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glitch-rabinglitch-rabinCommunity·1 Agent Skills Included

swarma

Self-improving growth experiment loops with validated playbooks

Runs automated growth experiments across hooks, landing pages, outreach, pricing, and retention using self-improving agent teams. Scores every output, issues keep-or-discard verdicts, and writes validated patterns back into an evolving strategy playbook. Eliminates manual A/B test tracking and lost experiment knowledge, letting you run 50 experiments a week instead of two.
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npx skills add glitch-rabin/swarma --all -g -y

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glitch-rabinglitch-rabin

swarma

Coordinate agent teams to run the GROWS loop for growth experiments.

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Frequently Asked Questions

FAQPage Schema
How to install swarma?▼

Run `npx skills add glitch-rabin/swarma --all -g -y` in your terminal to install the skill globally. You will also need Python 3.11+ and an OpenRouter API key to run experiment cycles.

What does swarma actually do?▼

It runs growth experiments in a loop: generate a hypothesis, run it, score the result, issue a verdict, and stack validated patterns into a playbook. Over time your teams learn what actually works for your audience.

How is swarma different from CrewAI or AutoGen?▼

Those frameworks run one-shot pipelines, while swarma adds an experiment loop that scores results and improves strategy every cycle. It is built for learning, not just execution.

Does swarma work with Claude Code?▼

Yes. Add it as an MCP server in your .mcp.json with your OpenRouter API key, and Claude Code can run cycles, check status, and generate teams through 16 built-in tools.

Do I need coding skills to use swarma?▼

No. Teams are plain YAML and Markdown files, and you can generate a full team from a plain-English goal with one command.

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