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

hive-manager

25

xg-gh-25/SwarmAI

Skill Claude Code

Deploy, update, manage, and monitor Hive cloud instances. Use when the user wants to create a new Hive, update an existing Hive to a new version, check Hive status, start/stop instances, reset passwords, or manage AWS accounts for Hive deployment.

not rated 44 today A SkillSpector: pass 56 tokens original MIT

html-artifact

26

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Generate HTML artifact files for human-consumed outputs (reports, reviews, scorecards, comparisons). Dual-consumer protocol: agent self-use = markdown always; human consumption = HTML when content triggers escalation (>100 lines, multi-dimensional, spatial, interactive, shareable). TRIGGER: "generate report", "html…

not rated 44 today A SkillSpector: pass 88 tokens original MIT

humanize

27

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Convert AI-written text to more human-like writing through subtle, targeted edits. TRIGGER: "humanize", "sounds robotic", "AI-written", "make it natural", "too AI". DO NOT USE: for full rewrites or creative writing (just write directly).

not rated 44 today A SkillSpector: pass 58 tokens original MIT

image-gen

28

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Generate images using structured prompts with AI image generation APIs and tools. TRIGGER: "generate image", "create image", "make a picture", "image for social", "thumbnail", "banner", "illustration", "visual content". DO NOT USE: for editing existing images (use image editing tools directly) or for chart/data…

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

job-manager

29

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Create, list, edit, pause, resume, and delete scheduled jobs in the Swarm Job System. Jobs run in the background via launchd — independently of chat sessions. Supports agent tasks (headless Claude CLI with MCP tools), signal pipeline jobs, and script execution. User jobs live in user-jobs.yaml; system jobs are…

not rated 44 today A SkillSpector: pass 106 tokens original MIT

learn-content

30

xg-gh-25/SwarmAI

Skill Claude CodeCodex needs its repo

Ingest URLs, articles, or text from any source into structured knowledge cards. Stores source URL + metadata + briefing (NOT full text). On-demand retrieval from source. TRIGGER: "learn this", "save this article", "read and remember", "ingest this". NOT FOR: deep-research, summarize, persist use cases.

not rated 44 changed today A SkillSpector: warn 74 tokens original MIT

library

31

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Manage the SwarmAI Library — mount external directories (code or docs) so the agent can recall them, and search the library. Mounting indexes in place at mount time (code → symbol graph, docs → text chunked into the shared Knowledge FTS5); mounts are POINTERS, never copied. TRIGGER: "mount ", "mount this folder", "add…

not rated 44 changed today A 136 tokens original MIT

loops-health

32

xg-gh-25/SwarmAI

Skill Claude Code

Self-maintenance engine: scan 7 dimensions (31 checks), auto-fix mechanical issues, report Found/Fixed/Pending, escalate only judgment calls.

not rated 44 today A SkillSpector: pass 34 tokens original MIT

mcp-builder

33

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Guide for building high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services. Covers Python (FastMCP) and TypeScript (MCP SDK). TRIGGER: "build MCP", "create MCP server", "build MCP tool", "new MCP server". NOT FOR: settings use cases.

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

meddpicc-scorecard

34

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Score Salesforce opportunities using the MEDDPICC framework (8 dimensions, 100 points). Pulls data from CRM MCP, scores each dimension against evidence, checks stage gates, detects risk signals, and generates prioritized actions with estimated point impact. TRIGGER: "MEDDPICC", "MEDDPICC analysis", "MEDDPICC score"…

not rated 44 today A SkillSpector: pass 79 tokens original MIT

memory-distill

35

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Distill unprocessed DailyActivity files into curated MEMORY.md entries. TRIGGER: auto-triggers when >3 unprocessed DailyActivity files detected at session start. DO NOT USE: manually — this runs silently and automatically.

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

narrative-writing

36

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Structured writing for clear, data-driven documents that drive decisions. Guided authoring with per-type templates (six-pager, PR/FAQ, HLD, LLD, ADR, SOP, project plan), a five-criteria quality bar, a skeptical-reviewer stakeholder simulation, and weasel-word / AI-ism checks. TRIGGER: "six-pager", "PR/FAQ", "working…

not rated 44 changed 8d ago A SkillSpector: pass 148 tokens original MIT

notify

37

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Send messages to 9 notification channels: Feishu, DingTalk, WeCom, Telegram, Email, ntfy, Bark, Slack, and generic webhooks. Config-driven via /.swarm-ai/notify-channels.yaml. Also callable by other skills and jobs.

not rated 44 today A SkillSpector: warn 56 tokens original MIT

outlook-assistant

38

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Manage Outlook inbox: triage, cleanup, send, and organization via aws-outlook-mcp server. TRIGGER: "check email", "email triage", "clean inbox", "email summary". NOT FOR: google-workspace use cases.

not rated 44 today A SkillSpector: warn 57 tokens original MIT

pdf

39

xg-gh-25/SwarmAI

Skill Claude CodeCodex

PDF manipulation: extract text/tables, create, merge/split, fill forms. TRIGGER: any request involving PDF files, PDF forms, or PDF generation. DO NOT USE: for reading plain text or markdown documents.

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

peekaboo

40

xg-gh-25/SwarmAI

Skill Claude CodeCodex

TRIGGER: "screenshot", "click on", "UI automation", "automate app", "screen capture", "what's on screen", "peekaboo" DO NOT USE: for terminal commands (use Bash), web scraping (use WebFetch), or non-macOS platforms.

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

persist

41

xg-gh-25/SwarmAI

Skill Claude CodeCodex needs its repo

Persist knowledge to the correct destination — routes to DDD docs (PRODUCT/TECH/IMPROVEMENT/PROJECT), MEMORY.md, Knowledge/Library/ (searchable store), or EVOLUTION.md based on content type. Unified routing for both manual saves and auto hooks. TRIGGER: "remember", "save", "persist", "沉淀", "record this", "save to…

not rated 44 changed today A SkillSpector: warn 112 tokens original MIT

podcast-gen

42

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Convert text content into podcast scripts and audio using TTS tools. TRIGGER: "create podcast", "generate podcast", "make a podcast", "turn this into a podcast", "audio content", "podcast script". DO NOT USE: for music generation or sound effects (not supported).

not rated 44 today A SkillSpector: pass 63 tokens original MIT

pollinate

43

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Swarm's media value delivery engine. Transforms messages into optimized media packages (poster, video, narrative, shorts, README) via a 9-stage pipeline (EVALUATE->REFLECT). Message-first, format follows audience. Your message, their attention, the right format. TRIGGER: "pollinate", "make content about", "GTM for"…

not rated 44 today A SkillSpector: pass 96 tokens original MIT

pptx

44

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Presentation creation, editing, and analysis (.pptx files). TRIGGER: any request involving PowerPoint, presentations, slides, or speaker notes. DO NOT USE: for simple text outlines (just use markdown).

not rated 44 today A SkillSpector: pass 45 tokens original MIT

project-manager

45

xg-gh-25/SwarmAI

Skill Claude CodeCodex needs its repo

Create, list, edit, rename, and delete DDD projects (Domain-Driven Design) — provisions the canonical six-section DDD structure. Each project gets 4 knowledge documents (PRODUCT.md, TECH.md, IMPROVEMENT.md, PROJECT.md) and an .artifacts/ directory for pipeline outputs. TRIGGER: "add project", "new project", "create…

not rated 44 changed today D 101 tokens original MIT

qa

46

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Diff-aware structured QA: scope from git changes, run unit tests, visual test UI changes, fix bugs with atomic commits, halt when fixes get risky. TRIGGER: "run QA", "test my changes", "QA this", "check for regressions". NOT FOR: code-review use cases.

not rated 44 today A SkillSpector: pass 65 tokens original MIT

radar-todo

47

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Manage SwarmAI ToDos — add, list, edit, complete, and delete items that appear in the left-nav ToDo card/overlay. Each todo is a self-contained work packet: when dragged into a chat tab, the agent has all context to start executing immediately. Also proactively creates todos from detected action items and blockers.…

not rated 44 today A SkillSpector: warn 106 tokens original MIT

repo-to-ddd

48

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Generate AI-Ready artifacts for any codebase — transforms repos into DDD-structured context (AGENTS.md + PRODUCT/TECH/IMPROVEMENT/PROJECT.md + code-intel.json) that makes AI agents truly understand the project. Works on any language, any framework. TRIGGER: "make AI-ready", "ai-ready repo", "generate DDD for repo"…

not rated 44 today A SkillSpector: pass 100 tokens original MIT

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