replay-vision-scanner-user-frustration SKILL.md skillA
replay-vision-scanner-user-frustration from xerk/xerk is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add xerk/xerk/replay-vision-scanner-user-frustration@v1.55.0Pins v1.55.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- xerk/xerk
- Path
.claude/skills/replay-vision-scanner-user-frustration/SKILL.md- Versions recorded
- 1
- Latest version
- v1.55.0, committed Oct 7, 2026
- Size
- 1,923 bytes
- Repository stars
- 17
- License
- MIT
The frustration monitor brief for Replay vision.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Frustration scanner (monitor)
The user getting stuck, described in **this** product's terms. Gated on
`$rageclick` — cheap and high-precision, because here the gating event *is*
the friction. Create with `vision-scanners-create`. You fill three blanks;
the scaffold around them is locked, and so is the query: **leave the
`$rageclick` gate as the only filter** — this monitor owns the *what they
did* axis of the disjointness rule in `replay-vision-scanners-core`.
```jsonc
{
// AGENT FILLS `name`, per the core naming rule - "Booking frustration",
// "Editor rage clicks".
"name": "<name>",
"scanner_type": "monitor",
"scanner_config": {
"prompt": "Watch this session for clear signs the user got stuck or frustrated: repeatedly clicking the same element, hammering a button that isn't responding, retrying the same action over and over, visibly hunting for something they can't find, or abandoning a flow partway through. In this product that especially means: {{STUCK_MOMENTS}}. Only flag genuine struggle you can see – not normal browsing or a single mis-click. For each: what they were trying to do, where they got stuck, and the URL.\n\n{{PRODUCT_CONTEXT}}"
},
"query": {
…Read the whole file at its exact version.
How to install
mdr add xerk/xerk/replay-vision-scanner-user-frustration@sha256:b4a6116e141a108aThe line at the top of this page pins the label v1.55.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_kdjtwea7rzt4cg2l)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 7, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1923 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
xerk/xerk · 17 stars · license MIT · pushed 2026-10-17 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_kdjtwea7rzt4cg2l GET https://markdownregistry.com/api/v1/resolve?ref=xerk/xerk/replay-vision-scanner-user-frustration GET https://markdownregistry.com/api/v1/blob/b4a6116e141a108a30c9ba84d3e054f546d503b90bb173a2737bc2208b2b8ad2
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.