xg-gh-25/SwarmAI

A self-evolving Agent OS — every interaction sharpens how it judges, not just what it knows. Four ideas: self-evolution (mistakes become code gates, not logged lessons), brain-first domain brains that grow and decay, cognition that persists between sessions, and proprioception — it senses and drives its own body. Human directs. AI delivers.

This repository also configures its own agents. See what SwarmAI tells them →

44Stars on the repository
92Mods indexed here, across every type
todayLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

save-activity

49

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Extract key points from the current conversation into today's DailyActivity log. TRIGGER: "save activity", "save daily activity", "log today's activity". NOT FOR: persist, save-context use cases.

not rated 44 today A SkillSpector: pass 46 tokens original MIT

save-context

50

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Create a structured handoff document for the next agent session. TRIGGER: "save context", "handoff", "wrap up", "switching agents". NOT FOR: persist, save-activity use cases.

not rated 44 today A SkillSpector: pass 48 tokens original MIT

self-evolution

51

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Governance lifecycle manager for the Three-Layer Governance OS. Six operations: CLASSIFY, CAPTURE, PROMOTE, REFINE, RETIRE, COMPRESS. Manages principles (SOUL), rules (AGENT/STEERING), and gates (hooks/code). Detects capability gaps, captures corrections with bias tags, auto-promotes recurring patterns (3x threshold)…

not rated 44 today A SkillSpector: pass 112 tokens original MIT

xg-gh-25/SwarmAI

Skill Claude Code

Runtime daemon + live-session liveness probe (zero-LLM, deterministic): daemon up, sessions progressing (not wedged — RP41 double-signal), RSS under budget, no unrecovered failure events, deployed commit == expected. Snapshot now; runs as a 15-min job; red → Slack.

not rated 44 today A SkillSpector: pass 67 tokens original MIT

skill-builder

53

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Create, evaluate, and improve Agent skills to production quality. TRIGGER: "create a skill", "build a skill", "review skill", "score skill". NOT FOR: skillify-session use cases.

not rated 44 today A SkillSpector: pass 47 tokens original MIT

skill-feedback

54

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Generate improvement reports for skills or CLI packages based on session learnings. TRIGGER: "skill-feedback", "capture improvements", "session learnings". NOT FOR: skill-builder, skillify-session use cases.

not rated 44 today A SkillSpector: pass 47 tokens original MIT

skillify-session

55

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Convert the current conversation into a reusable skill. TRIGGER: "skillify", "turn this into a skill", "make this repeatable", "save this workflow". NOT FOR: skill-builder, skill-feedback use cases.

not rated 44 today A SkillSpector: pass 51 tokens original MIT

slack

56

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Send, read, search, and manage Slack messages, channels, and reactions via Slack MCP server or API. TRIGGER: "slack", "send slack message", "check slack", "slack channel", "slack DM", "post to slack". DO NOT USE: for email (use Outlook Assistant), Discord, or Teams messages.

not rated 44 today A SkillSpector: warn 73 tokens original MIT

sonos

57

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Control Sonos speakers via the sonos CLI: playback, volume, grouping, queue, search & play music, favorites, scenes. TRIGGER: "sonos", "play music", "play song", "what's playing". NOT FOR: for Apple Music (not supported), non-Sonos Bluetooth speakers, or music production/editing.

not rated 44 today A SkillSpector: pass 76 tokens original MIT

steeringify

58

xg-gh-25/SwarmAI

Skill Claude CodeCodex

DEPRECATED — absorbed into sself-evolution PROMOTE operation (2026-05-19). Use self-evolution instead. This skill redirects to the PROMOTE operation of the governance lifecycle manager. TRIGGER: "steeringify", "extract steering rules", "propose rules from corrections". REDIRECT: Use sself-evolution PROMOTE operation…

not rated 44 today A SkillSpector: pass 77 tokens original MIT

summarize

59

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Quickly summarize articles, documents, URLs, long text, or multi-source content into concise key points. TRIGGER: "summarize", "summary", "tl;dr", "key points". NOT FOR: deep-research, consulting-report, narrative-writing use cases.

not rated 44 today A SkillSpector: pass 62 tokens original MIT

swarm-build

60

xg-gh-25/SwarmAI

Skill Claude Code

Build SwarmAI backend binary (PyInstaller), verify capabilities, deploy to daemon, and restart. Replaces ./prod.sh build with per-stage visibility. TRIGGER: "build", "build backend", "swarm build", "deploy binary". NOT FOR: sswarm-release use cases.

not rated 44 today A SkillSpector: pass 66 tokens original MIT

swarm-ci

61

xg-gh-25/SwarmAI

Skill Claude Code

Check SwarmAI GitHub Actions CI status: list recent runs, diagnose failures, and summarize health. Replaces ad-hoc gh run commands with structured output. TRIGGER: "CI status", "check CI", "is CI green", "CI failures". NOT FOR: pytest use cases.

not rated 44 today A SkillSpector: pass 66 tokens original MIT

swarm-daemon

62

xg-gh-25/SwarmAI

Skill Claude Code

Manage the SwarmAI launchd daemon: status, stop, start, restart, deploy, logs, and health verification. Replaces manual launchctl and dev.sh daemon commands with structured per-step execution. TRIGGER: "daemon status", "restart daemon", "daemon logs", "stop daemon". NOT FOR: sswarm-build, sswarm-hive use cases.

not rated 44 today A SkillSpector: pass 83 tokens original MIT

swarm-release

63

xg-gh-25/SwarmAI

Skill Claude Code

Full SwarmAI release cycle: preflight checks, version bump, binary build, desktop package, smoke test, and GitHub publish. The single release path — handles version bump + tag plus build/package/smoke stages. TRIGGER: "release", "cut release", "ship it", "发版". NOT FOR: sswarm-build, shive-manager use cases.

not rated 44 today A SkillSpector: pass 85 tokens original MIT

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Generate SwarmAI Monthly Report — MBR-style health & progress covering all 12 Core Engine subsystems (Memory, Context, Pipeline, DDD, Evolution, Health, Jobs, Code Intel, Skills, Pollinate, Sessions, Git). Outputs to Knowledge/Reports/. TRIGGER: "monthly report", "月报", "SwarmAI health", "system report". NOT FOR…

not rated 44 today A SkillSpector: pass 99 tokens original MIT

system-health

65

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Full system health report: desktop overview, worst offenders, SwarmAI resource details, and actionable suggestions. Outputs a structured report in the chat window. TRIGGER: "system health", "mac health", "linux health", "battery check". NOT FOR: cloudwatch-log-analysis, health-check, bsc-security-scanner use cases.

not rated 44 today A SkillSpector: pass 73 tokens original MIT

tavily-search

66

xg-gh-25/SwarmAI

Skill Claude CodeCodex

AI-powered web search and content extraction via Tavily API. Search the web, get AI answers, extract content from URLs. TRIGGER: "search the web", "web search", "tavily", "find online". NOT FOR: github-research, deep-research use cases.

not rated 44 today A SkillSpector: warn 66 tokens original MIT

tmux

67

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Control tmux sessions: monitor processes, send keystrokes, capture output, and orchestrate parallel agents. TRIGGER: "tmux", "background session", "monitor process", "parallel agents", "send keys", "check session". DO NOT USE: for one-off shell commands (use Bash directly), creating cron jobs, or non-interactive…

not rated 44 today A SkillSpector: pass 76 tokens original MIT

translate

68

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Translate text, documents, and code between languages. Supports files, inline text, and batch operations. TRIGGER: "translate", "translation", "convert to Spanish", "in Japanese". NOT FOR: summarize use cases.

not rated 44 today A SkillSpector: pass 49 tokens original MIT

video-gen

69

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Create videos using structured prompts, storyboards, and AI generation tools. TRIGGER: "generate video", "create video", "make a video", "video content". NOT FOR: ffmpeg, image-gen use cases.

not rated 44 today A SkillSpector: pass 50 tokens original MIT

weather

70

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Current weather conditions and forecasts for any location worldwide. No API key required. TRIGGER: "weather", "temperature", "forecast", "is it raining", "what's the weather". DO NOT USE: for historical weather data, climate trends, severe weather alerts, or aviation/marine forecasts.

not rated 44 today A SkillSpector: pass 62 tokens original MIT

web-design-review

71

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Review UI code for design quality, accessibility, and web interface best practices. TRIGGER: "review my UI", "check accessibility", "design review", "UI audit", "review this page", "check my frontend". DO NOT USE: for building new UI (use frontend-design) or for backend code review (just review directly).

not rated 44 today A SkillSpector: pass 72 tokens original MIT

whisper-transcribe

72

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Transcribe audio and video files to text using OpenAI Whisper API or local Whisper CLI. TRIGGER: "transcribe", "transcription", "speech to text", "convert audio to text", "meeting recording", "voice note". DO NOT USE: for text-to-speech (use podcast-gen), music recognition, or real-time transcription.

not rated 44 today A SkillSpector: pass 75 tokens original MIT

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