Writing Livekit Scenarios
livekit-examples/agent-starter-python
Creates and maintains the scenarios a LiveKit agent simulation runs, and wires the agent to consume them.
Size or audit safety stock with assumption checks - the zsigmasqrt(LT) formula plus an empirical stress test of what it actually delivers (cycle service vs fill rate) per variability class.
Install Safety Stock Review
$ npx skills add davila7/claude-code-templates --skill safety-stock-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install davila7/claude-code-templates safety-stock-review --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/davila7/claude-code-templates.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cli-tool/components/skills/operations/safety-stock-review .claude/skills/safety-stock-review && 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 "safety-stock-review" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/safety-stock-review into .claude/skills/safety-stock-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "safety-stock-review", 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/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/safety-stock-reviewType 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 davila7/claude-code-templates --skill safety-stock-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install davila7/claude-code-templates safety-stock-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davila7/claude-code-templates.git skills-src && mkdir -p .agents/skills && cp -r skills-src/cli-tool/components/skills/operations/safety-stock-review .agents/skills/safety-stock-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "safety-stock-review" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/safety-stock-review into .agents/skills/safety-stock-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "safety-stock-review", 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 davila7/claude-code-templates --skill safety-stock-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install davila7/claude-code-templates safety-stock-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davila7/claude-code-templates.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/cli-tool/components/skills/operations/safety-stock-review .cursor/skills/safety-stock-review && 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 "safety-stock-review" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/safety-stock-review into .cursor/skills/safety-stock-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "safety-stock-review", 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/davila7/claude-code-templates.git --path cli-tool/components/skills/operations/safety-stock-review--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 davila7/claude-code-templates --skill safety-stock-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install davila7/claude-code-templates safety-stock-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davila7/claude-code-templates.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/cli-tool/components/skills/operations/safety-stock-review .gemini/skills/safety-stock-review && 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 "safety-stock-review" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/safety-stock-review into .gemini/skills/safety-stock-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "safety-stock-review", 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 davila7/claude-code-templates safety-stock-reviewInstalls 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 davila7/claude-code-templates --skill safety-stock-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/davila7/claude-code-templates.git skills-src && mkdir -p .github/skills && cp -r skills-src/cli-tool/components/skills/operations/safety-stock-review .github/skills/safety-stock-review && 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 "safety-stock-review" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/safety-stock-review into .github/skills/safety-stock-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "safety-stock-review", 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 davila7/claude-code-templates --skill safety-stock-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install davila7/claude-code-templates safety-stock-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/davila7/claude-code-templates.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/cli-tool/components/skills/operations/safety-stock-review .opencode/skills/safety-stock-review && 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 "safety-stock-review" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/safety-stock-review into .opencode/skills/safety-stock-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "safety-stock-review", 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.
Facts
- Skill name
safety-stock-review- GitHub stars
- 33k
- Token cost
- ~869 tokens
- SKILL.md length
- 419 words
- Files
- 1
- Skills in repo
- 479
- Repo updated
- First seen
- Licence
- MIT
At a glance
Size or audit safety stock with assumption checks - the zsigmasqrt(LT) formula plus an empirical stress test of what it actually delivers (cycle service vs fill rate) per variability class.
- Works in 6 steps: Classify first. Compute CV and… → Compute the formula result: SS = z *… → Stress-test empirically. Set stock at mu… → …
- The user mentions safety stock
- SKILL.md covers Required data, Workflow, Pitfalls to check explicitly and Output format
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Safety Stock Review is an agent skill from davila7/claude-code-templates. Size or audit safety stock with assumption checks - the zsigmasqrt(LT) formula plus an empirical stress test of what it actually delivers (cycle service vs fill rate) per variability class. Use when the user mentions safety stock, emniyet stoku, emniyet stoğu, reorder point, service level, stok seviyesi belirleme. Differentiator - refuses to hand back a number without validating the demand-distribution assumptions behind it.
Its SKILL.md is about 870 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Testing & QA, covering Load testing. The repository describes itself as: CLI tool for configuring and monitoring Claude Code. The licence is MIT.
When your agent uses it
- The user mentions safety stock
- Stok seviyesi belirleme
Example prompts
- “/safety-stock-review”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Classify first. Compute CV and zero-period share per SKU. For CV >= 1.0 or intermittent demand, state up front that the normal-formula…
- Compute the formula result: SS = z * sigma_d * sqrt(LT), ROP = mu_d * LT + SS (demand-period units consistent with LT). If lead time…
- Stress-test empirically. Set stock at mu + SS and replay the actual history: report both achieved cycle service (share of periods fully…
- Show the cost of nines. SS at 90/95/98/99% targets for the SKUs in question - service targets are pricing decisions, and the curve makes…
- Recommend per class, not globally: formula fine for X-class; formula + empirical check for Y; for Z-class recommend…
- Validate. Reconcile the stress-test denominator (total units demanded) against the raw data sum before presenting.
What it can do on your machine
Read from SKILL.md and the folder at commit c0ca7da. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
github.com
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Safety Stock Review loads about 869 tokens when it runs. Until then it costs about 113 tokens; SKILL.md has 419 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.
Safety
Auto-check passed
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); files beside SKILL.md are not scanned.
SKILL.md
The full file from davila7/claude-code-templates at commit c0ca7da, republished under its MIT licence (© davila7). 419 words, ~869 tokens.
Download SKILL.mdSave it as
.claude/skills/safety-stock-review/SKILL.md (or your agent's skills folder).- name
- safety-stock-review
- description
- Size or audit safety stock with assumption checks - the z*sigma*sqrt(LT) formula plus an empirical stress test of what it actually delivers (cycle service vs fill rate) per variability class. Use when the user mentions safety stock, emniyet stoku, emniyet stoğu, reorder point, service level, stok seviyesi belirleme. Differentiator - refuses to hand back a number without validating the demand-distribution assumptions behind it.
Safety Stock Review
The textbook formula assumes roughly normal demand. Real portfolios contain SKUs where that assumption fails badly - the skill's job is to compute the number AND say where it can be trusted.
Required data
Per-SKU demand history (sku, period, qty, 12+ periods), lead time (with variability if available), and the service target. Clarify early which service the target means: cycle service (probability of no stockout per cycle) or fill rate (share of units served) - contracts usually mean fill rate, formulas usually compute cycle service.
Workflow
- Classify first. Compute CV and zero-period share per SKU. For CV >= 1.0 or intermittent demand, state up front that the normal-formula result will be optimistic.
- Compute the formula result: SS = z * sigma_d * sqrt(LT), ROP = mu_d * LT + SS (demand-period units consistent with LT). If lead time varies, use the extended form with the sigma_LT term - ignoring lead-time variance is the most common silent understatement.
- Stress-test empirically. Set stock at mu + SS and replay the actual history: report both achieved cycle service (share of periods fully covered) and achieved fill rate (units served / units demanded). Zero-demand periods pass cycle service for free - fill rate is the honest one on intermittent items.
- Show the cost of nines. SS at 90/95/98/99% targets for the SKUs in question - service targets are pricing decisions, and the curve makes that visible.
- Recommend per class, not globally: formula fine for X-class; formula + empirical check for Y; for Z-class recommend empirical/quantile-based sizing or a policy change (MTO, lead-time reduction) instead of a bigger z.
- Validate. Reconcile the stress-test denominator (total units demanded) against the raw data sum before presenting.
Show full SKILL.md (146 more words)Show less
Pitfalls to check explicitly
- Cycle service quoted where the contract says fill rate - a penalty clause waiting to be found.
- Normal formula on lumpy demand understates risk precisely on the items that hurt most.
- sigma computed over a period mixing trend or seasonality inflates SS everywhere; deseasonalize or use forecast-error sigma when a forecast exists.
- One global service target across the whole portfolio - targets should follow item criticality and margin.
Output format
- Per-SKU (or per-class) table: mu, sigma, CV, class, SS, ROP, achieved cycle service, achieved fill rate
- Trust statement per class ("formula reliable here / optimistic here, use X instead")
- Cost-of-nines table for the discussed target range
- Assumption footnote: service definition, lead-time treatment, sigma source
Worked stress test with charts: https://github.com/gulmezeren2-byte/abc-xyz-inventory
Source: industrial-engineering-ai-skills by Eren Gulmez (MIT). The full method pack - entry skill, role agents, data-hygiene rules and artifact templates - lives there.
© davila7, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in cli-tool/components/skills/operations/safety-stock-review of davila7/claude-code-templates.
Open the folder on GitHubat commit c0ca7da
Compare with similar skills
Safety Stock Review 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 |
|---|---|---|---|---|---|---|
| Safety Stock Review this skilldavila7/claude-code-templates | 33k | — | ~869 | Automated safety check: Pass | MIT | |
| Writing Livekit Scenarioslivekit-examples/agent-starter-python | 264 | 1 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Go Testingcxuu/golang-skills | 173 | 1 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Goalcraftgrp06/goalcraft | 102 | — | ~3.8k | Automated safety check: Pass | MIT | |
| Thinking Partnermattnowdev/thinking-partner | 206 | — | ~4.4k | Automated safety check: Pass | MIT | |
| Visionkunchenguid/vision | 331 | — | ~2.9k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Safety Stock Review
What does Safety Stock Review do?
Size or audit safety stock with assumption checks - the zsigmasqrt(LT) formula plus an empirical stress test of what it actually delivers (cycle service vs fill rate) per variability class. Safety Stock Review is an agent skill from davila7/claude-code-templates. Size or audit safety stock with assumption checks - the zsigmasqrt(LT) formula plus an empirical stress test of what it actually delivers (cycle service vs fill rate) per variability class.
When should I use Safety Stock Review?
Safety Stock Review fits situations like: the user mentions safety stock; stok seviyesi belirleme.
How do I install Safety Stock Review in Claude Code?
Run `npx skills add davila7/claude-code-templates --skill safety-stock-review -a claude-code`. Or copy the skill folder (cli-tool/components/skills/operations/safety-stock-review in davila7/claude-code-templates) into .claude/skills/safety-stock-review in your project. Claude Code loads it when a task matches its description.
How do I install Safety Stock Review in Codex?
Run `npx skills add davila7/claude-code-templates --skill safety-stock-review -a codex`. Or copy the skill folder (cli-tool/components/skills/operations/safety-stock-review in davila7/claude-code-templates) into .agents/skills/safety-stock-review in your project. Codex loads it when a task matches its description.
Can I use Safety Stock Review in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add davila7/claude-code-templates --skill safety-stock-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/safety-stock-review, .gemini/skills/safety-stock-review, .github/skills/safety-stock-review and .opencode/skills/safety-stock-review in your project.
What does Safety Stock Review need to run?
SKILL.md names no scripts, command-line tools or credentials: Safety Stock Review is instructions for the agent only.
Does Safety Stock Review access the network?
SKILL.md names 1 domain. As links in the text: github.com. This is read from the text; nothing was executed.
Is Safety Stock Review safe to install?
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. Review the folder before installing.
What licence does Safety Stock Review use?
Safety Stock Review is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Safety Stock Review use?
About 869 tokens (SKILL.md is roughly 3.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Safety Stock Review?
Skills that share tags, products or a category with Safety Stock Review: Writing Livekit Scenarios (livekit-examples/agent-starter-python, 264 stars), Go Testing (cxuu/golang-skills, 173 stars), Goalcraft (grp06/goalcraft, 102 stars) and Thinking Partner (mattnowdev/thinking-partner, 206 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Safety Stock Review?
davila7 (a GitHub user) maintains it in davila7/claude-code-templates, which has 32,512 GitHub stars. The repository holds 479 skills in this directory. The repository was last updated on October 10, 2026.
Source: davila7/claude-code-templates on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.