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Cogitator
Self-hosted, production-grade AI agent runtime for TypeScript: multi-provider LLMs, tools with approvals, memory and RAG, DAG workflows, multi-agent swarms, sandboxed execution, MCP and A2A.
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The beginning of the file, from our validated copy saved 2026-10-25T19:08:11.535Z. Cached copy · Source on cogitator.app
# Cogitator
> Self-hosted, production-grade AI agent runtime for TypeScript: multi-provider LLMs, tools with approvals, memory and RAG, DAG workflows, multi-agent swarms, sandboxed execution, MCP and A2A.
Cogitator is a set of npm packages under the `@cogitator-ai/*` scope. Start with `@cogitator-ai/core` (agents, tools, LLM backends) and add packages for memory, workflows, swarms, RAG, evals, voice, browser automation, messaging channels and server adapters as you need them.
Install:
```bash
npm install @cogitator-ai/core zod
npx create-cogitator-app my-agents
```
Every link below points to the Markdown version of a docs page; drop the `.mdx` suffix for the HTML page.
## Overview
- [Welcome to Cogitator](https://cogitator.app/docs.mdx): The Sovereign AI Agent Runtime — self-hosted, production-grade orchestration for LLM swarms and autonomous agents.
## Getting Started
- [Installation](https://cogitator.app/docs/getting-started.mdx): Install Cogitator and set up your development environment.
- [Quick Start](https://cogitator.app/docs/getting-started/quick-start.mdx): Build your first AI agent in 5 minutes.
- [Project Scaffolding](https://cogitator.app/docs/getting-started/scaffolding.mdx): Create new Cogitator projects in seconds with create-cogitator-app.
- [Project Structure](https://cogitator.app/docs/getting-started/project-structure.mdx): How Cogitator projects and the monorepo are organized.
- [Configuration](https://cogitator.app/docs/getting-started/configuration.mdx): Configure Cogitator with YAML files, environment variables, and provider settings.
- [CLI](https://cogitator.app/docs/cli.mdx): Command-line interface for Cogitator — scaffold assistants, run them as services, chat with agents, manage Ollama models and deploy.
## Core
- [Cogitator Runtime](https://cogitator.app/docs/core/cogitator.mdx): The main runtime that orchestrates agent execution, LLM routing, memory, and observability.
- [Agents](https://cogitator.app/docs/core/agents.mdx): Configure and run AI agents with tools, instructions, and model parameters.
- [Tools](https://cogitator.app/docs/core/tools.mdx): Create type-safe tools that give agents the ability to interact with external systems.
- [LLM Backends](https://cogitator.app/docs/core/llm-backends.mdx): Supported LLM providers, configuration, and provider-prefix routing.
- [Model Registry](https://cogitator.app/docs/core/model-registry.mdx): Dynamic model registry with pricing, capabilities, and multi-provider support.
- [Structured Outputs](https://cogitator.app/docs/core/structured-outputs.mdx): Get typed JSON responses from LLMs using Zod schemas and response format modes.
- [Vision & Audio](https://cogitator.app/docs/core/vision-and-audio.mdx): Multi-modal capabilities including image analysis, image generation, audio transcription, and text-to-speech.
## Tools
- [Built-in Tools](https://cogitator.app/docs/tools/built-in.mdx): Reference for the 26 built-in tools that ship with @cogitator-ai/core, th
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