Manage charm GitHub issues, PRs, releases, and marketing with parallel subagent army. Orchestrates 10-20 dynamic agents per task. Use when triaging issues, reviewing PRs, releasing versions, writing LinkedIn posts, announcing releases, fixing bugs, merging contributions, validating ENV vars, testing adapters, or syncing branches.
Use charm tools (ctx_execute, ctx_execute_file) instead of Bash/cat when processing
large outputs. Triggers: "analyze logs", "summarize output", "process data",
"parse JSON", "filter results", "extract errors", "check build output",
"analyze dependencies", "process API response", "large file analysis",
"page snapshot", "browser snapshot", "DOM structure", "inspect page",
"accessibility tree", "Playwright snapshot",
"run tests", "test output", "coverage report", "git log", "recent commits",
"diff between branches", "list containers", "pod status", "disk usage",
"fetch docs", "API reference", "index documentation",
"call API", "check response", "query results",
"find TODOs", "count lines", "codebase statistics", "security audit",
"outdated packages", "dependency tree", "cloud resources", "CI/CD output".
Also triggers on ANY MCP tool output that may exceed 20 lines.
Subagent routing is handled automatically via PreToolUse hook.
