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16 changes: 8 additions & 8 deletions README.md
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<p align="center">
<b>19 plugins · 49 agents · 40 skills (across all repos) · 30k lines of lib code · 3,507 tests · 5 platforms</b><br>
<em>Plugins distributed as standalone repos under <a href="https://github.com/agent-sh">agent-sh</a> org agentsys is the marketplace &amp; installer</em>
<em>Plugins distributed as standalone repos under <a href="https://github.com/agent-sh">agent-sh</a> org - agentsys is the marketplace &amp; installer</em>
</p>

<p align="center">
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---

AI models can write code. That's not the hard part anymore. The hard part is everything around it task selection, branch management, code review, artifact cleanup, CI, PR comments, deployment. **AgentSys is the runtime that orchestrates agents to handle all of it** structured pipelines, gated phases, specialized agents, and persistent state that survives session boundaries.
AI models can write code. That's not the hard part anymore. The hard part is everything around it - task selection, branch management, code review, artifact cleanup, CI, PR comments, deployment. **AgentSys is the runtime that orchestrates agents to handle all of it** - structured pipelines, gated phases, specialized agents, and persistent state that survives session boundaries.

---
> Building custom skills, agents, hooks, or MCP tools? [agnix](https://github.com/agent-sh/agnix) is the CLI + LSP linter that catches config errors before they fail silently - real-time IDE validation, auto suggestions, auto-fix, and 399 rules for Claude Code, Codex, OpenCode, Cursor, Kiro, Copilot, Gemini CLI, Cline, Windsurf, Roo Code, Amp, and more.

## What This Is

An agent orchestration system 19 plugins, 49 agents (39 file-based + 10 role-based specialists in audit-project), and 40 skills that compose into structured pipelines for software development. Each plugin lives in its own standalone repo under the [agent-sh](https://github.com/agent-sh) org. agentsys is the marketplace and installer that ties them together.
An agent orchestration system - 19 plugins, 49 agents (39 file-based + 10 role-based specialists in audit-project), and 40 skills that compose into structured pipelines for software development. Each plugin lives in its own standalone repo under the [agent-sh](https://github.com/agent-sh) org. agentsys is the marketplace and installer that ties them together.

Each agent has a single responsibility, a specific model assignment, and defined inputs/outputs. Pipelines enforce phase gates so agents can't skip steps. State persists across sessions so work survives interruptions.

Expand All @@ -57,8 +57,8 @@ The system runs on Claude Code, OpenCode, Codex CLI, Cursor, and Kiro. Install v

**Code does code work. AI does AI work.**

- **Detection**: regex, AST analysis, static analysisfast, deterministic, no tokens wasted
- **Judgment**: LLM calls for synthesis, planning, reviewwhere reasoning matters
- **Detection**: regex, AST analysis, static analysis - fast, deterministic, no tokens wasted
- **Judgment**: LLM calls for synthesis, planning, review - where reasoning matters
- **Result**: 77% fewer tokens for [/drift-detect](#drift-detect) vs multi-agent approaches, certainty-graded findings throughout

**Certainty levels exist because not all findings are equal:**
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### /deslop

**Purpose:** Finds AI slopdebug statements, placeholder text, verbose comments, TODOsand removes it.
**Purpose:** Finds AI slop - debug statements, placeholder text, verbose comments, TODOs - and removes it.

**How detection works:**

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### /sync-docs

**Purpose:** Sync documentation with actual code changesfind outdated refs, update CHANGELOG, flag stale examples.
**Purpose:** Sync documentation with actual code changes - find outdated refs, update CHANGELOG, flag stale examples.

**The problem it solves:**

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**2. Pipeline with gates, not a monolith**

Same principle as DevOps. Each step must pass before the next begins. Can't push before review. Can't merge before CI passes. Hooks enforce thisagents literally cannot skip phases.
Same principle as DevOps. Each step must pass before the next begins. Can't push before review. Can't merge before CI passes. Hooks enforce this - agents literally cannot skip phases.

**3. Tools do tool work, agents do agent work**

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2 changes: 1 addition & 1 deletion site/index.html
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<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>AgentSys - Agent Runtime &amp; Orchestration System</title>
<meta name="description" content="A modular runtime and orchestration system for AI agents. 19 plugins, 49 agents, 40 skills structured pipelines for Claude Code, OpenCode, Codex CLI, Cursor, and Kiro.">
<meta name="description" content="A modular runtime and orchestration system for AI agents. 19 plugins, 49 agents, 40 skills - structured pipelines for Claude Code, OpenCode, Codex CLI, Cursor, and Kiro.">
<meta name="theme-color" content="#09090b">

<!-- Open Graph -->
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2 changes: 1 addition & 1 deletion site/ux-spec.md
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### Head Content
```html
<title>AgentSys - Agent Runtime &amp; Orchestration System</title>
<meta name="description" content="A modular runtime and orchestration system for AI agents. 19 plugins, 49 agents, 40 skills structured pipelines for Claude Code, OpenCode, Codex CLI, Cursor, and Kiro.">
<meta name="description" content="A modular runtime and orchestration system for AI agents. 19 plugins, 49 agents, 40 skills - structured pipelines for Claude Code, OpenCode, Codex CLI, Cursor, and Kiro.">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="theme-color" content="#0a0a0f">

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