Authoritative user guide + reference map for Mux-Swarm itself (v0.12.1). Use when the user asks how Mux works, how to configure it, what a command/flag/config-key does, how modes/teams/sandbox/auth/ACP/delegation work, or how to troubleshoot Mux. Points to exact sections in the bundled DOCS.md instead of dumping it.
Structured diff and PR code review with a prioritized checklist. Use when reviewing staged changes, pull requests, or any code diff before merge.
Profile, clean, and analyze tabular data (CSV/JSON/Parquet) with pandas/polars. Use when exploring datasets, computing aggregations, joining tables, resampling time series, or producing analysis charts.
Find vulnerable and outdated dependencies across ecosystems (Python, Node, .NET, Rust, Go). Use when auditing a project for CVEs, preparing a release, or investigating a security report.
Design distinctive, polished UI that avoids generic 'AI slop'. Use when making visual design decisions: typography, color, spacing, hierarchy, motion, and component composition.
Run real SAST and secret-scanning tools locally (semgrep, bandit, gitleaks, trivy). Use when auditing a codebase for vulnerabilities, exposed secrets, or vulnerable dependencies before shipping or on demand.
Safe schema-aware SQL querying against CSV/Parquet/JSON files, SQLite databases, and live Postgres. Use when querying structured data, profiling a schema, or building data pipelines.
Generate and run unit/integration tests TDD-style across Python, Node, and .NET. Use when adding tests to untested code, implementing a feature test-first, or finding coverage gaps.