MCP App StoreMCP App StoreSwarma provides a GROWS experiment loop for agent teams: generate hypotheses, run experiments, observe signals, weigh verdicts, and stack validated patterns into a playbook. It includes CLI commands, team templates, and tooling for logging metrics and running continuous cycles.
Use swarma when you want to run systematic A/B tests or growth experiments at scale with agent teams (acquisition, activation, retention, revenue). Best when you need repeatable experiment cycles and automated verdicting.
swarma init, swarma cycle, swarma run) and server modes for REST/MCP integrationTerminal-capable agents, Claude Code, Hermes, and environments that can run Python CLI tools.
Swarma is a growth experiment framework using agent teams that run A/B tests and build validated playbooks via a GROWS loop (Generate, Run, Observe, Weigh, Stack). No bundled scripts were present for runtime testing. SKILL.md is comprehensive with clear onboarding, 18 pre-built squad templates, MCP tool reference, and troubleshooting. Requires OpenRouter API key for LLM calls.
No security concerns. Well-structured SKILL.md with no scripts bundled. All API key handling is via environment variables, no hardcoded secrets. The skill directs users to install a pip package which is standard practice.
Development Worktree
Create an isolated git worktree for feature work, auto-run project setup, and verify a clean test baseline before development.
Readwise Reader Document Management
Manage Readwise Reader documents: list, save, search, move, tag, highlight, export and bulk-edit via official and custom CLIs.
Bounty Hunter — Atlas
Persona skill: 'Atlas' — a profit-focused developer persona for discovering, evaluating and executing paid bounties or freelance tasks with ROI-aware workflows.
Junshi — Research Advisor
Daily strategic research advisor that scans arXiv/venues, digests papers, and proposes bold, ranked research ideas tailored to the user's profile.
Marketing Campaign Management
A comprehensive campaign and GTM playbook: planning, execution, psychology-driven tactics, content calendar templates and 140+ marketing tactics across paid, or
Full Stack Builder
End-to-end builder that scaffolds, implements, tests, and optionally deploys web and API applications from a natural-language specification.
ezBookkeeping API Tools
Command-line API tools for ezBookkeeping: record and query transactions, retrieve accounts/categories/tags, and fetch exchange rates for self-hosted personal fi
Feishu Voice Sender
Convert MP3s and send them as native Feishu voice messages (playable voice clips) to users or groups.