Analytics
Nexus-JPF/note-companion
When the user wants to set up, improve, or audit analytics tracking and measurement.
Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor.
Install Analyze Experiments
$ npx skills add amplitude/builder-skills --skill analyze-experiments -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install amplitude/builder-skills analyze-experiments --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/amplitude/builder-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/analytics-skills/skills/analyze-experiment .claude/skills/analyze-experiments && 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 "analyze-experiments" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-experiment into .claude/skills/analyze-experiments/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-experiments", 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/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-experimentType 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 amplitude/builder-skills --skill analyze-experiments -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install amplitude/builder-skills analyze-experiments --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/analytics-skills/skills/analyze-experiment .agents/skills/analyze-experiments && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "analyze-experiments" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-experiment into .agents/skills/analyze-experiments/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-experiments", 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 amplitude/builder-skills --skill analyze-experiments -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install amplitude/builder-skills analyze-experiments --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/analytics-skills/skills/analyze-experiment .cursor/skills/analyze-experiments && 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 "analyze-experiments" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-experiment into .cursor/skills/analyze-experiments/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-experiments", 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/amplitude/builder-skills.git --path analytics-skills/skills/analyze-experiment--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 amplitude/builder-skills --skill analyze-experiments -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install amplitude/builder-skills analyze-experiments --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/analytics-skills/skills/analyze-experiment .gemini/skills/analyze-experiments && 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 "analyze-experiments" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-experiment into .gemini/skills/analyze-experiments/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-experiments", 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 amplitude/builder-skills analyze-experimentsInstalls 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 amplitude/builder-skills --skill analyze-experiments -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/analytics-skills/skills/analyze-experiment .github/skills/analyze-experiments && 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 "analyze-experiments" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-experiment into .github/skills/analyze-experiments/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-experiments", 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 amplitude/builder-skills --skill analyze-experiments -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install amplitude/builder-skills analyze-experiments --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/amplitude/builder-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/analytics-skills/skills/analyze-experiment .opencode/skills/analyze-experiments && 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 "analyze-experiments" agent skill from https://github.com/amplitude/builder-skills/tree/main/analytics-skills/skills/analyze-experiment into .opencode/skills/analyze-experiments/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "analyze-experiments", 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
analyze-experiments- GitHub stars
- 159
- Token cost
- ~5.4k tokens
- SKILL.md length
- 2,595 words
- Files
- 1
- Skills in repo
- 61
- Repo updated
- First seen
- Licence
- None found
At a glance
Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor.
- Works in 9 steps: Identify Experiment → Retrieve and Validate Setup → Check Data Quality (with explicit… → …
- Setting up experiments
- SKILL.md covers When to Use, Analysis Philosophy, Instructions and Experiment Analysis:…, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Analyze Experiments is an agent skill from amplitude/builder-skills. Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor. Use when setting up experiments, checking experiment status, analyzing results, or making ship decisions.
Its SKILL.md is about 5.4k 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 Marketing & SEO, covering A/B testing. The repository describes itself as: Open-source AI skills for product managers — battle-tested by PMs at Amplitude.
When your agent uses it
- Setting up experiments
- Checking experiment status
- Analyzing results
- Making ship decisions
Example prompts
- “Use the analyze-experiments skill to design A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets…”
- “/analyze-experiments”
Workflow steps
9 steps, taken from the step headings in SKILL.md.
- Identify Experiment
- Retrieve and Validate Setup
- Check Data Quality (with explicit thresholds)
- Analyze Primary Metric
- Analyze Secondary Metrics & Guardrails
- Comprehensive Segment Analysis
- Assess Duration & Runtime Sufficiency
- Understand Why (Qualitative Context)
- Synthesize Findings and Make Recommendation
What it can do on your machine
Read from SKILL.md and the folder at commit 51838c2. 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
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
Analyze Experiments loads about 5.4k tokens when it runs. Until then it costs about 67 tokens; SKILL.md has 2,595 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 2,595 words (~5,445 tokens).
“Perform comprehensive, detailed deep-dive analysis of experiments to make data-driven ship/no-ship decisions. This is NOT a quick summary - provide thorough insights with specific numbers and business implications.”
- name
- analyze-experiments
- suggest_when
- User asks about a specific experiment, shares an experiment URL, asks "did this test win", "should we ship this", or wants statistical analysis of A/B test…
Files
Just SKILL.md in analytics-skills/skills/analyze-experiment of amplitude/builder-skills.
Open the folder on GitHubat commit 51838c2
Compare with similar skills
Analyze Experiments 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 |
|---|---|---|---|---|---|---|
| Analyze Experiments this skillamplitude/builder-skills | 159 | — | ~5.4k | Automated safety check: Pass | None | |
| AnalyticsNexus-JPF/note-companion | 870 | 7 repos | ~2.2k | Automated safety check: Pass | MIT | |
| App Analyticsappeeky/aso-skills | 2.2k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Ab Test Analysisnimrodfisher/data-analytics-skills | 465 | — | ~708 | Automated safety check: Pass | MIT | |
| Ab Testingericrisco/rsc-harness | 167 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Bio Hi C Analysis Hic DifferentialFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~2.6k | Automated safety check: Pass | None |
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App Analytics
appeeky/aso-skills
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Ab Test Analysis
nimrodfisher/data-analytics-skills
Rigorous A/B test statistical analysis. An agent skill from nimrodfisher/data-analytics-skills.
Ab Testing
ericrisco/rsc-harness
A skill your agent uses when designing or analyzing a controlled experiment — falsifiable hypothesis, sample size from an MDE, reading significance/CI/power, CUPED, or rescuing tests that won't go…
Bio Hi C Analysis Hic Differential
FreedomIntelligence/OpenClaw-Medical-Skills
Compare Hi-C contact matrices between conditions to identify differential chromatin interactions.
Measure Experiment Results
product-on-purpose/pm-skills
Documents the results of a completed experiment or A/B test with statistical analysis, learnings, and recommendations.
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Related
Categories
Questions about Analyze Experiments
What does Analyze Experiments do?
Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor. Analyze Experiments is an agent skill from amplitude/builder-skills. Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor.
When should I use Analyze Experiments?
Analyze Experiments fits situations like: setting up experiments; checking experiment status; analyzing results; making ship decisions.
How do I install Analyze Experiments in Claude Code?
Run `npx skills add amplitude/builder-skills --skill analyze-experiments -a claude-code`. Or copy the skill folder (analytics-skills/skills/analyze-experiment in amplitude/builder-skills) into .claude/skills/analyze-experiments in your project. Claude Code loads it when a task matches its description.
How do I install Analyze Experiments in Codex?
Run `npx skills add amplitude/builder-skills --skill analyze-experiments -a codex`. Or copy the skill folder (analytics-skills/skills/analyze-experiment in amplitude/builder-skills) into .agents/skills/analyze-experiments in your project. Codex loads it when a task matches its description.
Can I use Analyze Experiments 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 amplitude/builder-skills --skill analyze-experiments -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/analyze-experiments, .gemini/skills/analyze-experiments, .github/skills/analyze-experiments and .opencode/skills/analyze-experiments in your project.
What does Analyze Experiments need to run?
SKILL.md names no scripts, command-line tools or credentials: Analyze Experiments is instructions for the agent only.
Does Analyze Experiments 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 Analyze Experiments 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 Analyze Experiments use?
No licence was found for Analyze Experiments or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Analyze Experiments use?
About 5.4k tokens (SKILL.md is roughly 22k 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 Analyze Experiments?
Skills that share tags, products or a category with Analyze Experiments: Analytics (Nexus-JPF/note-companion, 870 stars), App Analytics (appeeky/aso-skills, 2.2k stars), Ab Test Analysis (nimrodfisher/data-analytics-skills, 465 stars) and Ab Testing (ericrisco/rsc-harness, 167 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Analyze Experiments?
amplitude (a GitHub organization) maintains it in amplitude/builder-skills, which has 159 GitHub stars. The repository holds 61 skills in this directory. The repository was last updated on July 24, 2026.
Source: amplitude/builder-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.