Agent skill

Usage Insights

by gustavscirulis in gustavscirulis/snapgrid

Generates user-facing usage statistics, activity summaries, and personalized insights dashboards (weekly recaps, year-in-review, Spotify Wrapped-style).

Custom licenceAuto-check: notesData & Analytics

Install Usage Insights

skills CLI
$ npx skills add gustavscirulis/snapgrid --skill usage-insights -a claude-code

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

GitHub CLI
$ gh skill install gustavscirulis/snapgrid usage-insights --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/gustavscirulis/snapgrid.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/skills/generators/usage-insights .claude/skills/usage-insights && 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
usage-insights
GitHub stars
116
Used in
1 other repo
Token cost
~2.9k tokens
SKILL.md length
796 words
Files
2
Skills in repo
118
Repo updated
First seen
Licence
Custom licence

At a glance

Generates user-facing usage statistics, activity summaries, and personalized insights dashboards (weekly recaps, year-in-review, Spotify Wrapped-style).

  • Works in 9 steps: Project Context Detection → Conflict Detection → Data Layer Detection → …
  • User wants to show usage stats
  • SKILL.md covers When This Skill Activates, Pre-Generation Checks, Configuration Questions and Generation Process, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Usage Insights is an agent skill from gustavscirulis/snapgrid. Generates user-facing usage statistics, activity summaries, and personalized insights dashboards (weekly recaps, year-in-review, Spotify Wrapped-style). Use when user wants to show usage stats, activity insights, or shareable recap screens. Different from analytics-setup which sends data to a backend — this shows insights to the USER on-device.

Its SKILL.md is about 2.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `templates.md`).

It sits in Data & Analytics, covering Statistics. It works with Spotify and iOS. The repository describes itself as: SnapGrid is an open-source Mac app for collecting, organizing, and analyzing UI screenshots. It uses AI to automatically detect UI components and patterns, making it a powerful…

When your agent uses it

  • User wants to show usage stats
  • Activity insights
  • Shareable recap screens

Example prompts

  • “Use the usage-insights skill to generate user-facing usage statistics, activity summaries, and personalized insights dashboards (weekly recaps…”
  • “/usage-insights”

Requirements

  • Pre-approved tools (allowed-tools): Read, Write, Edit, Glob, Grep, Bash, AskUserQuestion

Workflow steps

9 steps, taken from the step headings in SKILL.md.

  1. Project Context Detection
  2. Conflict Detection
  3. Data Layer Detection
  4. Read Templates
  5. Create Core Data Files
  6. Create Calculation Engine
  7. Create UI Files
  8. Create Optional Files
  9. Determine File Location

What it can do on your machine

Read from SKILL.md and the folder at commit eb7eaf4. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Write
    • Edit
    • Glob
    • Grep
    • Bash
    • AskUserQuestion

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are swift).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    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

Usage Insights loads about 2.9k tokens when it runs. Until then it costs about 90 tokens; SKILL.md has 796 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~90
When it runs · the whole SKILL.md, loaded when a task matches
~2.9k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Read, Write, Edit, Glob, Grep, Bash, AskUserQuestion

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 796 words (~2,946 tokens).

“Generate a production usage insights system that records user activity events with SwiftData, computes personalized insights (streaks, most active day, top categories), and displays them in a dashboard with insight cards, period pickers, trend indicators, and optional shareable recap screens.”

— opening of SKILL.md by gustavscirulis, Custom licence
name
usage-insights
allowed-tools
Read, Write, Edit, Glob, Grep, Bash, AskUserQuestion

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in .claude/skills/skills/generators/usage-insights of gustavscirulis/snapgrid.

  • SKILL.md
  • templates.md

Open the folder on GitHubat commit eb7eaf4

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in gustavscirulis/snapgrid, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Usage Insights 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.

Usage Insights compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Usage Insights this skillgustavscirulis/snapgrid1161 repos~2.9kAutomated safety check: NotesCustom licence
Healthkitdpearson2699/swift-ios-skills1.2k—~4.2kAutomated safety check: PassCustom licence
Weatherkitdpearson2699/swift-ios-skills1.2k—~3.5kAutomated safety check: PassCustom licence
Sandbox Benchvercel/next.js143k—~4.1kAutomated safety check: PassMIT
Statistical Analysisspacering-net/codeg3.9k3 repos~5kAutomated safety check: PassMIT
StatsmodelszLanqing/codex-claude-academic-skills4.7k15 repos~4.9kAutomated safety check: PassBSD-3-Clause

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Works with

Questions about Usage Insights

What does Usage Insights do?

Generates user-facing usage statistics, activity summaries, and personalized insights dashboards (weekly recaps, year-in-review, Spotify Wrapped-style). Usage Insights is an agent skill from gustavscirulis/snapgrid. Generates user-facing usage statistics, activity summaries, and personalized insights dashboards (weekly recaps, year-in-review, Spotify Wrapped-style).

When should I use Usage Insights?

Usage Insights fits situations like: user wants to show usage stats; activity insights; shareable recap screens.

How do I install Usage Insights in Claude Code?

Run `npx skills add gustavscirulis/snapgrid --skill usage-insights -a claude-code`. Or copy the skill folder (.claude/skills/skills/generators/usage-insights in gustavscirulis/snapgrid) into .claude/skills/usage-insights in your project. Claude Code loads it when a task matches its description.

How do I install Usage Insights in Codex?

Run `npx skills add gustavscirulis/snapgrid --skill usage-insights -a codex`. Or copy the skill folder (.claude/skills/skills/generators/usage-insights in gustavscirulis/snapgrid) into .agents/skills/usage-insights in your project. Codex loads it when a task matches its description.

Can I use Usage Insights 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 gustavscirulis/snapgrid --skill usage-insights -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/usage-insights, .gemini/skills/usage-insights, .github/skills/usage-insights and .opencode/skills/usage-insights in your project.

What does Usage Insights need to run?

SKILL.md names no scripts, command-line tools or credentials: Usage Insights is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Edit, Glob, Grep, Bash, AskUserQuestion.

Does Usage Insights access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Usage Insights safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Usage Insights use?

Usage Insights has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Usage Insights use?

About 2.9k tokens (SKILL.md is roughly 12k 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 Usage Insights?

Skills that share tags, products or a category with Usage Insights: Healthkit (dpearson2699/swift-ios-skills, 1.2k stars), Weatherkit (dpearson2699/swift-ios-skills, 1.2k stars), Sandbox Bench (vercel/next.js, 143k stars) and Statistical Analysis (spacering-net/codeg, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Usage Insights?

gustavscirulis (a GitHub user) maintains it in gustavscirulis/snapgrid, which has 116 GitHub stars. The repository holds 118 skills in this directory. The repository was last updated on April 30, 2026.

Source: gustavscirulis/snapgrid on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.