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
2d agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

apple-reminders

01

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Create, manage, and query Apple Reminders from the terminal. Syncs to iPhone/iPad/Mac. TRIGGER: "remind me", "add reminder", "create reminder", "my reminders". NOT FOR: for calendar events (use Outlook Assistant), project management, or non-Apple reminder systems.

not rated 44 +1 2d ago A SkillSpector: pass 70 tokens original MIT

autonomous-pipeline

02

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Orchestrate the full AIDLC Autonomous Pipeline from a one-sentence requirement to a PR-ready delivery with TDD methodology. DDD drives judgment, SDD produces specs, TDD verifies delivery. Stages: Evaluate, Think, Plan, Build, Review, Test, Deliver, Reflect. Checkpoints on BLOCK or context limits. TRIGGER: "run…

not rated 44 +1 2d ago A SkillSpector: pass 116 tokens original MIT

browser-agent

03

xg-gh-25/SwarmAI

Skill Claude CodeCodex

DOM-based browser automation: navigate websites, read compressed page content, click elements, fill forms, extract data, and take screenshots using Playwright. TRIGGER: "browse", "open website", "browser agent", "web automation". NOT FOR: peekaboo use cases.

not rated 44 +1 2d ago A SkillSpector: pass 61 tokens original MIT

caveman

04

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Ultra-compressed communication. Cuts tokens 70% by dropping articles, filler, pleasantries, hedging. All technical substance stays exact. TRIGGER: "caveman", "caveman mode", "be brief", "less tokens". NOT FOR: full use cases.

not rated 44 +1 2d ago A SkillSpector: pass 64 tokens original MIT

chat-brain-check

05

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Tiered chat experience validator -- quick checks (5min) after every change, full audit (30min) before releases. Covers state machine invariants, SSE pipeline, streaming indicators, queue drain, and regression detection.

not rated 44 +1 2d ago A SkillSpector: pass 49 tokens original MIT

code-review

06

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Structured code review for PRs, files, or diffs with actionable findings. TRIGGER: "review code", "code review", "review PR", "review this file". NOT FOR: web-design-review, simplify use cases.

not rated 44 +1 2d ago A SkillSpector: pass 52 tokens original MIT

consulting-report

07

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Two-phase consulting-grade research reports with professional analysis frameworks. TRIGGER: "consulting report", "market analysis", "competitive analysis", "industry report". NOT FOR: deep-research, narrative-writing use cases.

not rated 44 +1 2d ago A SkillSpector: pass 49 tokens original MIT

context-hygiene

08

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Clean and compress SwarmAI's 12 context files (SWARMAI/IDENTITY/SOUL/SELF/AGENT/USER/STEERING/TOOLS/MEMORY/EVOLUTION/KNOWLEDGE/PROJECTS) — knows WHICH source file to edit (system→backend/context+rebuild vs runtime→.context direct vs auto-generated), WHAT to cut (drift numbers, echoed titles, dated pointers…

not rated 44 +1 2d ago A SkillSpector: pass 212 tokens original MIT

custom-agents

09

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Create and configure SwarmAI custom agents with tools, permissions, resources, and hooks. TRIGGER: "create agent", "custom agent", "agent configuration", "configure agent". DO NOT USE: for skill creation (use skill-builder).

not rated 44 +1 2d ago A SkillSpector: pass 53 tokens original MIT

ddd-distribute

10

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Package a grown DDD into a distributable capability package — the last step of the DDD lifecycle (cultivate → version → DISTRIBUTE). Human-in-the-loop: reads the DDD's OWN declared reach (aim.json distribution block = the ceiling), confirms which declared target(s) to emit NOW, renders BOTH standard shapes on demand …

not rated 44 +1 2d ago A SkillSpector: pass 209 tokens original MIT

ddd-weekly-report

11

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Generate DDD Cultivation Weekly Report — summarizes all DDD document changes across all projects for the past 7 days. Shows what was auto-applied, what needs escalation, and per-project DDD health. MBR format. TRIGGER: "DDD weekly", "DDD report", "cultivation report", "DDD 周报". NOT FOR: swarmai-monthly-report…

not rated 44 +1 2d ago A SkillSpector: pass 89 tokens original MIT

deep-research

12

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Thorough multi-source research with citations, analysis, and synthesis. TRIGGER: "research", "deep dive", "investigate", "find out about". NOT FOR: github-research, consulting-report use cases.

not rated 44 +1 2d ago A SkillSpector: pass 50 tokens original MIT

deliver

13

xg-gh-25/SwarmAI

Skill Claude CodeCodex needs its repo

Package pipeline outputs into structured deliverables: artifact bundles, PR descriptions, decision logs, attention flags, and delivery reports. Bridges .artifacts/ (working memory) to Knowledge/ (long-term memory). TRIGGER: "deliver this", "package for review", "create delivery report", "wrap up this feature". NOT…

not rated 44 +1 2d ago A SkillSpector: pass 91 tokens original MIT

docx

14

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Word document creation, editing, and analysis (.docx files). TRIGGER: any request involving Word documents, tracked changes, or .docx files. DO NOT USE: for plain text or markdown documents.

not rated 44 +1 2d ago A SkillSpector: pass 45 tokens original MIT

estimate-tokens

15

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Estimate token count for files using the bundled script. TRIGGER: "estimate tokens", "count tokens", "token usage", "context window size". DO NOT USE: for manual token math — always run the script.

not rated 44 +1 2d ago A SkillSpector: pass 48 tokens original MIT

evaluate

16

xg-gh-25/SwarmAI

Skill Claude CodeCodex needs its repo

Evaluate requirements, feature requests, and task intake against project DDD context. Produces a GO/DEFER/REJECT/ESCALATE recommendation with ROI scoring, scope definition, and acceptance criteria. TRIGGER: "evaluate this request", "should we build this", "assess this requirement", "triage this". NOT FOR…

not rated 44 +1 2d ago A SkillSpector: pass 79 tokens original MIT

finance

17

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Invoice generation, expense tracking, financial calculations, and basic bookkeeping. Zero external dependencies. TRIGGER: "invoice", "expense", "budget", "profit". NOT FOR: for stock trading, real-time market data, or professional tax filing (consult a CPA).

not rated 44 +1 2d ago A SkillSpector: pass 57 tokens original MIT

frontend-design

18

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Create production-grade frontend interfaces with design intelligence database (67 styles, 161 palettes, 57 fonts, 161 industry rules). TRIGGER: "build a landing page", "create a website", "design a UI", "frontend prototype". NOT FOR: web-design-review use cases.

not rated 44 +1 2d ago A SkillSpector: pass 63 tokens original MIT

github-research

19

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Multi-round deep research on GitHub repositories, orgs, and open-source projects. TRIGGER: "research this repo", "evaluate this project", "github deep dive", "repo analysis", "what's the state of [project]". DO NOT USE: for quick README lookups (just use WebFetch) or general web research (use deep-research).

not rated 44 +1 2d ago A SkillSpector: pass 78 tokens original MIT

github-trending

20

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Fetch and analyze GitHub Trending repositories. Shows today's hottest repos with stars, language, and relevance to your interests. Also runs daily as a signal feed → Welcome Screen briefing. TRIGGER: "github trending", "trending repos", "what's hot on github", "trending on github". NOT FOR: github-research use cases.

not rated 44 +1 2d ago A SkillSpector: pass 75 tokens original MIT

golden-case

21

xg-gh-25/SwarmAI

Skill Claude CodeCodex

A controlled intake process for adding and publishing SwarmAI evaluation cases, where evaluation cases are test examples used to check an AI system.

not rated 44 +1 2d ago A SkillSpector: pass 114 tokens original MIT

google-workspace

22

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Manage Gmail, Google Calendar, Drive, Sheets, Docs, Contacts, and Tasks via the gogcli CLI. TRIGGER: "gmail", "google calendar", "google drive", "google sheets". NOT FOR: outlook-assistant, xlsx, docx use cases.

not rated 44 +1 2d ago A SkillSpector: pass 61 tokens original MIT

grill-me

23

xg-gh-25/SwarmAI

Skill Claude CodeCodex

Relentless structured interview about a plan or design. Walks every branch of the decision tree, resolving dependencies one by one. Each question comes with a recommended answer. Use when user wants to stress-test a plan, poke holes in a design, or says "grill me". TRIGGER: "grill me", "grill this", "stress test this…

not rated 44 +1 2d ago A SkillSpector: pass 97 tokens original MIT

health-check

24

xg-gh-25/SwarmAI

Skill Claude Code

Post-build verification of SwarmAI critical assumptions — streaming, context files, MCP, DailyActivity pipeline.

not rated 44 +1 2d ago A SkillSpector: pass 24 tokens original MIT

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