Ab Test Analysis
nimrodfisher/data-analytics-skills
Rigorous A/B test statistical analysis. An agent skill from nimrodfisher/data-analytics-skills.
Autonomous growth experimentation framework. An agent skill from evolution-foundation/evo-nexus.
Install Mkt Experiment
$ npx skills add evolution-foundation/evo-nexus --skill mkt-experiment -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install evolution-foundation/evo-nexus mkt-experiment --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/evolution-foundation/evo-nexus.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/mkt-experiment .claude/skills/mkt-experiment && 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 "mkt-experiment" agent skill from https://github.com/evolution-foundation/evo-nexus/tree/main/.claude/skills/mkt-experiment into .claude/skills/mkt-experiment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mkt-experiment", 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/evolution-foundation/evo-nexus/tree/main/.claude/skills/mkt-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 evolution-foundation/evo-nexus --skill mkt-experiment -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install evolution-foundation/evo-nexus mkt-experiment --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/evolution-foundation/evo-nexus.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/mkt-experiment .agents/skills/mkt-experiment && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "mkt-experiment" agent skill from https://github.com/evolution-foundation/evo-nexus/tree/main/.claude/skills/mkt-experiment into .agents/skills/mkt-experiment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mkt-experiment", 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 evolution-foundation/evo-nexus --skill mkt-experiment -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install evolution-foundation/evo-nexus mkt-experiment --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/evolution-foundation/evo-nexus.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/mkt-experiment .cursor/skills/mkt-experiment && 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 "mkt-experiment" agent skill from https://github.com/evolution-foundation/evo-nexus/tree/main/.claude/skills/mkt-experiment into .cursor/skills/mkt-experiment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mkt-experiment", 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/evolution-foundation/evo-nexus.git --path .claude/skills/mkt-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 evolution-foundation/evo-nexus --skill mkt-experiment -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install evolution-foundation/evo-nexus mkt-experiment --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/evolution-foundation/evo-nexus.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/mkt-experiment .gemini/skills/mkt-experiment && 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 "mkt-experiment" agent skill from https://github.com/evolution-foundation/evo-nexus/tree/main/.claude/skills/mkt-experiment into .gemini/skills/mkt-experiment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mkt-experiment", 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 evolution-foundation/evo-nexus mkt-experimentInstalls 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 evolution-foundation/evo-nexus --skill mkt-experiment -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/evolution-foundation/evo-nexus.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/mkt-experiment .github/skills/mkt-experiment && 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 "mkt-experiment" agent skill from https://github.com/evolution-foundation/evo-nexus/tree/main/.claude/skills/mkt-experiment into .github/skills/mkt-experiment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mkt-experiment", 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 evolution-foundation/evo-nexus --skill mkt-experiment -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install evolution-foundation/evo-nexus mkt-experiment --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/evolution-foundation/evo-nexus.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/mkt-experiment .opencode/skills/mkt-experiment && 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 "mkt-experiment" agent skill from https://github.com/evolution-foundation/evo-nexus/tree/main/.claude/skills/mkt-experiment into .opencode/skills/mkt-experiment/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "mkt-experiment", 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
mkt-experiment- GitHub stars
- 545
- Token cost
- ~1.2k tokens
- SKILL.md length
- 382 words
- Files
- 7
- Skills in repo
- 117
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Autonomous growth experimentation framework. An agent skill from evolution-foundation/evo-nexus.
- Works in 5 steps: Before creating content: playbook →… → When publishing: log → record which… → Periodically: score → check if… → …
- Managing marketing experiments
- SKILL.md covers Usage, Commands, Workflow and Configuration
- Runs Python scripts from its folder; calls python3 and pip; needs PIPELINE_AUTH_TOKEN and RECRUITING_AUTH_TOKEN
What it does
Mkt Experiment is an agent skill from evolution-foundation/evo-nexus. Autonomous growth experimentation framework. Creates A/B/multivariate experiments with hypotheses, logs data points, runs statistical analysis (bootstrap CI + Mann-Whitney U), auto-promotes winners to a living playbook, and suggests next experiments. Use when creating or managing marketing experiments, logging data points, scoring experiments, or generating weekly scorecards.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files (for example `README.md`, `autogrowth-weekly-scorecard.py` and `experiment-engine.py`).
It sits in Marketing & SEO, covering A/B testing and Statistics. The repository describes itself as: The open source operating system for AI-powered businesses.
When your agent uses it
- Managing marketing experiments
- Logging data points
- Scoring experiments
- Generating weekly scorecards
Example prompts
- “/mkt-experiment”
Requirements
- Python 3
- A credential in PIPELINE_AUTH_TOKEN
- A credential in RECRUITING_AUTH_TOKEN
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Before creating content: playbook → apply proven rules
- When publishing: log → record which variant was used and its metrics
- Periodically: score → check if experiments have reached statistical significance
- Weekly: autogrowth-weekly-scorecard.py → review all channels
- After completing experiments: suggest → pick the next variable to test
What it can do on your machine
Read from SKILL.md and the folder at commit 7f5dd76. 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
Ships script files (Python), which the agent can run.
Shell commands in SKILL.md call:
python3pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
PIPELINE_AUTH_TOKENRECRUITING_AUTH_TOKENEMAIL_AUTH_TOKEN
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Mkt Experiment loads about 1.2k tokens when it runs. Until then it costs about 98 tokens; SKILL.md has 382 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 382 words (~1,213 tokens).
“Autonomous growth experimentation framework based on Karpathy's autoresearch pattern applied to marketing. Creates experiments with hypotheses, logs data points, runs statistical analysis (bootstrap CI + Mann-Whitney U), auto-promotes winners to a living playbook, and suggests next experiments. Supports batch mode…”
- name
- mkt-experiment
Files
SKILL.md and 6 other files in .claude/skills/mkt-experiment of evolution-foundation/evo-nexus.
- SKILL.md
- .env.example
- README.md
- autogrowth-weekly-scorecard.py
- experiment-engine.py
- pacing-alert.py
- requirements.txt
Open the folder on GitHubat commit 7f5dd76
Compare with similar skills
Mkt Experiment 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 |
|---|---|---|---|---|---|---|
| Mkt Experiment this skillevolution-foundation/evo-nexus | 545 | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Ab Test Analysisnimrodfisher/data-analytics-skills | 465 | — | ~708 | Automated safety check: Pass | MIT | |
| Measure Experiment Resultsproduct-on-purpose/pm-skills | 715 | — | ~989 | Automated safety check: Pass | Apache-2.0 | |
| A/B Test Analysisphuryn/pm-skills | 27k | — | ~893 | Automated safety check: Pass | MIT | |
| Experimentai-analyst-lab/ai-analyst | 304 | — | ~2k | Automated safety check: Pass | MIT | |
| Statistical Analystalirezarezvani/claude-skills | 28k | 1 repos | ~2.5k | Automated safety check: Pass | MIT |
Similar skills
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.
A/B Test Analysis
phuryn/pm-skills
Validates an experiment's setup, works out lift, p-value and confidence interval from A/B test data, and recommends whether to ship, extend or stop.
Experiment
ai-analyst-lab/ai-analyst
The analysis and lifecycle owner for experiments. An agent skill from ai-analyst-lab/ai-analyst.
Statistical Analyst
alirezarezvani/claude-skills
Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes.
Experimentation Analytics
rampstackco/claude-skills
How to read experiment results without fooling yourself. An agent skill from rampstackco/claude-skills.
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Related
Categories
Questions about Mkt Experiment
What does Mkt Experiment do?
Autonomous growth experimentation framework. An agent skill from evolution-foundation/evo-nexus. Mkt Experiment is an agent skill from evolution-foundation/evo-nexus. Autonomous growth experimentation framework.
When should I use Mkt Experiment?
Mkt Experiment fits situations like: managing marketing experiments; logging data points; scoring experiments; generating weekly scorecards.
How do I install Mkt Experiment in Claude Code?
Run `npx skills add evolution-foundation/evo-nexus --skill mkt-experiment -a claude-code`. Or copy the skill folder (.claude/skills/mkt-experiment in evolution-foundation/evo-nexus) into .claude/skills/mkt-experiment in your project. Claude Code loads it when a task matches its description.
How do I install Mkt Experiment in Codex?
Run `npx skills add evolution-foundation/evo-nexus --skill mkt-experiment -a codex`. Or copy the skill folder (.claude/skills/mkt-experiment in evolution-foundation/evo-nexus) into .agents/skills/mkt-experiment in your project. Codex loads it when a task matches its description.
Can I use Mkt Experiment 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 evolution-foundation/evo-nexus --skill mkt-experiment -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/mkt-experiment, .gemini/skills/mkt-experiment, .github/skills/mkt-experiment and .opencode/skills/mkt-experiment in your project.
What does Mkt Experiment need to run?
Going by SKILL.md and its folder, Mkt Experiment needs Python for the scripts in its folder, the command-line tools its instructions call (python3 and pip) and credentials named PIPELINE_AUTH_TOKEN, RECRUITING_AUTH_TOKEN and EMAIL_AUTH_TOKEN. Our summary lists: Python 3; A credential in PIPELINE_AUTH_TOKEN; A credential in RECRUITING_AUTH_TOKEN.
Does Mkt Experiment access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Mkt Experiment 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 Mkt Experiment use?
Mkt Experiment 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 Mkt Experiment use?
About 1.2k tokens (SKILL.md is roughly 4.9k 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 Mkt Experiment?
Skills that share tags, products or a category with Mkt Experiment: Ab Test Analysis (nimrodfisher/data-analytics-skills, 465 stars), Measure Experiment Results (product-on-purpose/pm-skills, 715 stars), A/B Test Analysis (phuryn/pm-skills, 27k stars) and Experiment (ai-analyst-lab/ai-analyst, 304 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Mkt Experiment?
evolution-foundation (a GitHub organization) maintains it in evolution-foundation/evo-nexus, which has 545 GitHub stars. The repository holds 117 skills in this directory. The repository was last updated on May 13, 2026.
Source: evolution-foundation/evo-nexus on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.