TimesFM Forecasting
google-research/timesfm
Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training.
Segment a SKU portfolio on value (ABC) and demand variability (XYZ), produce the 9-box with a planning policy per cell, and reallocate planner attention accordingly.
Install Abc Xyz Segmentation
$ npx skills add davila7/claude-code-templates --skill abc-xyz-segmentation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install davila7/claude-code-templates abc-xyz-segmentation --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/abc-xyz-segmentation .claude/skills/abc-xyz-segmentation && 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 "abc-xyz-segmentation" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/abc-xyz-segmentation into .claude/skills/abc-xyz-segmentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abc-xyz-segmentation", 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/abc-xyz-segmentationType 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 abc-xyz-segmentation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install davila7/claude-code-templates abc-xyz-segmentation --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/abc-xyz-segmentation .agents/skills/abc-xyz-segmentation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "abc-xyz-segmentation" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/abc-xyz-segmentation into .agents/skills/abc-xyz-segmentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abc-xyz-segmentation", 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 abc-xyz-segmentation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install davila7/claude-code-templates abc-xyz-segmentation --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/abc-xyz-segmentation .cursor/skills/abc-xyz-segmentation && 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 "abc-xyz-segmentation" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/abc-xyz-segmentation into .cursor/skills/abc-xyz-segmentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abc-xyz-segmentation", 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/abc-xyz-segmentation--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 abc-xyz-segmentation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install davila7/claude-code-templates abc-xyz-segmentation --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/abc-xyz-segmentation .gemini/skills/abc-xyz-segmentation && 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 "abc-xyz-segmentation" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/abc-xyz-segmentation into .gemini/skills/abc-xyz-segmentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abc-xyz-segmentation", 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 abc-xyz-segmentationInstalls 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 abc-xyz-segmentation -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/abc-xyz-segmentation .github/skills/abc-xyz-segmentation && 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 "abc-xyz-segmentation" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/abc-xyz-segmentation into .github/skills/abc-xyz-segmentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abc-xyz-segmentation", 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 abc-xyz-segmentation -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 abc-xyz-segmentation --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/abc-xyz-segmentation .opencode/skills/abc-xyz-segmentation && 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 "abc-xyz-segmentation" agent skill from https://github.com/davila7/claude-code-templates/tree/main/cli-tool/components/skills/operations/abc-xyz-segmentation into .opencode/skills/abc-xyz-segmentation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "abc-xyz-segmentation", 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
abc-xyz-segmentation- GitHub stars
- 33k
- Token cost
- ~873 tokens
- SKILL.md length
- 404 words
- Files
- 1
- Skills in repo
- 479
- Repo updated
- First seen
- Licence
- MIT
At a glance
Segment a SKU portfolio on value (ABC) and demand variability (XYZ), produce the 9-box with a planning policy per cell, and reallocate planner attention accordingly.
- Works in 6 steps: ABC on annual value. Rank by annual… → XYZ on variability. CV = std/mean of… → Build the 9-box with SKU counts AND… → …
- The user mentions ABC analysis
- 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
Abc Xyz Segmentation is an agent skill from davila7/claude-code-templates. Segment a SKU portfolio on value (ABC) and demand variability (XYZ), produce the 9-box with a planning policy per cell, and reallocate planner attention accordingly. Use when the user mentions ABC analysis, inventory segmentation, SKU rationalization, stok segmentasyonu, envanter sınıflandırma, or asks which items deserve forecasting effort. Differentiator - ABC alone is treated as half an answer; policy lives in the value x variability combination.
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 Data & Analytics, covering Forecasting and time series. 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 ABC analysis
- Inventory segmentation
- SKU rationalization
- Stok segmentasyonu
Example prompts
- “/abc-xyz-segmentation”
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- ABC on annual value. Rank by annual consumption value; cumulative 80% = A, next 15% = B, rest = C. Report the actual concentration found…
- XYZ on variability. CV = std/mean of period demand per SKU. Defaults: X < 0.5, Y 0.5-1.0, Z >= 1.0. These are conventions - check the CV…
- Build the 9-box with SKU counts AND value share per cell. Value share is what makes managers act.
- Attach the policy per cell (adapt wording to context)
- Name the reallocation. The deliverable is planner-hours and buffer money moving between cells - state explicitly which cells gain and lose…
- Validate. Sum of cell value shares must equal 100%; spot-check two SKUs' classifications against their raw series 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
Abc Xyz Segmentation loads about 873 tokens when it runs. Until then it costs about 119 tokens; SKILL.md has 404 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). 404 words, ~873 tokens.
Download SKILL.mdSave it as
.claude/skills/abc-xyz-segmentation/SKILL.md (or your agent's skills folder).- name
- abc-xyz-segmentation
- description
- Segment a SKU portfolio on value (ABC) and demand variability (XYZ), produce the 9-box with a planning policy per cell, and reallocate planner attention accordingly. Use when the user mentions ABC analysis, inventory segmentation, SKU rationalization, stok segmentasyonu, envanter sınıflandırma, or asks which items deserve forecasting effort. Differentiator - ABC alone is treated as half an answer; policy lives in the value x variability combination.
ABC-XYZ Segmentation
Value tells you where the money is. Variability tells you whether forecasting, buffering or restructuring can work. Never output a classification without the policy consequences.
Required data
Per-SKU demand history (sku, period, qty) covering 12+ periods, plus unit value (unit_price or cost). Without unit value, ABC degrades to a volume ranking - say so and ask for prices before presenting conclusions about money.
Workflow
- ABC on annual value. Rank by annual consumption value; cumulative 80% = A, next 15% = B, rest = C. Report the actual concentration found (e.g. "15 SKUs = 80%"), not the folklore 20/80.
- XYZ on variability. CV = std/mean of period demand per SKU. Defaults: X < 0.5, Y 0.5-1.0, Z >= 1.0. These are conventions - check the CV histogram for natural breaks and state the thresholds used. SKUs with structural zero periods (intermittent) belong in Z regardless of CV arithmetic; mean-based CV understates their risk.
- Build the 9-box with SKU counts AND value share per cell. Value share is what makes managers act.
- Attach the policy per cell (adapt wording to context):
- A-X: tight forecasting pays; low buffer, frequent review, automate replenishment
- A-Y: forecast + healthy buffer; investigate variability drivers
- A-Z: do not chase forecasts - strategic buffer, lead-time negotiation, or make-to-order
- B-X / C-X: min-max autopilot; withdraw planner attention
- B-Z: buffer or longer promise dates; check if variability is self-inflicted (promotions, batching)
- C-Z: rationalization shortlist - kill, consolidate, or on-demand sourcing
- Name the reallocation. The deliverable is planner-hours and buffer money moving between cells - state explicitly which cells gain and lose attention.
- Validate. Sum of cell value shares must equal 100%; spot-check two SKUs' classifications against their raw series before presenting.
Show full SKILL.md (130 more words)Show less
Pitfalls to check explicitly
- ABC computed on quantity while unit values vary 10x+ ranks the wrong items.
- Self-inflicted variability (order batching, month-end pushes, promotions) shows up as Z; flag it as a process fix, not a demand fact.
- Classifications rot - recommend re-running quarterly and tracking cell migrations.
- A dominant "C-Z is 60% of SKUs" finding usually signals assortment bloat, not a planning problem.
Output format
- The 9-box (counts + value share per cell)
- Policy table per occupied cell
- Attention-reallocation paragraph (from where, to where)
- Rationalization shortlist (top C-Z items by holding cost or shelf age, if data allows)
Worked example including a safety-stock stress test: 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/abc-xyz-segmentation of davila7/claude-code-templates.
Open the folder on GitHubat commit c0ca7da
Compare with similar skills
Abc Xyz Segmentation 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 |
|---|---|---|---|---|---|---|
| Abc Xyz Segmentation this skilldavila7/claude-code-templates | 33k | — | ~873 | Automated safety check: Pass | MIT | |
| TimesFM Forecastinggoogle-research/timesfm | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | |
| StatsmodelszLanqing/codex-claude-academic-skills | 4.7k | 15 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | |
| Timesfm ForecastingzLanqing/codex-claude-academic-skills | 4.7k | 3 repos | ~7.5k | Automated safety check: Notes | Apache-2.0 | |
| Find Hypertable Candidatestimescale/pg-aiguide | 1.9k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| Pensieve Searcharkohut/pensieve | 1.4k | — | ~8.2k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Abc Xyz Segmentation
What does Abc Xyz Segmentation do?
Segment a SKU portfolio on value (ABC) and demand variability (XYZ), produce the 9-box with a planning policy per cell, and reallocate planner attention accordingly. Abc Xyz Segmentation is an agent skill from davila7/claude-code-templates. Segment a SKU portfolio on value (ABC) and demand variability (XYZ), produce the 9-box with a planning policy per cell, and reallocate planner attention accordingly.
When should I use Abc Xyz Segmentation?
Abc Xyz Segmentation fits situations like: the user mentions ABC analysis; inventory segmentation; SKU rationalization; stok segmentasyonu.
How do I install Abc Xyz Segmentation in Claude Code?
Run `npx skills add davila7/claude-code-templates --skill abc-xyz-segmentation -a claude-code`. Or copy the skill folder (cli-tool/components/skills/operations/abc-xyz-segmentation in davila7/claude-code-templates) into .claude/skills/abc-xyz-segmentation in your project. Claude Code loads it when a task matches its description.
How do I install Abc Xyz Segmentation in Codex?
Run `npx skills add davila7/claude-code-templates --skill abc-xyz-segmentation -a codex`. Or copy the skill folder (cli-tool/components/skills/operations/abc-xyz-segmentation in davila7/claude-code-templates) into .agents/skills/abc-xyz-segmentation in your project. Codex loads it when a task matches its description.
Can I use Abc Xyz Segmentation 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 abc-xyz-segmentation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/abc-xyz-segmentation, .gemini/skills/abc-xyz-segmentation, .github/skills/abc-xyz-segmentation and .opencode/skills/abc-xyz-segmentation in your project.
What does Abc Xyz Segmentation need to run?
SKILL.md names no scripts, command-line tools or credentials: Abc Xyz Segmentation is instructions for the agent only.
Does Abc Xyz Segmentation 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 Abc Xyz Segmentation 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 Abc Xyz Segmentation use?
Abc Xyz Segmentation 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 Abc Xyz Segmentation use?
About 873 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 Abc Xyz Segmentation?
Skills that share tags, products or a category with Abc Xyz Segmentation: TimesFM Forecasting (google-research/timesfm, 34k stars), Statsmodels (zLanqing/codex-claude-academic-skills, 4.7k stars), Timesfm Forecasting (zLanqing/codex-claude-academic-skills, 4.7k stars) and Find Hypertable Candidates (timescale/pg-aiguide, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Abc Xyz Segmentation?
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.