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

Best for

  • Use when testing UI changes, verifying PRs before merge, or running regression checks on changed components.

Not for

  • Unit tests — use /ork:cover instead
  • API-only changes — no browser UI to test

Compatibility matrix

Platform support, with evidence labels

PlatformStatusEvidenceWhat to check
CodexNot declaredNo explicit evidencePortability before use
Claude CodeDeclaredSource recordInstall path and trigger
CursorNot declaredNo explicit evidencePortability before use
Gemini CLINot declaredNo explicit evidencePortability before use
Open the compatibility checker

Installation

Inspect first. Install second.

The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.

Source-detected install commandSource
npx skills add https://github.com/yonatangross/orchestkit --skill "src/skills/expect"
Safe inspection promptEditorial

Inspect the Agent Skill "expect" from https://github.com/yonatangross/orchestkit/blob/4e5c1327b7d7902022ee69328e12db1f6a88f390/src/skills/expect/SKILL.md at commit 4e5c1327b7d7902022ee69328e12db1f6a88f390. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.

Workflow

What the source asks the agent to do

  1. 01

    Extract -m "instruction"

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

    mmatch = re.search(r'-m\s+"\'["\']|-m\s+(\S+)', raw) if mmatch: INSTRUCTION = mmatch.group(1) or mmatch.group(2)
  2. 02

    STEP 0: MCP Probe + Prerequisite Check

    Review the “STEP 0: MCP Probe + Prerequisite Check” section in the pinned source before continuing.

    Review and apply the “STEP 0: MCP Probe + Prerequisite Check” source section.
  3. 03

    Load agent-browser's version-matched workflow guide (ships with the CLI).

    Review the “Load agent-browser's version-matched workflow guide (ships with the CLI).” section in the pinned source before continuing.

    Review and apply the “Load agent-browser's version-matched workflow guide (ships with the CLI).” source section.
  4. 04

    2. Create subtasks for each pipeline phase

    TaskCreate(subject="Check fingerprint (skip if unchanged)", activeForm="Checking fingerprint") id=2 TaskCreate(subject="Scan git diff and classify changes", activeForm="Scanning diff") id=3 TaskCreate(subject="Map changes to routes/URLs", activeForm="Mapping routes") id=4 TaskCr…

    TaskCreate(subject="Check fingerprint (skip if unchanged)", activeForm="Checking fingerprint") id=2 TaskCreate(subject="Scan git diff and classify changes", activeForm="Scanning diff") id=3 TaskCreate(subject="Map chang…
  5. 05

    Phase 1: Fingerprint Check

    Check if the current changes have already been tested:

    Check if the current changes have already been tested:python Read(".expect/fingerprints.json") Previous run hashes

Permission review

Static risk signals and limitations

Runs scripts

medium · line 105

The documentation asks the agent to run terminal commands or scripts.

Git Diff → Route Map → Fingerprint Check → Test Plan → Execute → Report

Network access

medium · line 162

The documentation includes network, browsing, or remote request actions.

base_url: http://localhost:3000

Evidence record

Why each signal appears

EvidenceSourceComputedTestedEditorial
SignalValueEvidence typeMeaning
Quality score90/100ComputedDocumentation, specificity, maintenance, and trust rules
Repository stars223SourceRepository attention, not individual Skill quality
Compatibility1 platformsSourceDeclared in the catalog source record
Usage guideautomated source guideEditorialGenerated or reviewed according to the visible evidence level

Pinned source

Provenance and original SKILL.md

Repository
yonatangross/orchestkit
Skill path
src/skills/expect/SKILL.md
Commit
4e5c1327b7d7902022ee69328e12db1f6a88f390
License
MIT
Collected
2026-08-25
Default branch
main
View the original SKILL.md

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")

CRITICAL: Task Management

# 1. Create main task IMMEDIATELY
TaskCreate(
  subject="Expect: test changed code",
  description="Diff-aware browser testing pipeline",
  activeForm="Running diff-aware browser tests"
)

# 2. Create subtasks for each pipeline phase
TaskCreate(subject="Check fingerprint (skip if unchanged)", activeForm="Checking fingerprint")  # id=2
TaskCreate(subject="Scan git diff and classify changes", activeForm="Scanning diff")            # id=3
TaskCreate(subject="Map changes to routes/URLs", activeForm="Mapping routes")                   # id=4
TaskCreate(subject="Generate AI test plan", activeForm="Generating test plan")                   # id=5
TaskCreate(subject="Execute tests via agent-browser", activeForm="Executing browser tests")     # id=6
TaskCreate(subject="Compile test report", activeForm="Compiling report")                        # id=7

# 3. Set dependencies for sequential phases
TaskUpdate(taskId="3", addBlockedBy=["2"])  # Diff scan needs fingerprint check
TaskUpdate(taskId="4", addBlockedBy=["3"])  # Route map needs diff results
TaskUpdate(taskId="5", addBlockedBy=["4"])  # Test plan needs route map
TaskUpdate(taskId="6", addBlockedBy=["5"])  # Execution needs test plan
TaskUpdate(taskId="7", addBlockedBy=["6"])  # Report needs execution results

# 4. Update status as you progress
TaskUpdate(taskId="2", status="in_progress")  # When starting
TaskUpdate(taskId="2", status="completed")    # When done — repeat for each subtask

Pipeline Overview

Git Diff → Route Map → Fingerprint Check → Test Plan → Execute → Report
PhaseWhatOutputReference
1. FingerprintSHA-256 hash of changed filesSkip if unchanged since last runreferences/fingerprint.md
2. Diff ScanParse git diff, classify changesChangesFor data (files, components, routes)references/diff-scanner.md
3. Route MapMap changed files to affected pages/URLsScoped page listreferences/route-map.md
4. Test PlanGenerate AI test plan from diff + route mapMarkdown test plan with stepsreferences/test-plan.md
5. ExecuteRun test plan via agent-browserPass/fail per step, screenshotsreferences/execution.md
6. ReportAggregate results, artifacts, exit codeStructured report + artifactsreferences/report.md

Phase 1: Fingerprint Check

Check if the current changes have already been tested:

Read(".expect/fingerprints.json")  # Previous run hashes
# Compare SHA-256 of changed files against stored fingerprints
# If match: "No changes since last test run. Use --force to re-run."
# If no match or --force: continue to Phase 2

Load: Read("${CLAUDE_PLUGIN_ROOT}/skills/expect/references/fingerprint.md")

Phase 2: Diff Scan

Analyze git changes based on --target:

if TARGET == "unstaged":
    diff = Bash("git diff")
    files = Bash("git diff --name-only")
elif TARGET == "branch":
    diff = Bash("git diff main...HEAD")
    files = Bash("git diff main...HEAD --name-only")
elif TARGET == "commit":
    diff = Bash("git diff HEAD~1")
    files = Bash("git diff HEAD~1 --name-only")

Classify each changed file into 3 levels:

  1. Direct — the file itself changed
  2. Imported — a file that imports the changed file
  3. Routed — the page/route that renders the changed component

Load: Read("${CLAUDE_PLUGIN_ROOT}/skills/expect/references/diff-scanner.md")

Phase 3: Route Map

Map changed files to testable URLs using .expect/config.yaml:

# .expect/config.yaml
base_url: http://localhost:3000
route_map:
  "src/components/Header.tsx": ["/", "/about", "/pricing"]
  "src/app/auth/**": ["/login", "/signup", "/forgot-password"]
  "src/app/dashboard/**": ["/dashboard"]

If no route map exists, infer from Next.js App Router / Pages Router conventions.

Load: Read("${CLAUDE_PLUGIN_ROOT}/skills/expect/references/route-map.md")

Phase 4: Test Plan Generation

Build an AI test plan scoped to the diff, using the scope strategy for the current target:

scope_strategy = get_scope_strategy(TARGET)  # See references/scope-strategy.md

prompt = f"""
{scope_strategy}

Changes: {diff_summary}
Affected pages: {affected_urls}
Instruction: {INSTRUCTION or "Test that the changes work correctly"}

Generate a test plan with:
1. Page-level checks (loads, no console errors, correct content)
2. Interaction tests (forms, buttons, navigation affected by the diff)
3. Visual regression (compare ARIA snapshots if saved)
4. Accessibility (axe-core scan on affected pages)
"""

If --flow specified, load saved flow from .expect/flows/{slug}.yaml instead of generating.

If NOT --y, present plan to user via AskUserQuestion for review before executing.

Load: Read("${CLAUDE_PLUGIN_ROOT}/skills/expect/references/test-plan.md")

Phase 5: Execution

agent-browser Quick Primer

Floor is >= 0.31.1 (0.27.1 is documented broken on prod pages); current tested release is 0.34.0 (see upstream-version-tested). Commands below hold across this range. 0.30+ adds agent-browser read (agent-readable text extraction) and the --restore / --namespace session-restore workflow for stable, isolated browser state across agent runs. 0.33.0 adds agent-browser a11y [url], an embedded axe-core audit (WCAG tag filtering, selector scoping, iframe-aware text/JSON output) available as both a CLI command and an MCP tool. 0.34.0 adds pushstate <url> (SPA client-side nav), removeinitscript, --enable react-devtools + react suspense, profiler start|stop, plugin add|run, confirm/deny for gated actions, --pin-tab/--no-pin-tab, --webgpu, and an MCP --tools <profiles> surface.

AreaCommandNotes
Snapshotagent-browser snapshot -iARIA tree w/ @eN refs. -C/--cursor was removed in 0.22
Semantic locatoragent-browser find role button click --name "Continue"Grammar: find <locator> <value> [action]; stable alternative to @eN refs
Interactionfill @e1 "...", click @e2, press Enter, drag @e1 @e2, upload @e1 file.pdfAll take ARIA refs
Waitswait --load networkidle, wait --text "Success", wait --fn "window.ready"Event-driven, never sleep-based
Networknetwork route "*analytics*" --abort, network route "https://api/*" --body '{...}'Intercept + stub
Statestate save/load auth.json, --session-name <name>Persist auth across runs
Vaultvault store github_pat, vault load github_patEncrypted credential store
Diffdiff snapshot, diff screenshot --baseline /tmp/x.pngARIA + pixel diffing
Capturescreenshot --annotate, pdf, record start/stopEvidence artifacts
Dashboardagent-browser dashboard start (0.25+)Browser-side runtime inspector on :4848

Run the test plan

expect_task = Agent(
  subagent_type="ork:expect-agent",
  prompt=f"""Execute this test plan:
  {test_plan}

  For each step:
  1. Navigate to the URL
  2. Execute the test action
  3. Take a screenshot on failure
  4. Report PASS/FAIL with evidence
  """,
  run_in_background=True,
  model="sonnet",
  max_turns=50
)

# Stream agent-browser progress line-by-line instead of polling (CC 2.1.98+)
# Each stdout line from agent-browser arrives as a notification — useful for
# catching a failing step early rather than waiting for the full plan.
# Full pattern: Read("${CLAUDE_PLUGIN_ROOT}/skills/chain-patterns/references/monitor-patterns.md")
Monitor(pid=expect_task.agent_id)

# For long test plans (>3 min typical), notify on completion — requires
# Remote Control + "Push when Claude decides" config (CC 2.1.110+).
# Skip silently if the user doesn't have Remote Control enabled.
if test_plan_duration_estimate > 180:
    PushNotification(
        message=f"ork:expect complete — {passed}/{total} steps passed on {len(affected_urls)} pages",
        status="proactive"
    )

Load: Read("${CLAUDE_PLUGIN_ROOT}/skills/expect/references/execution.md")

Phase 6: Report

/ork:expect Report
═══════════════════════════════════════
Target: unstaged (3 files changed)
Pages tested: 4
Duration: 45s

Results:
  ✓ /login — form renders, submit works
  ✓ /signup — validation triggers on empty fields
  ✗ /dashboard — chart component crashes (TypeError)
  ✓ /settings — preferences save correctly

3 passed, 1 failed

Artifacts:
  .expect/reports/2026-03-26T16-30-00.json
  .expect/screenshots/dashboard-error.png

Load: Read("${CLAUDE_PLUGIN_ROOT}/skills/expect/references/report.md")

Saved Flows

Reusable test sequences stored in .expect/flows/:

# .expect/flows/login.yaml
name: Login Flow
steps:
  - navigate: /login
  - fill: { selector: "#email", value: "[email protected]" }
  - fill: { selector: "#password", value: "password123" }
  - click: button[type="submit"]
  - assert: { url: "/dashboard" }
  - assert: { text: "Welcome back" }

Run with: /ork:expect --flow login

Auto-trigger after UI edits (M125 #2)

When the dev stack is live (/ork:dev), saving any .tsx, .jsx, .css, or .scss file (and Next.js route files like app/**/page.tsx, pages/**/*.tsx) emits a nudge to run /ork:expect <route>. The hook (posttool/ui-change-detector) is default-on and:

  • skips silently if /ork:dev hasn't booted (no agent-browser session to attach to);
  • enforces a 30-second cooldown per route to prevent spam on rapid saves;
  • honors .claude/state/expect-skip.<sessionId> as a per-session opt-out (write any content);
  • honors ORK_EXPECT_AUTO=0 for an env-level kill switch.

Route resolution: app/dashboard/page.tsx/dashboard, pages/settings.tsx/settings, component / global-style edits → / (home as proxy). Route groups like app/(marketing)/pricing/page.tsx strip to /pricing.

ARIA snapshot recording (M125 #6)

After a passing run, the posttool/expect/snapshot-recorder hook persists the captured ARIA tree to .claude/state/expect-snapshots/<route-slug>/<parent-commit>.json. Subsequent /ork:expect <route> --diff runs compare against the most recent prior snapshot for that route — surfaces structural regressions (added/removed buttons, label changes, hierarchy shifts) without needing a baseline screenshot.

For the snapshot recorder to fire, the expect run output must contain RUN_COMPLETED|passed, ROUTE|<route>, and ARIA|<json-summary> tags. The agent-browser-driven flow already emits these.

When NOT to Use

  • Unit tests — use /ork:cover instead
  • API-only changes — no browser UI to test
  • Generated files — skip build artifacts, lock files
  • Docs-only changes — unless you want to verify docs site rendering

Quality Bar

Done means all of these hold:

  • Test-plan scope is derived from the git diff for the chosen --target — no unaffected page appears in the plan.
  • Every changed file maps to at least one tested route (via .expect/config.yaml or inferred convention) OR is explicitly excluded as API-only, generated, or docs-only.
  • Fingerprint check runs first; a diff unchanged since the last run skips execution instead of re-testing.
  • Unless -y is passed, the plan is presented for review before any browser action runs.
  • Each executed step reports PASS or FAIL with evidence (screenshot on failure), and the report's pass/fail totals match the steps actually run.
  • The report's exit code is non-zero whenever any step failed.

Related Skills

  • agent-browser — Browser automation engine (required dependency)
  • ork:cover — Test suite generation (unit/integration/e2e)
  • ork:verify — Grade existing test quality
  • testing-e2e — Playwright patterns and best practices

References

Load on demand with Read("${CLAUDE_PLUGIN_ROOT}/skills/expect/references/<file>"):

FileContent
fingerprint.mdSHA-256 gating logic
diff-scanner.mdGit diff parsing + 3-level classification
route-map.mdFile-to-URL mapping conventions
test-plan.mdAI test plan generation prompt templates
execution.mdagent-browser orchestration patterns
report.mdReport format + artifact storage
config-schema.md.expect/config.yaml full schema
aria-diffing.mdARIA snapshot comparison for semantic diffing
scope-strategy.mdTest depth strategy per target mode
saved-flows.mdMarkdown+YAML flow format, adaptive replay
rrweb-recording.mdrrweb DOM replay integration
human-review.mdAskUserQuestion plan review gate
ci-integration.mdGitHub Actions workflow + pre-push hooks
research.mdmillionco/expect architecture analysis

Version: 1.0.0 (March 2026) — Initial scaffold, M99 milestone

Frequently asked questions

What to verify before installation and use

What does the expect source document cover?

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

How do I install expect?

The source record exposes this install command: npx skills add https://github.com/yonatangross/orchestkit --skill "src/skills/expect". Inspect the command and pinned source before running it.

Which Agent platforms does the source record declare?

The pinned source record declares support for: claude code.

Which permission-related actions were detected?

Static rules flagged exec-script, network in the source; the page lists the matching lines and excerpts.

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