chore: sync repo state [ci skip]

.claude-plugin/plugin.json

@@ -1,7 +1,7 @@
 {
   "name": "antigravity-awesome-skills",
   "version": "9.7.0",
-  "description": "Plugin-safe Claude Code distribution of Antigravity Awesome Skills with 1,361 supported skills.",
+  "description": "Plugin-safe Claude Code distribution of Antigravity Awesome Skills with 1,362 supported skills.",
   "author": {
     "name": "sickn33 and contributors",
     "url": "https://github.com/sickn33/antigravity-awesome-skills"

CATALOG.md

@@ -2,7 +2,7 @@
 
 Generated at: 2026-02-08T00:00:00.000Z
 
-Total skills: 1375
+Total skills: 1376
 
 ## architecture (88)
 
@@ -980,7 +980,7 @@ Total skills: 1375
 | `yann-lecun-tecnico` | Sub-skill técnica de Yann LeCun. Cobre CNNs, LeNet, backpropagation, JEPA (I-JEPA, V-JEPA, MC-JEPA), AMI (Advanced Machinery of Intelligence), Self-Supervise... | persona, cnn, jepa, self-supervised, pytorch | persona, cnn, jepa, self-supervised, pytorch, yann, lecun, tecnico, sub, skill, cnica, de |
 | `youtube-summarizer` | Extract transcripts from YouTube videos and generate comprehensive, detailed summaries using intelligent analysis frameworks | video, summarization, transcription, youtube, content-analysis | video, summarization, transcription, youtube, content-analysis, summarizer, extract, transcripts, videos, generate, detailed, summaries |
 
-## infrastructure (121)
+## infrastructure (122)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -1073,6 +1073,7 @@ Total skills: 1375
 | `ml-engineer` | Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring. | ml | ml, engineer, pytorch, tensorflow, frameworks, implements, model, serving, feature, engineering, testing, monitoring |
 | `ml-pipeline-workflow` | Complete end-to-end MLOps pipeline orchestration from data preparation through model deployment. | ml, pipeline | ml, pipeline, complete, mlops, orchestration, data, preparation, through, model, deployment |
 | `moodle-external-api-development` | This skill guides you through creating custom external web service APIs for Moodle LMS, following Moodle's external API framework and coding standards. | moodle, external, api | moodle, external, api, development, skill, guides, through, creating, custom, web, apis, lms |
+| `multi-agent-task-orchestrator` | Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring | multi-agent, orchestration, task-routing, quality-gates, anti-duplication | multi-agent, orchestration, task-routing, quality-gates, anti-duplication, multi, agent, task, orchestrator, route, tasks, specialized |
 | `multi-cloud-architecture` | Decision framework and patterns for architecting applications across AWS, Azure, and GCP. | multi, cloud, architecture | multi, cloud, architecture, decision, framework, architecting, applications, aws, azure, gcp |
 | `native-data-fetching` | Use when implementing or debugging ANY network request, API call, or data fetching. Covers fetch API, React Query, SWR, error handling, caching, offline supp... | native, data, fetching | native, data, fetching, implementing, debugging, any, network, request, api, call, covers, fetch |
 | `observability-monitoring-monitor-setup` | You are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions. Set up metrics collection, distributed tracing... | observability, monitoring, monitor, setup | observability, monitoring, monitor, setup, specializing, implementing, solutions, set, up, metrics, collection, distributed |

README.md

@@ -1,13 +1,13 @@
-<!-- registry-sync: version=9.7.0; skills=1375; stars=30840; updated_at=2026-04-05T19:28:04+00:00 -->
+<!-- registry-sync: version=9.7.0; skills=1376; stars=30840; updated_at=2026-04-05T19:28:04+00:00 -->
-# 🌌 Antigravity Awesome Skills: 1,375+ Agentic Skills for Claude Code, Gemini CLI, Cursor, Copilot & More
+# 🌌 Antigravity Awesome Skills: 1,376+ Agentic Skills for Claude Code, Gemini CLI, Cursor, Copilot & More
 
-> **Installable GitHub library of 1,375+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and other AI coding assistants.**
+> **Installable GitHub library of 1,376+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and other AI coding assistants.**
 
 Antigravity Awesome Skills is an installable GitHub library and npm installer for reusable `SKILL.md` playbooks. It is designed for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, Kiro, OpenCode, GitHub Copilot, and other AI coding assistants that benefit from structured operating instructions. Instead of collecting one-off prompt snippets, this repository gives you a searchable, installable catalog of skills, bundles, workflows, plugin-safe distributions, and practical docs that help agents perform recurring tasks with better context, stronger constraints, and clearer outputs.
 
 You can use this repo to install a broad multi-tool skill library, start from role-based bundles, or jump into workflow-driven execution for planning, coding, debugging, testing, security review, infrastructure, product work, and growth tasks. The root README is intentionally a high-signal landing page: understand what the project is, install it quickly, choose the right tool path, and then follow deeper docs only when you need them.
 
-**Start here:** [Star the repo](https://github.com/sickn33/antigravity-awesome-skills/stargazers) · [Install in 1 minute](#installation) · [Choose your tool](#choose-your-tool) · [Best skills by tool](#best-skills-by-tool) · [📚 Browse 1,375+ Skills](#browse-1375-skills) · [Bundles](docs/users/bundles.md) · [Workflows](docs/users/workflows.md) · [Plugins for Claude Code and Codex](docs/users/plugins.md)
+**Start here:** [Star the repo](https://github.com/sickn33/antigravity-awesome-skills/stargazers) · [Install in 1 minute](#installation) · [Choose your tool](#choose-your-tool) · [Best skills by tool](#best-skills-by-tool) · [📚 Browse 1,376+ Skills](#browse-1376-skills) · [Bundles](docs/users/bundles.md) · [Workflows](docs/users/workflows.md) · [Plugins for Claude Code and Codex](docs/users/plugins.md)
 
 [![GitHub stars](https://img.shields.io/badge/⭐%2031%2C000%2B%20Stars-gold?style=for-the-badge)](https://github.com/sickn33/antigravity-awesome-skills/stargazers)
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)
@@ -28,7 +28,7 @@ You can use this repo to install a broad multi-tool skill library, start from ro
 
 - **Installable, not just inspirational**: use `npx antigravity-awesome-skills` to put skills where your tool expects them.
 - **Built for major agent workflows**: Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, Kiro, OpenCode, Copilot, and more.
-- **Broad coverage with real utility**: 1,375+ skills across development, testing, security, infrastructure, product, and marketing.
+- **Broad coverage with real utility**: 1,376+ skills across development, testing, security, infrastructure, product, and marketing.
 - **Faster onboarding**: bundles and workflows reduce the time from "I found this repo" to "I used my first skill".
 - **Useful whether you want breadth or curation**: browse the full catalog, start with top bundles, or compare alternatives before installing.
 
@@ -127,7 +127,7 @@ Start with [Bundles](docs/users/bundles.md) for role-based recommendations, [Wor
 
 ## Best Skills By Tool
 
-If you want a faster answer than "browse all 1,375+ skills", start with a tool-specific guide:
+If you want a faster answer than "browse all 1,376+ skills", start with a tool-specific guide:
 
 - **[Claude Code skills](docs/users/claude-code-skills.md)**: install paths, starter skills, prompt examples, and plugin marketplace flow.
 - **[Cursor skills](docs/users/cursor-skills.md)**: best starter skills for `.cursor/skills/`, UI-heavy work, and pair-programming flows.
@@ -183,7 +183,7 @@ If Antigravity starts hitting context limits with too many active skills, the ac
 
 If you use OpenCode or another `.agents/skills` host, prefer a reduced install up front instead of copying the full library into a context-sensitive runtime. The installer now supports `--risk`, `--category`, and `--tags` so you can keep the installed set narrow.
 
-## Browse 1,375+ Skills
+## Browse 1,376+ Skills
 
 Use the root repo as a landing page, then jump into the deeper surface that matches your intent.
 
@@ -530,6 +530,8 @@ We officially thank the following contributors for their help in making this rep
 - [@Elkidogz](https://github.com/Elkidogz)
 - [@qcwssss](https://github.com/qcwssss)
 - [@spideyashith](https://github.com/spideyashith)
+- [@milkomida77](https://github.com/milkomida77)
+- [@tomjwxf](https://github.com/tomjwxf)
 
 ## Star History
 

apps/web-app/public/sitemap.xml

@@ -6,6 +6,12 @@
     <changefreq>daily</changefreq>
     <priority>1.0</priority>
   </url>
+  <url>
+    <loc>http://localhost/skill/multi-agent-task-orchestrator</loc>
+    <lastmod>2026-04-06</lastmod>
+    <changefreq>weekly</changefreq>
+    <priority>0.7</priority>
+  </url>
   <url>
     <loc>http://localhost/skill/python-pptx-generator</loc>
     <lastmod>2026-04-06</lastmod>
@@ -240,10 +246,4 @@
     <changefreq>weekly</changefreq>
     <priority>0.7</priority>
   </url>
-  <url>
-    <loc>http://localhost/skill/akf-trust-metadata</loc>
-    <lastmod>2026-04-06</lastmod>
-    <changefreq>weekly</changefreq>
-    <priority>0.7</priority>
-  </url>
 </urlset>

apps/web-app/public/skills.json.backup

@@ -18653,6 +18653,28 @@
       "reasons": []
     }
   },
+  {
+    "id": "multi-agent-task-orchestrator",
+    "path": "skills/multi-agent-task-orchestrator",
+    "category": "agent-orchestration",
+    "name": "multi-agent-task-orchestrator",
+    "description": "Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring",
+    "risk": "safe",
+    "source": "community",
+    "date_added": "2026-04-09",
+    "plugin": {
+      "targets": {
+        "codex": "supported",
+        "claude": "supported"
+      },
+      "setup": {
+        "type": "none",
+        "summary": "",
+        "docs": null
+      },
+      "reasons": []
+    }
+  },
   {
     "id": "multi-cloud-architecture",
     "path": "skills/multi-cloud-architecture",

data/aliases.json

@@ -95,6 +95,7 @@
     "machine-learning-pipeline": "machine-learning-ops-ml-pipeline",
     "microsoft-azure-dotnet": "microsoft-azure-webjobs-extensions-authentication-events-dotnet",
     "moodle-external-development": "moodle-external-api-development",
+    "multi-agent-orchestrator": "multi-agent-task-orchestrator",
     "multi-platform-apps": "multi-platform-apps-multi-platform",
     "observability-monitoring-setup": "observability-monitoring-monitor-setup",
     "observability-monitoring-implement": "observability-monitoring-slo-implement",

data/bundles.json

@@ -723,6 +723,7 @@
         "memory-forensics",
         "ml-engineer",
         "ml-pipeline-workflow",
+        "multi-agent-task-orchestrator",
         "observability-engineer",
         "observability-monitoring-monitor-setup",
         "observability-monitoring-slo-implement",

data/catalog.json

@@ -1,6 +1,6 @@
 {
   "generatedAt": "2026-02-08T00:00:00.000Z",
-  "total": 1375,
+  "total": 1376,
   "skills": [
     {
       "id": "00-andruia-consultant",
@@ -20867,6 +20867,34 @@
       ],
       "path": "skills/multi-agent-patterns/SKILL.md"
     },
+    {
+      "id": "multi-agent-task-orchestrator",
+      "name": "multi-agent-task-orchestrator",
+      "description": "Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring",
+      "category": "infrastructure",
+      "tags": [
+        "multi-agent",
+        "orchestration",
+        "task-routing",
+        "quality-gates",
+        "anti-duplication"
+      ],
+      "triggers": [
+        "multi-agent",
+        "orchestration",
+        "task-routing",
+        "quality-gates",
+        "anti-duplication",
+        "multi",
+        "agent",
+        "task",
+        "orchestrator",
+        "route",
+        "tasks",
+        "specialized"
+      ],
+      "path": "skills/multi-agent-task-orchestrator/SKILL.md"
+    },
     {
       "id": "multi-cloud-architecture",
       "name": "multi-cloud-architecture",

data/plugin-compatibility.json

@@ -16216,6 +16216,25 @@
       },
       "runtime_files": []
     },
+    {
+      "id": "multi-agent-task-orchestrator",
+      "path": "skills/multi-agent-task-orchestrator",
+      "targets": {
+        "codex": "supported",
+        "claude": "supported"
+      },
+      "setup": {
+        "type": "none",
+        "summary": "",
+        "docs": null
+      },
+      "reasons": [],
+      "blocked_reasons": {
+        "codex": [],
+        "claude": []
+      },
+      "runtime_files": []
+    },
     {
       "id": "multi-cloud-architecture",
       "path": "skills/multi-cloud-architecture",
@@ -26287,10 +26306,10 @@
     }
   ],
   "summary": {
-    "total_skills": 1375,
+    "total_skills": 1376,
     "supported": {
-      "codex": 1346,
+      "codex": 1347,
-      "claude": 1361
+      "claude": 1362
     },
     "blocked": {
       "codex": 29,

docs/integrations/jetski-cortex.md

@@ -1,9 +1,9 @@
 ---
 title: Jetski/Cortex + Gemini Integration Guide
-description: "Use antigravity-awesome-skills with Jetski/Cortex without hitting context-window overflow with 1.375+ skills."
+description: "Use antigravity-awesome-skills with Jetski/Cortex without hitting context-window overflow with 1.376+ skills."
 ---
 
-# Jetski/Cortex + Gemini: safe integration with 1,1.375+ skills
+# Jetski/Cortex + Gemini: safe integration with 1,1.376+ skills
 
 This guide shows how to integrate the `antigravity-awesome-skills` repository with an agent based on **Jetski/Cortex + Gemini** (or similar frameworks) **without exceeding the model context window**.
 
@@ -23,7 +23,7 @@ Never do:
 - concatenate all `SKILL.md` content into a single system prompt;
 - re-inject the entire library for **every** request.
 
-With over 1,1.375 skills, this approach fills the context window before user messages are even added, causing truncation.
+With over 1,1.376 skills, this approach fills the context window before user messages are even added, causing truncation.
 
 ---
 

docs/integrations/jetski-gemini-loader/README.md

@@ -20,7 +20,7 @@ This example shows one way to integrate **antigravity-awesome-skills** with a Je
 - How to enforce a **maximum number of skills per turn** via `maxSkillsPerTurn`.
 - How to choose whether to **truncate or error** when too many skills are requested via `overflowBehavior`.
 
-This pattern avoids context overflow when you have 1,375+ skills installed.
+This pattern avoids context overflow when you have 1,376+ skills installed.
 
 ---
 

docs/maintainers/repo-growth-seo.md

@@ -6,7 +6,7 @@ This document keeps the repository's GitHub-facing discovery copy aligned with t
 
 Preferred positioning:
 
-> Installable GitHub library of 1,375+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and other AI coding assistants.
+> Installable GitHub library of 1,376+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and other AI coding assistants.
 
 Key framing:
 
@@ -20,7 +20,7 @@ Key framing:
 
 Preferred description:
 
-> Installable GitHub library of 1,375+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and more. Includes installer CLI, bundles, workflows, and official/community skill collections.
+> Installable GitHub library of 1,376+ agentic skills for Claude Code, Cursor, Codex CLI, Gemini CLI, Antigravity, and more. Includes installer CLI, bundles, workflows, and official/community skill collections.
 
 Preferred homepage:
 
@@ -28,7 +28,7 @@ Preferred homepage:
 
 Preferred social preview:
 
-- use a clean preview image that says `1,375+ Agentic Skills`;
+- use a clean preview image that says `1,376+ Agentic Skills`;
 - mention Claude Code, Cursor, Codex CLI, and Gemini CLI;
 - avoid dense text and tiny logos that disappear in social cards.
 

docs/maintainers/skills-update-guide.md

@@ -69,7 +69,7 @@ For manual updates, you need:
 The update process refreshes:
 - Skills index (`skills_index.json`)
 - Web app skills data (`apps\web-app\public\skills.json`)
-- All 1,375+ skills from the skills directory
+- All 1,376+ skills from the skills directory
 
 ## When to Update
 

docs/users/bundles.md

@@ -673,4 +673,4 @@ Found a skill that should be in a bundle? Or want to create a new bundle? [Open
 
 ---
 
-_Last updated: March 2026 | Total Skills: 1,375+ | Total Bundles: 37_
+_Last updated: March 2026 | Total Skills: 1,376+ | Total Bundles: 37_

docs/users/claude-code-skills.md

@@ -12,7 +12,7 @@ Install the library into Claude Code, then invoke focused skills directly in the
 
 ## Why use this repo for Claude Code
 
-- It includes 1,375+ skills instead of a narrow single-domain starter pack.
+- It includes 1,376+ skills instead of a narrow single-domain starter pack.
 - It supports the standard `.claude/skills/` path and the Claude Code plugin marketplace flow.
 - It also ships generated bundle plugins so teams can install focused packs like `Essentials` or `Security Developer` from the marketplace metadata.
 - It includes onboarding docs, bundles, and workflows so new users do not need to guess where to begin.

docs/users/gemini-cli-skills.md

@@ -12,7 +12,7 @@ Install into the Gemini skills path, then ask Gemini to apply one skill at a tim
 
 - It installs directly into the expected Gemini skills path.
 - It includes both core software engineering skills and deeper agent/LLM-oriented skills.
-- It helps new users get started with bundles and workflows rather than forcing a cold start from 1,375+ files.
+- It helps new users get started with bundles and workflows rather than forcing a cold start from 1,376+ files.
 - It is useful whether you want a broad internal skill library or a single repo to test many workflows quickly.
 
 ## Install Gemini CLI Skills

docs/users/kiro-integration.md

@@ -18,7 +18,7 @@ Kiro is AWS's agentic AI IDE that combines:
 
 Kiro's agentic capabilities are enhanced by skills that provide:
 
-- **Domain expertise** across 1,375+ specialized areas
+- **Domain expertise** across 1,376+ specialized areas
 - **Best practices** from Anthropic, OpenAI, Google, Microsoft, and AWS
 - **Workflow automation** for common development tasks
 - **AWS-specific patterns** for serverless, infrastructure, and cloud architecture

docs/users/usage.md

@@ -14,7 +14,7 @@ If you came in through a **Claude Code** or **Codex** plugin instead of a full l
 
 When you ran `npx antigravity-awesome-skills` or cloned the repository, you:
 
-✅ **Downloaded 1,375+ skill files** to your computer (default: `~/.gemini/antigravity/skills/`; or a custom path like `~/.agent/skills/` if you used `--path`)  
+✅ **Downloaded 1,376+ skill files** to your computer (default: `~/.gemini/antigravity/skills/`; or a custom path like `~/.agent/skills/` if you used `--path`)  
 ✅ **Made them available** to your AI assistant  
 ❌ **Did NOT enable them all automatically** (they're just sitting there, waiting)
 
@@ -34,7 +34,7 @@ Bundles are **curated groups** of skills organized by role. They help you decide
 
 **Analogy:**
 
-- You installed a toolbox with 1,375+ tools (✅ done)
+- You installed a toolbox with 1,376+ tools (✅ done)
 - Bundles are like **labeled organizer trays** saying: "If you're a carpenter, start with these 10 tools"
 - You can either **pick skills from the tray** or install that tray as a focused marketplace bundle plugin
 
@@ -212,7 +212,7 @@ Let's actually use a skill right now. Follow these steps:
 
 ## Step 5: Picking Your First Skills (Practical Advice)
 
-Don't try to use all 1,375+ skills at once. Here's a sensible approach:
+Don't try to use all 1,376+ skills at once. Here's a sensible approach:
 
 If you want a tool-specific starting point before choosing skills, use:
 
@@ -343,7 +343,7 @@ Usually no, but if your AI doesn't recognize a skill:
 
 ### "Can I load all skills into the model at once?"
 
-No. Even though you have 1,375+ skills installed locally, you should **not** concatenate every `SKILL.md` into a single system prompt or context block.
+No. Even though you have 1,376+ skills installed locally, you should **not** concatenate every `SKILL.md` into a single system prompt or context block.
 
 The intended pattern is:
 

docs/users/visual-guide.md

@@ -34,7 +34,7 @@ antigravity-awesome-skills/
 ├── 📄 CONTRIBUTING.md                  ← Contributor workflow
 ├── 📄 CATALOG.md                       ← Full generated catalog
 │
-├── 📁 skills/                          ← 1,375+ skills live here
+├── 📁 skills/                          ← 1,376+ skills live here
 │   │
 │   ├── 📁 brainstorming/
 │   │   └── 📄 SKILL.md                 ← Skill definition
@@ -47,7 +47,7 @@ antigravity-awesome-skills/
 │   │   └── 📁 2d-games/
 │   │       └── 📄 SKILL.md             ← Nested skills also supported
 │   │
-│   └── ... (1,375+ total)
+│   └── ... (1,376+ total)
 │
 ├── 📁 apps/
 │   └── 📁 web-app/                     ← Interactive browser
@@ -100,7 +100,7 @@ antigravity-awesome-skills/
 
 ```
                     ┌─────────────────────────┐
-                    │  1,375+ SKILLS          │
+                    │  1,376+ SKILLS          │
                     └────────────┬────────────┘
                                  │
         ┌────────────────────────┼────────────────────────┐
@@ -201,7 +201,7 @@ If you want a workspace-style manual install instead, cloning into `.agent/skill
 │   ├── 📁 brainstorming/                 │
 │   ├── 📁 stripe-integration/            │
 │   ├── 📁 react-best-practices/          │
-│   └── ... (1,375+ total)                │
+│   └── ... (1,376+ total)                │
 └─────────────────────────────────────────┘
 ```
 

package.json

@@ -1,7 +1,7 @@
 {
   "name": "antigravity-awesome-skills",
   "version": "9.7.0",
-  "description": "1,375+ agentic skills for Claude Code, Gemini CLI, Cursor, Antigravity & more. Installer CLI.",
+  "description": "1,376+ agentic skills for Claude Code, Gemini CLI, Cursor, Antigravity & more. Installer CLI.",
   "license": "MIT",
   "scripts": {
     "validate": "node tools/scripts/run-python.js tools/scripts/validate_skills.py",

plugins/antigravity-awesome-skills-claude/.claude-plugin/plugin.json

@@ -1,7 +1,7 @@
 {
   "name": "antigravity-awesome-skills",
   "version": "9.7.0",
-  "description": "Plugin-safe Claude Code distribution of Antigravity Awesome Skills with 1,361 supported skills.",
+  "description": "Plugin-safe Claude Code distribution of Antigravity Awesome Skills with 1,362 supported skills.",
   "author": {
     "name": "sickn33 and contributors",
     "url": "https://github.com/sickn33/antigravity-awesome-skills"

plugins/antigravity-awesome-skills-claude/skills/multi-agent-task-orchestrator/SKILL.md

@@ -0,0 +1,157 @@
+---
+name: multi-agent-task-orchestrator
+description: "Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring"
+category: agent-orchestration
+risk: safe
+source: community
+source_repo: milkomida77/guardian-agent-prompts
+source_type: community
+date_added: "2026-04-09"
+author: milkomida77
+tags: [multi-agent, orchestration, task-routing, quality-gates, anti-duplication]
+tools: [claude, cursor, gemini]
+---
+
+# Multi-Agent Task Orchestrator
+
+## Overview
+
+A production-tested pattern for coordinating multiple AI agents through a single orchestrator. Instead of letting agents work independently (and conflict), one orchestrator decomposes tasks, routes them to specialists, prevents duplicate work, and verifies results before marking anything done. Battle-tested across 10,000+ tasks over 6 months.
+
+## When to Use This Skill
+
+- Use when you have 3+ specialized agents that need to coordinate on complex tasks
+- Use when agents are doing duplicate or conflicting work
+- Use when you need audit trails showing who did what and when
+- Use when agent output quality is inconsistent and needs verification gates
+
+## How It Works
+
+### Step 1: Define the Orchestrator Identity
+
+The orchestrator must know what it IS and what it IS NOT. This prevents it from doing work instead of delegating:
+
+```
+You are the Task Orchestrator. You NEVER do specialized work yourself.
+You decompose tasks, delegate to the right agent, prevent conflicts,
+and verify quality before marking anything done.
+
+WHAT YOU ARE NOT:
+- NOT a code writer — delegate to code agents
+- NOT a researcher — delegate to research agents
+- NOT a tester — delegate to test agents
+```
+
+This "NOT-block" pattern reduces task drift by ~35% in production.
+
+### Step 2: Build a Task Registry
+
+Before assigning work, check if anyone is already doing this task:
+
+```python
+import sqlite3
+from difflib import SequenceMatcher
+
+def check_duplicate(description, threshold=0.55):
+    conn = sqlite3.connect("task_registry.db")
+    c = conn.cursor()
+    c.execute("SELECT id, description, agent, status FROM tasks WHERE status IN ('pending', 'in_progress')")
+    for row in c.fetchall():
+        ratio = SequenceMatcher(None, description.lower(), row[1].lower()).ratio()
+        if ratio >= threshold:
+            return {"id": row[0], "description": row[1], "agent": row[2]}
+    return None
+```
+
+### Step 3: Route Tasks to Specialists
+
+Use keyword scoring to match tasks to the best agent:
+
+```python
+AGENTS = {
+    "code-architect": ["code", "implement", "function", "bug", "fix", "refactor", "api"],
+    "security-reviewer": ["security", "vulnerability", "audit", "cve", "injection"],
+    "researcher": ["research", "compare", "analyze", "benchmark", "evaluate"],
+    "doc-writer": ["document", "readme", "explain", "tutorial", "guide"],
+    "test-engineer": ["test", "coverage", "unittest", "pytest", "spec"],
+}
+
+def route_task(description):
+    scores = {}
+    for agent, keywords in AGENTS.items():
+        scores[agent] = sum(1 for kw in keywords if kw in description.lower())
+    return max(scores, key=scores.get) if max(scores.values()) > 0 else "code-architect"
+```
+
+### Step 4: Enforce Quality Gates
+
+Agent output is a CLAIM. Test output is EVIDENCE.
+
+```
+After agent reports completion:
+1. Were files actually modified? (git diff --stat)
+2. Do tests pass? (npm test / pytest)
+3. Were secrets introduced? (grep for API keys, tokens)
+4. Did the build succeed? (npm run build)
+5. Were only intended files touched? (scope check)
+
+Mark done ONLY after ALL checks pass.
+```
+
+### Step 5: Run 30-Minute Heartbeats
+
+```
+Every 30 minutes, ask:
+1. "What have I DELEGATED in the last 30 minutes?"
+2. If nothing → open the task backlog and assign the next task
+3. Check for idle agents (no message in >30min on assigned task)
+4. Relance idle agents or reassign their tasks
+```
+
+## Examples
+
+### Example 1: Delegating a Code Task
+
+```
+[ORCHESTRATOR -> code-architect] TASK: Add rate limiting to /api/users
+SCOPE: src/middleware/rate-limit.ts only
+VERIFICATION: npm test -- --grep "rate-limit"
+DEADLINE: 30 minutes
+```
+
+### Example 2: Handling a Duplicate
+
+```
+User asks: "Fix the login bug"
+Registry check: Task #47 "Fix authentication bug" is IN_PROGRESS by security-reviewer
+Decision: SKIP — similar task already assigned (78% match)
+Action: Notify user of existing task, wait for completion
+```
+
+## Best Practices
+
+- Always define NOT-blocks for every agent (what they must refuse to do)
+- Use SQLite for the task registry (lightweight, no server needed)
+- Set similarity threshold at 55% for anti-duplication (lower = too many false positives)
+- Require evidence-based quality gates (not just agent claims)
+- Log every delegation with: task ID, agent, scope, deadline, verification command
+
+## Common Pitfalls
+
+- **Problem:** Orchestrator starts doing work instead of delegating
+  **Solution:** Add explicit NOT-blocks and role boundaries
+
+- **Problem:** Two agents modify the same file simultaneously
+  **Solution:** Task registry with file-level locking and queue system
+
+- **Problem:** Agent claims "done" without actual changes
+  **Solution:** Quality gate checks git diff before accepting completion
+
+- **Problem:** Tasks pile up without progress
+  **Solution:** 30-minute heartbeat catches stale assignments and reassigns
+
+## Related Skills
+
+- `@code-review` - For reviewing code changes after delegation
+- `@test-driven-development` - For ensuring quality in agent output
+- `@project-management` - For tracking multi-agent project progress

plugins/antigravity-awesome-skills/.codex-plugin/plugin.json

@@ -19,7 +19,7 @@
   "skills": "./skills/",
   "interface": {
     "displayName": "Antigravity Awesome Skills",
-    "shortDescription": "1,346 plugin-safe skills for coding, security, product, and ops workflows.",
+    "shortDescription": "1,347 plugin-safe skills for coding, security, product, and ops workflows.",
     "longDescription": "Install a plugin-safe Codex distribution of Antigravity Awesome Skills. Skills that still need hardening or target-specific setup remain available in the repo but are excluded from this plugin.",
     "developerName": "sickn33 and contributors",
     "category": "Productivity",

plugins/antigravity-awesome-skills/skills/multi-agent-task-orchestrator/SKILL.md

@@ -0,0 +1,157 @@
+---
+name: multi-agent-task-orchestrator
+description: "Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring"
+category: agent-orchestration
+risk: safe
+source: community
+source_repo: milkomida77/guardian-agent-prompts
+source_type: community
+date_added: "2026-04-09"
+author: milkomida77
+tags: [multi-agent, orchestration, task-routing, quality-gates, anti-duplication]
+tools: [claude, cursor, gemini]
+---
+
+# Multi-Agent Task Orchestrator
+
+## Overview
+
+A production-tested pattern for coordinating multiple AI agents through a single orchestrator. Instead of letting agents work independently (and conflict), one orchestrator decomposes tasks, routes them to specialists, prevents duplicate work, and verifies results before marking anything done. Battle-tested across 10,000+ tasks over 6 months.
+
+## When to Use This Skill
+
+- Use when you have 3+ specialized agents that need to coordinate on complex tasks
+- Use when agents are doing duplicate or conflicting work
+- Use when you need audit trails showing who did what and when
+- Use when agent output quality is inconsistent and needs verification gates
+
+## How It Works
+
+### Step 1: Define the Orchestrator Identity
+
+The orchestrator must know what it IS and what it IS NOT. This prevents it from doing work instead of delegating:
+
+```
+You are the Task Orchestrator. You NEVER do specialized work yourself.
+You decompose tasks, delegate to the right agent, prevent conflicts,
+and verify quality before marking anything done.
+
+WHAT YOU ARE NOT:
+- NOT a code writer — delegate to code agents
+- NOT a researcher — delegate to research agents
+- NOT a tester — delegate to test agents
+```
+
+This "NOT-block" pattern reduces task drift by ~35% in production.
+
+### Step 2: Build a Task Registry
+
+Before assigning work, check if anyone is already doing this task:
+
+```python
+import sqlite3
+from difflib import SequenceMatcher
+
+def check_duplicate(description, threshold=0.55):
+    conn = sqlite3.connect("task_registry.db")
+    c = conn.cursor()
+    c.execute("SELECT id, description, agent, status FROM tasks WHERE status IN ('pending', 'in_progress')")
+    for row in c.fetchall():
+        ratio = SequenceMatcher(None, description.lower(), row[1].lower()).ratio()
+        if ratio >= threshold:
+            return {"id": row[0], "description": row[1], "agent": row[2]}
+    return None
+```
+
+### Step 3: Route Tasks to Specialists
+
+Use keyword scoring to match tasks to the best agent:
+
+```python
+AGENTS = {
+    "code-architect": ["code", "implement", "function", "bug", "fix", "refactor", "api"],
+    "security-reviewer": ["security", "vulnerability", "audit", "cve", "injection"],
+    "researcher": ["research", "compare", "analyze", "benchmark", "evaluate"],
+    "doc-writer": ["document", "readme", "explain", "tutorial", "guide"],
+    "test-engineer": ["test", "coverage", "unittest", "pytest", "spec"],
+}
+
+def route_task(description):
+    scores = {}
+    for agent, keywords in AGENTS.items():
+        scores[agent] = sum(1 for kw in keywords if kw in description.lower())
+    return max(scores, key=scores.get) if max(scores.values()) > 0 else "code-architect"
+```
+
+### Step 4: Enforce Quality Gates
+
+Agent output is a CLAIM. Test output is EVIDENCE.
+
+```
+After agent reports completion:
+1. Were files actually modified? (git diff --stat)
+2. Do tests pass? (npm test / pytest)
+3. Were secrets introduced? (grep for API keys, tokens)
+4. Did the build succeed? (npm run build)
+5. Were only intended files touched? (scope check)
+
+Mark done ONLY after ALL checks pass.
+```
+
+### Step 5: Run 30-Minute Heartbeats
+
+```
+Every 30 minutes, ask:
+1. "What have I DELEGATED in the last 30 minutes?"
+2. If nothing → open the task backlog and assign the next task
+3. Check for idle agents (no message in >30min on assigned task)
+4. Relance idle agents or reassign their tasks
+```
+
+## Examples
+
+### Example 1: Delegating a Code Task
+
+```
+[ORCHESTRATOR -> code-architect] TASK: Add rate limiting to /api/users
+SCOPE: src/middleware/rate-limit.ts only
+VERIFICATION: npm test -- --grep "rate-limit"
+DEADLINE: 30 minutes
+```
+
+### Example 2: Handling a Duplicate
+
+```
+User asks: "Fix the login bug"
+Registry check: Task #47 "Fix authentication bug" is IN_PROGRESS by security-reviewer
+Decision: SKIP — similar task already assigned (78% match)
+Action: Notify user of existing task, wait for completion
+```
+
+## Best Practices
+
+- Always define NOT-blocks for every agent (what they must refuse to do)
+- Use SQLite for the task registry (lightweight, no server needed)
+- Set similarity threshold at 55% for anti-duplication (lower = too many false positives)
+- Require evidence-based quality gates (not just agent claims)
+- Log every delegation with: task ID, agent, scope, deadline, verification command
+
+## Common Pitfalls
+
+- **Problem:** Orchestrator starts doing work instead of delegating
+  **Solution:** Add explicit NOT-blocks and role boundaries
+
+- **Problem:** Two agents modify the same file simultaneously
+  **Solution:** Task registry with file-level locking and queue system
+
+- **Problem:** Agent claims "done" without actual changes
+  **Solution:** Quality gate checks git diff before accepting completion
+
+- **Problem:** Tasks pile up without progress
+  **Solution:** 30-minute heartbeat catches stale assignments and reassigns
+
+## Related Skills
+
+- `@code-review` - For reviewing code changes after delegation
+- `@test-driven-development` - For ensuring quality in agent output
+- `@project-management` - For tracking multi-agent project progress

skills_index.json

@@ -18653,6 +18653,28 @@
       "reasons": []
     }
   },
+  {
+    "id": "multi-agent-task-orchestrator",
+    "path": "skills/multi-agent-task-orchestrator",
+    "category": "agent-orchestration",
+    "name": "multi-agent-task-orchestrator",
+    "description": "Route tasks to specialized AI agents with anti-duplication, quality gates, and 30-minute heartbeat monitoring",
+    "risk": "safe",
+    "source": "community",
+    "date_added": "2026-04-09",
+    "plugin": {
+      "targets": {
+        "codex": "supported",
+        "claude": "supported"
+      },
+      "setup": {
+        "type": "none",
+        "summary": "",
+        "docs": null
+      },
+      "reasons": []
+    }
+  },
   {
     "id": "multi-cloud-architecture",
     "path": "skills/multi-cloud-architecture",