Attribution Analysis Modeling
liangdabiao/claude-data-analysis-ultra-main
Perform multi-touch attribution analysis using Markov chains, Shapley values, and custom attribution models.
QA Anarlog's critical Pro user journey on a signed staging candidate — onboarding, responsive launch, microphone and system-audio capture, automated summaries, and cloud sync.
$ npx skills add fastrepl/anarlog --skill qa-critical-ux -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install fastrepl/anarlog qa-critical-ux --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/fastrepl/anarlog.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/qa-critical-ux .claude/skills/qa-critical-ux && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "qa-critical-ux" agent skill from https://github.com/fastrepl/anarlog/tree/main/.agents/skills/qa-critical-ux into .claude/skills/qa-critical-ux/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-critical-ux", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/fastrepl/anarlog/tree/main/.agents/skills/qa-critical-uxType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add fastrepl/anarlog --skill qa-critical-ux -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install fastrepl/anarlog qa-critical-ux --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fastrepl/anarlog.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/qa-critical-ux .agents/skills/qa-critical-ux && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qa-critical-ux" agent skill from https://github.com/fastrepl/anarlog/tree/main/.agents/skills/qa-critical-ux into .agents/skills/qa-critical-ux/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-critical-ux", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add fastrepl/anarlog --skill qa-critical-ux -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install fastrepl/anarlog qa-critical-ux --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fastrepl/anarlog.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/qa-critical-ux .cursor/skills/qa-critical-ux && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "qa-critical-ux" agent skill from https://github.com/fastrepl/anarlog/tree/main/.agents/skills/qa-critical-ux into .cursor/skills/qa-critical-ux/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-critical-ux", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/fastrepl/anarlog.git --path .agents/skills/qa-critical-ux--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add fastrepl/anarlog --skill qa-critical-ux -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install fastrepl/anarlog qa-critical-ux --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fastrepl/anarlog.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/qa-critical-ux .gemini/skills/qa-critical-ux && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "qa-critical-ux" agent skill from https://github.com/fastrepl/anarlog/tree/main/.agents/skills/qa-critical-ux into .gemini/skills/qa-critical-ux/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-critical-ux", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install fastrepl/anarlog qa-critical-uxInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add fastrepl/anarlog --skill qa-critical-ux -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/fastrepl/anarlog.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/qa-critical-ux .github/skills/qa-critical-ux && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "qa-critical-ux" agent skill from https://github.com/fastrepl/anarlog/tree/main/.agents/skills/qa-critical-ux into .github/skills/qa-critical-ux/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-critical-ux", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add fastrepl/anarlog --skill qa-critical-ux -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install fastrepl/anarlog qa-critical-ux --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/fastrepl/anarlog.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/qa-critical-ux .opencode/skills/qa-critical-ux && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "qa-critical-ux" agent skill from https://github.com/fastrepl/anarlog/tree/main/.agents/skills/qa-critical-ux into .opencode/skills/qa-critical-ux/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qa-critical-ux", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
qa-critical-uxQA Anarlog's critical Pro user journey on a signed staging candidate — onboarding, responsive launch, microphone and system-audio capture, automated summaries, and cloud sync.
QA Critical UX is an agent skill from fastrepl/anarlog. QA Anarlog's critical Pro user journey on a signed staging candidate — onboarding, responsive launch, microphone and system-audio capture, automated summaries, and cloud sync.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/reset-native-qa-permissions.sh`).
It sits in Product & Project Management, covering Customer journey mapping. The repository describes itself as: Open source Granola AI Alternative. The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 385e117. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Shell), which the agent can run.
Shell commands in SKILL.md call:
ghFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use gh, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
QA Critical UX loads about 1.4k tokens when it runs. Until then it costs about 48 tokens; SKILL.md has 710 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from fastrepl/anarlog at commit 385e117, republished under its MIT licence (© fastrepl). 710 words, ~1,442 tokens.
.claude/skills/qa-critical-ux/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Run this workflow only when the user explicitly asks for QA. A release request alone does not invoke it, and QA results do not approve or block a release.
Test only the signed staging artifact for the requested candidate:
Everything else is outside this skill's scope.
Record incidental failures against the existing Linear ticket without expanding this run:
ANLG-98ANLG-222ANLG-284ANLG-285ANLG-286ANLG-287ANLG-288Trigger desktop_cd.yaml with channel=staging from the requested candidate SHA. Verify the run's head SHA, download that run's artifact by ID, and never use a latest-staging download:
gh workflow run desktop_cd.yaml \
--ref <candidate-ref> \
-f channel=staging \
-f candidate_sha=<40-character-candidate-sha>
gh run view <run-id> --json headSha,url
gh run download <run-id> --name hyprnote-staging-macos-siliconRecord the run URL and DMG SHA-256, install the artifact, and verify the app reports the expected version. The staging artifact must be signed output from that exact workflow run; do not substitute a local build.
Leave the MacBook open on its built-in speakers and microphone with no external audio device attached.
Fully quit Anarlog Staging.
Reset staging permissions while the app is closed:
.agents/skills/qa-critical-ux/scripts/reset-native-qa-permissions.shBack up any needed staging data, then remove the staging application data:
rm -rf ~/Library/Application\ Support/com.hyprnote.stagingLaunch through LaunchServices without an onboarding override:
open -a "Anarlog Staging" --env ONBOARDING=Missing app data starts onboarding normally. Do not use ONBOARDING=1; resetting permissions asynchronously after initialization can suppress the microphone prompt. Do not edit permission databases.
Complete onboarding for real: grant each permission, sign in with the Pro or trialing test account, select Anarlog cloud (anarlog) in Settings → AI, and turn on encrypted cloud sync in Settings → Sync. Use that account's existing recovery key when prompted. Creating a new key on an account that already has sync fails this item.
Create a note, type content, and verify it persists.
Start recording, then play the bundled fixture from the terminal:
/usr/bin/afplay -v 0.7 -t 180 "$PWD/crates/data/src/english_10/audio.mp3"The timer runs, microphone and system-audio inputs have nonzero signal, live transcript words appear, and mute/unmute does not wedge the session.
Logs contain no audio_sync_probe_panicked, dropped-sample, or queue-overflow events.
Echo leakage, duplicate phrases, and generic speaker labels are informational under the out-of-scope tickets.
After the summary exists, open Settings → Sync. Status must reach Synced, not stay on Connecting, Syncing, Saved locally, or Sync needs attention.
Record the note title shown in the app. Quit Anarlog Staging. Do not reset permissions again. Wipe staging data once more:
rm -rf ~/Library/Application\ Support/com.hyprnote.stagingLaunch through LaunchServices, sign in with the same Pro or trialing account, and enter the same recovery key.
The same note, transcript, and summary reappear after restore. A missing note, empty transcript, or missing summary fails this item.
Mid-recording deferral, chat/enhance leases, and hash-stable transcript integrity stay informational under ANLG-287.
Verify results programmatically where possible through the app's supported interfaces and logs. Do not query the app database directly.
Report:
A failure or SHA mismatch fails the QA run but does not automatically block a release.
© fastrepl, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (scripts) in .agents/skills/qa-critical-ux of fastrepl/anarlog.
Open the folder on GitHubat commit 385e117
QA Critical UX next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| QA Critical UX this skillfastrepl/anarlog | 9.5k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Attribution Analysis Modelingliangdabiao/claude-data-analysis-ultra-main | 290 | 1 repos | ~2.3k | Automated safety check: Notes | None | |
| User Story Mappingdeanpeters/Product-Manager-Skills | 7.2k | 2 repos | ~2.8k | Automated safety check: Pass | Custom licence | |
| Prdjuanandresgs/claude-ctrl | 193 | — | ~2.9k | Automated safety check: Pass | None | |
| Super Product Ownersyahiidkamil/Software-Engineer-AI-Agent-Atlas | 401 | — | ~7.9k | Automated safety check: Pass | None | |
| Gstack QA OnlyLING71671/Open-ClaudeCode | 961 | — | ~282 | Automated safety check: Notes | Custom licence |
liangdabiao/claude-data-analysis-ultra-main
Perform multi-touch attribution analysis using Markov chains, Shapley values, and custom attribution models.
deanpeters/Product-Manager-Skills
Lays out a user journey as activities, steps, and tasks on a two-dimensional map that then informs backlog slicing.
juanandresgs/claude-ctrl
Write structured feature specifications with problem statements, user journeys, use cases, functional requirements, and success metrics.
syahiidkamil/Software-Engineer-AI-Agent-Atlas
Complete Product Owner / Product Manager capability — a wiki-style knowledge map of product practice in active software development: the role and its boundaries, strategy cascade (vision → OKRs →…
LING71671/Open-ClaudeCode
Read-only QA report for an OPC desktop flow, CLI command, local URL, staging URL, or documented user journey.
deanpeters/Product-Manager-Skills
Builds a stage-by-stage customer journey map covering actions, touchpoints, emotions, KPIs, goals, and owning teams for one persona and scenario.
fastrepl/anarlog
Use only in the Anarlog repository when the active checkout branch is exactly gitbutler/workspace.
fastrepl/anarlog
Use only in the Anarlog repository when the active checkout branch is exactly gitbutler/workspace.
fastrepl/anarlog
Inspect every open non-draft PR for CI failures and unresolved Cursor Bugbot findings, then fix them on the existing PR branches.
fastrepl/anarlog
Avoid direct React useEffect usage when writing or reviewing React components and hooks.
fastrepl/anarlog
Build SQLite-backed reactive UI in apps/desktop using stable patterns for reads, selection, forms, writes, and loading states.
fastrepl/anarlog
Design or review schemas for crates/cloudsync using SQLite Sync constraints, not generic SQLite advice.
Categories
QA Anarlog's critical Pro user journey on a signed staging candidate — onboarding, responsive launch, microphone and system-audio capture, automated summaries, and cloud sync. QA Critical UX is an agent skill from fastrepl/anarlog. QA Anarlog's critical Pro user journey on a signed staging candidate — onboarding, responsive launch, microphone and system-audio capture, automated summaries, and cloud sync.
QA Critical UX fits situations like: tasks that involve Customer journey mapping.
Run `npx skills add fastrepl/anarlog --skill qa-critical-ux -a claude-code`. Or copy the skill folder (.agents/skills/qa-critical-ux in fastrepl/anarlog) into .claude/skills/qa-critical-ux in your project. Claude Code loads it when a task matches its description.
Run `npx skills add fastrepl/anarlog --skill qa-critical-ux -a codex`. Or copy the skill folder (.agents/skills/qa-critical-ux in fastrepl/anarlog) into .agents/skills/qa-critical-ux in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add fastrepl/anarlog --skill qa-critical-ux -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qa-critical-ux, .gemini/skills/qa-critical-ux, .github/skills/qa-critical-ux and .opencode/skills/qa-critical-ux in your project.
Going by SKILL.md and its folder, QA Critical UX needs a shell for the scripts in its folder and the command-line tools its instructions call (gh). Our summary lists: A Bash shell.
SKILL.md contains no URLs. Its commands use gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
QA Critical UX is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with QA Critical UX: Attribution Analysis Modeling (liangdabiao/claude-data-analysis-ultra-main, 290 stars), User Story Mapping (deanpeters/Product-Manager-Skills, 7.2k stars), Prd (juanandresgs/claude-ctrl, 193 stars) and Super Product Owner (syahiidkamil/Software-Engineer-AI-Agent-Atlas, 401 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
fastrepl (a GitHub organization) maintains it in fastrepl/anarlog, which has 9,452 GitHub stars. The repository holds 32 skills in this directory. The repository was last updated on October 8, 2026.
Source: fastrepl/anarlog on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.