Agent skill

Weekly Ops Report

by davila7 in davila7/claude-code-templates

Turn raw operational data into a weekly management report that answers exactly three questions - what changed, where is it concentrated, what needs a decision.

MITAuto-check passedWriting & Content

Install Weekly Ops Report

skills CLI
$ npx skills add davila7/claude-code-templates --skill weekly-ops-report -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install davila7/claude-code-templates weekly-ops-report --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/weekly-ops-report .claude/skills/weekly-ops-report && rm -rf skills-src

Use ~/.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/

Facts

Skill name
weekly-ops-report
GitHub stars
32k
Token cost
~861 tokens
SKILL.md length
411 words
Files
1
Skills in repo
478
Repo updated
First seen
Licence
MIT

At a glance

Turn raw operational data into a weekly management report that answers exactly three questions - what changed, where is it concentrated, what needs a decision.

  • Works in 7 steps: Data-quality gate first. Before any KPI:… → Compute the KPI set agreed for the… → Apply movement thresholds. Only… → …
  • The user mentions weekly report
  • SKILL.md covers Workflow, Pitfalls to check explicitly and Output format
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Weekly Ops Report is an agent skill from davila7/claude-code-templates. Turn raw operational data into a weekly management report that answers exactly three questions - what changed, where is it concentrated, what needs a decision. Use when the user mentions weekly report, haftalık rapor, yönetim raporu, ops review, KPI summary, or asks to summarize operational data for managers. Differentiator - contract-first reporting with plain-language findings and driver decomposition, never a chart dump.

Its SKILL.md is about 860 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 Writing & Content, covering OKRs and executive reporting and Plain language and style rules. 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 weekly report
  • Asks to summarize operational data for managers

Example prompts

  • “/weekly-ops-report”

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Data-quality gate first. Before any KPI: duplicated rows, missing calendar days, impossible values (negative quantities, dates out of…
  2. Compute the KPI set agreed for the audience (typical core: revenue/volume, service level, stock cover; keep it under ~6). For each: this…
  3. Apply movement thresholds. Only movements beyond agreed thresholds (state defaults, e.g. |revenue| >= 5%, |service| >= 1.5 pts) become…
  4. Decompose every finding. A movement without its driver is not a finding. Break the moved metric by its main dimension (region, carrier…
  5. Write findings as sentences, one line each, using: METRIC moved X (vs baseline) - DRIVER is the main contributor (Y, ~Z% of the move)…
  6. Assemble in fixed order: headline KPI cards, findings list, trend view (13 weeks), attention lists (e.g. low-cover SKUs), data-quality…
  7. Validate before delivering. Recompute one headline KPI directly from raw rows and match it against the report value. If automation is…

What it can do on your machine

Read from SKILL.md and the folder at commit 46b4d8b. 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

Weekly Ops Report loads about 861 tokens when it runs. Until then it costs about 111 tokens; SKILL.md has 411 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~111
When it runs · the whole SKILL.md, loaded when a task matches
~861

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 46b4d8b, republished under its MIT licence (© davila7). 411 words, ~861 tokens.

Download SKILL.mdSave it as .claude/skills/weekly-ops-report/SKILL.md (or your agent's skills folder).
name
weekly-ops-report
description
Turn raw operational data into a weekly management report that answers exactly three questions - what changed, where is it concentrated, what needs a decision. Use when the user mentions weekly report, haftalık rapor, yönetim raporu, ops review, KPI summary, or asks to summarize operational data for managers. Differentiator - contract-first reporting with plain-language findings and driver decomposition, never a chart dump.

Weekly Ops Report

A weekly report is a contract: what changed, where is it concentrated, what needs a decision. Anything that does not serve one of those three questions is decoration and gets cut.

Workflow

  1. Data-quality gate first. Before any KPI: duplicated rows, missing calendar days, impossible values (negative quantities, dates out of range). Fix what is safe to fix, and report every finding in a footer - an unattended report must audit its own inputs.
  2. Compute the KPI set agreed for the audience (typical core: revenue/volume, service level, stock cover; keep it under ~6). For each: this week, vs last week, and vs the trailing 8-week average. The baseline comparison prevents one unusual prior week from faking a trend.
  3. Apply movement thresholds. Only movements beyond agreed thresholds (state defaults, e.g. |revenue| >= 5%, |service| >= 1.5 pts) become findings. Reporting every wiggle trains readers to ignore the report.
  4. Decompose every finding. A movement without its driver is not a finding. Break the moved metric by its main dimension (region, carrier, category...) and name the concentrated segment with its share of the move.
  5. Write findings as sentences, one line each, using: METRIC moved X (vs baseline) - DRIVER is the main contributor (Y, ~Z% of the move) - SUGGESTED NEXT STEP. Tag each finding positive / negative / warning. Maximum five findings; if more qualify, keep the five largest by impact.
  6. Assemble in fixed order: headline KPI cards, findings list, trend view (13 weeks), attention lists (e.g. low-cover SKUs), data-quality footer. Same structure every week - familiarity is what makes deltas visible.
  7. Validate before delivering. Recompute one headline KPI directly from raw rows and match it against the report value. If automation is involved, this check runs inside the pipeline, not in someone's head.
Show full SKILL.md (118 more words)Show less

Pitfalls to check explicitly

  • Week-over-week only (no baseline) - manufactures fake trends
  • Unstated metric definitions - pair every service/on-time figure with its definition footnote
  • Commentary drift - keep generated findings rule-based and auditable; human judgment belongs in a clearly separated commentary block, not mixed into computed statements
  • Silent denominator changes (cancelled orders, excluded lines) between weeks

Output format

The report skeleton in order: title + period + generation stamp; 4-6 KPI cards with deltas; "What changed and where to look" findings (max 5, tagged); 13-week trends; attention table; data-quality footer listing every issue found.

Worked implementation (scheduled pipeline, rule-based insight engine): https://github.com/gulmezeren2-byte/auto-report-pipeline


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/weekly-ops-report of davila7/claude-code-templates.

Open the folder on GitHubat commit 46b4d8b

Compare with similar skills

Weekly Ops Report 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.

Weekly Ops Report compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Weekly Ops Report this skilldavila7/claude-code-templates32k—~861Automated safety check: PassMIT
Business Intelligenceericrisco/rsc-harness174—~2.5kAutomated safety check: PassMIT
SEO Content Writerthatrebeccarae/claude-marketing162—~1.1kAutomated safety check: PassMIT
Novel Outlineeternityspring/shuohao-skills4.3k—~1.2kAutomated safety check: NotesApache-2.0
Reading Guidechingswy/Skill-Research-Figure178—~4.5kAutomated safety check: PassNone
Exec Summarymvschwarz/openrig6.2k—~723Automated safety check: PassApache-2.0

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Questions about Weekly Ops Report

What does Weekly Ops Report do?

Turn raw operational data into a weekly management report that answers exactly three questions - what changed, where is it concentrated, what needs a decision. Weekly Ops Report is an agent skill from davila7/claude-code-templates. Turn raw operational data into a weekly management report that answers exactly three questions - what changed, where is it concentrated, what needs a decision.

When should I use Weekly Ops Report?

Weekly Ops Report fits situations like: the user mentions weekly report; asks to summarize operational data for managers.

How do I install Weekly Ops Report in Claude Code?

Run `npx skills add davila7/claude-code-templates --skill weekly-ops-report -a claude-code`. Or copy the skill folder (cli-tool/components/skills/operations/weekly-ops-report in davila7/claude-code-templates) into .claude/skills/weekly-ops-report in your project. Claude Code loads it when a task matches its description.

How do I install Weekly Ops Report in Codex?

Run `npx skills add davila7/claude-code-templates --skill weekly-ops-report -a codex`. Or copy the skill folder (cli-tool/components/skills/operations/weekly-ops-report in davila7/claude-code-templates) into .agents/skills/weekly-ops-report in your project. Codex loads it when a task matches its description.

Can I use Weekly Ops Report 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 weekly-ops-report -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/weekly-ops-report, .gemini/skills/weekly-ops-report, .github/skills/weekly-ops-report and .opencode/skills/weekly-ops-report in your project.

What does Weekly Ops Report need to run?

SKILL.md names no scripts, command-line tools or credentials: Weekly Ops Report is instructions for the agent only.

Does Weekly Ops Report 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 Weekly Ops Report 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 Weekly Ops Report use?

Weekly Ops Report 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 Weekly Ops Report use?

About 861 tokens (SKILL.md is roughly 3.4k 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 Weekly Ops Report?

Skills that share tags, products or a category with Weekly Ops Report: Business Intelligence (ericrisco/rsc-harness, 174 stars), SEO Content Writer (thatrebeccarae/claude-marketing, 162 stars), Novel Outline (eternityspring/shuohao-skills, 4.3k stars) and Reading Guide (chingswy/Skill-Research-Figure, 178 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Weekly Ops Report?

davila7 (a GitHub user) maintains it in davila7/claude-code-templates, which has 32,483 GitHub stars. The repository holds 478 skills in this directory. The repository was last updated on October 9, 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.