App Analytics
appeeky/aso-skills
When the user wants to set up, interpret, or improve their app analytics and tracking.
Interpret app metrics and make data-driven decisions. An agent skill from gustavscirulis/snapgrid.
Install Analytics Interpretation
$ npx skills add gustavscirulis/snapgrid --skill analytics-interpretation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install gustavscirulis/snapgrid analytics-interpretation --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/gustavscirulis/snapgrid.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/skills/growth/analytics-interpretation .claude/skills/analytics-interpretation && 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 "analytics-interpretation" agent skill from https://github.com/gustavscirulis/snapgrid/tree/main/.claude/skills/skills/growth/analytics-interpretation into .claude/skills/analytics-interpretation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analytics-interpretation", 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/gustavscirulis/snapgrid/tree/main/.claude/skills/skills/growth/analytics-interpretationType 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 gustavscirulis/snapgrid --skill analytics-interpretation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install gustavscirulis/snapgrid analytics-interpretation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gustavscirulis/snapgrid.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/skills/growth/analytics-interpretation .agents/skills/analytics-interpretation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analytics-interpretation" agent skill from https://github.com/gustavscirulis/snapgrid/tree/main/.claude/skills/skills/growth/analytics-interpretation into .agents/skills/analytics-interpretation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analytics-interpretation", 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 gustavscirulis/snapgrid --skill analytics-interpretation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install gustavscirulis/snapgrid analytics-interpretation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gustavscirulis/snapgrid.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/skills/growth/analytics-interpretation .cursor/skills/analytics-interpretation && 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 "analytics-interpretation" agent skill from https://github.com/gustavscirulis/snapgrid/tree/main/.claude/skills/skills/growth/analytics-interpretation into .cursor/skills/analytics-interpretation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analytics-interpretation", 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/gustavscirulis/snapgrid.git --path .claude/skills/skills/growth/analytics-interpretation--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 gustavscirulis/snapgrid --skill analytics-interpretation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install gustavscirulis/snapgrid analytics-interpretation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gustavscirulis/snapgrid.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/skills/growth/analytics-interpretation .gemini/skills/analytics-interpretation && 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 "analytics-interpretation" agent skill from https://github.com/gustavscirulis/snapgrid/tree/main/.claude/skills/skills/growth/analytics-interpretation into .gemini/skills/analytics-interpretation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analytics-interpretation", 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 gustavscirulis/snapgrid analytics-interpretationInstalls 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 gustavscirulis/snapgrid --skill analytics-interpretation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/gustavscirulis/snapgrid.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/skills/growth/analytics-interpretation .github/skills/analytics-interpretation && 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 "analytics-interpretation" agent skill from https://github.com/gustavscirulis/snapgrid/tree/main/.claude/skills/skills/growth/analytics-interpretation into .github/skills/analytics-interpretation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analytics-interpretation", 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 gustavscirulis/snapgrid --skill analytics-interpretation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install gustavscirulis/snapgrid analytics-interpretation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gustavscirulis/snapgrid.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/skills/growth/analytics-interpretation .opencode/skills/analytics-interpretation && 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 "analytics-interpretation" agent skill from https://github.com/gustavscirulis/snapgrid/tree/main/.claude/skills/skills/growth/analytics-interpretation into .opencode/skills/analytics-interpretation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analytics-interpretation", 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
analytics-interpretation- GitHub stars
- 117
- Used in
- 1 other repo
- Token cost
- ~4.1k tokens
- SKILL.md length
- 1,530 words
- Files
- 2
- Skills in repo
- 118
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Interpret app metrics and make data-driven decisions. An agent skill from gustavscirulis/snapgrid.
- Works in 7 steps: Gather Context → Identify Key Metrics by App Type → App Store Connect Analytics Interpretation → …
- User wants to understand their metrics
- SKILL.md covers When This Skill Activates, Process, Reference Files and Output Format, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Analytics Interpretation is an agent skill from gustavscirulis/snapgrid. Interpret app metrics and make data-driven decisions. Covers DAU/MAU, retention, LTV, ARPU, App Store Connect analytics, AARRR funnel analysis, cohort analysis, and diagnostic decision trees. Use when user wants to understand their metrics, diagnose problems, or build a data-driven growth plan.
Its SKILL.md is about 4.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `metrics-reference.md`).
It sits in Data & Analytics, covering Product analytics, App store release and Product metrics. It works with App Store Connect. 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 understand their metrics
- Diagnose problems
- Build a data-driven growth plan
Example prompts
- “/analytics-interpretation”
Requirements
- Pre-approved tools (allowed-tools): Read, Glob, Grep, AskUserQuestion
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Gather Context
- Identify Key Metrics by App Type
- App Store Connect Analytics Interpretation
- AARRR Funnel Analysis
- Cohort Analysis (Subscription Apps)
- Diagnostic Decision Trees
- Invest, Iterate, Pivot, or Sunset?
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:
ReadGlobGrepAskUserQuestion
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 markdown).
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
Analytics Interpretation loads about 4.1k tokens when it runs. Until then it costs about 80 tokens; SKILL.md has 1,530 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,530 words (~4,085 tokens).
“Interpret your app's metrics, diagnose problems, and make data-driven decisions. Works with App Store Connect data, third-party analytics, or raw numbers the user provides.”
- name
- analytics-interpretation
- allowed-tools
- Read, Glob, Grep, AskUserQuestion
Files
SKILL.md and 1 other file in .claude/skills/skills/growth/analytics-interpretation of gustavscirulis/snapgrid.
- SKILL.md
- metrics-reference.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
Analytics Interpretation 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 |
|---|---|---|---|---|---|---|
| Analytics Interpretation this skillgustavscirulis/snapgrid | 117 | 1 repos | ~4.1k | Automated safety check: Pass | Custom licence | |
| App Analyticsappeeky/aso-skills | 2.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Feature Analytics Instrumentation Plannermistralai/mistral-vibe | 5.1k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | |
| Pm Metricsserejaris/personal-corp-os | 229 | — | ~3k | Automated safety check: Pass | MIT | |
| Product Analyticsmajiayu000/spellbook | 287 | — | ~2.7k | Automated safety check: Pass | MIT | |
| Data And Funnel Analyticsmanojbajaj95/claude-gtm-plugin | 105 | — | ~2.9k | Automated safety check: Pass | MIT |
Similar skills
- Official
Feature Analytics Instrumentation Planner
mistralai/mistral-vibe
Plans which analytics events and properties a new feature needs, checks them against the existing event registry, and verifies them per environment.
Pm Metrics
serejaris/personal-corp-os
Делает ревью продуктовых метрик — тренды, аномалии, root causes и рекомендации к действиям.
Product Analytics
majiayu000/spellbook
Product analytics and growth expert. An agent skill from majiayu000/spellbook.
Data And Funnel Analytics
manojbajaj95/claude-gtm-plugin
Analytics tracking, interpretation, funnel analysis, product metrics, and ROI measurement.
Data Analysis Standard
mohitagw15856/pm-claude-skills
Structure a product data analysis, metric deep-dive, funnel analysis, or cohort study.
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Related
Works with
Categories
Questions about Analytics Interpretation
What does Analytics Interpretation do?
Interpret app metrics and make data-driven decisions. An agent skill from gustavscirulis/snapgrid. Analytics Interpretation is an agent skill from gustavscirulis/snapgrid. Interpret app metrics and make data-driven decisions.
When should I use Analytics Interpretation?
Analytics Interpretation fits situations like: user wants to understand their metrics; diagnose problems; build a data-driven growth plan.
How do I install Analytics Interpretation in Claude Code?
Run `npx skills add gustavscirulis/snapgrid --skill analytics-interpretation -a claude-code`. Or copy the skill folder (.claude/skills/skills/growth/analytics-interpretation in gustavscirulis/snapgrid) into .claude/skills/analytics-interpretation in your project. Claude Code loads it when a task matches its description.
How do I install Analytics Interpretation in Codex?
Run `npx skills add gustavscirulis/snapgrid --skill analytics-interpretation -a codex`. Or copy the skill folder (.claude/skills/skills/growth/analytics-interpretation in gustavscirulis/snapgrid) into .agents/skills/analytics-interpretation in your project. Codex loads it when a task matches its description.
Can I use Analytics Interpretation 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 analytics-interpretation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analytics-interpretation, .gemini/skills/analytics-interpretation, .github/skills/analytics-interpretation and .opencode/skills/analytics-interpretation in your project.
What does Analytics Interpretation need to run?
SKILL.md names no scripts, command-line tools or credentials: Analytics Interpretation is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep, AskUserQuestion.
Does Analytics Interpretation 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 Analytics Interpretation 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 Analytics Interpretation use?
Analytics Interpretation 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 Analytics Interpretation use?
About 4.1k tokens (SKILL.md is roughly 16k 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 Analytics Interpretation?
Skills that share tags, products or a category with Analytics Interpretation: App Analytics (appeeky/aso-skills, 2.2k stars), Feature Analytics Instrumentation Planner (mistralai/mistral-vibe, 5.1k stars), Pm Metrics (serejaris/personal-corp-os, 229 stars) and Product Analytics (majiayu000/spellbook, 287 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analytics Interpretation?
gustavscirulis (a GitHub user) maintains it in gustavscirulis/snapgrid, which has 117 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.