# Agents Squads ## Docs - [API Reference](https://docs.agents-squads.com/api-reference/introduction.md): Programmatic access to Agents Squads - [Best Practices](https://docs.agents-squads.com/best-practices.md): Essential patterns for effective agent systems - [Changelog](https://docs.agents-squads.com/changelog.md): Track new features, improvements, and fixes in squads-cli - multi-LLM support, memory systems, and more - [CLI Reference](https://docs.agents-squads.com/cli-reference.md): Complete command reference for the squads CLI - [Agents](https://docs.agents-squads.com/concepts/agents.md): The building blocks of your AI system - [Memory](https://docs.agents-squads.com/concepts/memory.md): Persistent context across sessions - [Slop Constraints](https://docs.agents-squads.com/concepts/slop.md): Control output quality and prevent verbose, low-value responses - [Squads](https://docs.agents-squads.com/concepts/squads.md): Organize AI agents into domain-aligned teams with shared memory, triggers, and SQUAD.md configuration files - [Examples](https://docs.agents-squads.com/examples.md): Real-world agent configurations you can use today - [FAQ](https://docs.agents-squads.com/faq.md): Frequently asked questions about Agents Squads - [Agent Performance](https://docs.agents-squads.com/guides/agent-performance.md): Measure and optimize agent effectiveness with git-based metrics - [Agent Permissions](https://docs.agents-squads.com/guides/agent-permissions.md): Control what agents can and cannot do - [Agent Policies](https://docs.agents-squads.com/guides/agent-policies.md): Define and enforce governance rules for your AI agents - [Approval System](https://docs.agents-squads.com/guides/approvals.md): Human-in-the-loop controls for agent actions - [Audit Trail](https://docs.agents-squads.com/guides/audit-trail.md): Tracking and accountability for all agent actions - [Budget Controls](https://docs.agents-squads.com/guides/budget-controls.md): Cost limits and spending governance for agent execution - [Config Files Reference](https://docs.agents-squads.com/guides/config-files.md): Project instruction files across AI coding tools - [Context Optimization](https://docs.agents-squads.com/guides/context-optimization.md): Maximize agent performance through effective context management - [Creating Your First Agent](https://docs.agents-squads.com/guides/creating-agents.md): Step-by-step guide to building AI agents with markdown files - define purpose, inputs, outputs, and prompts - [Deployment](https://docs.agents-squads.com/guides/deployment.md): Run agents locally, in CI/CD, or on cloud infrastructure - [Hooks Configuration](https://docs.agents-squads.com/guides/hooks.md): Automate agent behavior with lifecycle hooks - [Learning Loop](https://docs.agents-squads.com/guides/learning-loop.md): Capture insights that compound across sessions - [Local LLM Setup with Ollama](https://docs.agents-squads.com/guides/local-llm-setup.md): Run AI agent squads locally with Ollama - complete privacy, no API costs - [MCP Configuration](https://docs.agents-squads.com/guides/mcp-configuration.md): Connect agents to external tools and services via Model Context Protocol - [Multi-LLM Usage](https://docs.agents-squads.com/guides/multi-llm.md): Mix different LLM providers and models for optimal results - [Working with Squads](https://docs.agents-squads.com/guides/organizing-squads.md): Structure your agents into effective teams - [Agent Parallelization](https://docs.agents-squads.com/guides/parallelization.md): Run multiple agents concurrently for faster execution - [Secrets Management](https://docs.agents-squads.com/guides/secrets-management.md): Securely handle API keys, tokens, and sensitive configuration - [Security](https://docs.agents-squads.com/guides/security.md): Protect your agents from attacks and your systems from agents - [Structured Outputs](https://docs.agents-squads.com/guides/structured-outputs.md): Get predictable, parseable responses from agents - [Token Economics](https://docs.agents-squads.com/guides/token-economics.md): Understand and optimize LLM costs - [Using Memory](https://docs.agents-squads.com/guides/using-memory.md): Give your agents persistent context across sessions - [Introduction](https://docs.agents-squads.com/introduction.md): AI systems you can learn, understand & trust - [Quickstart](https://docs.agents-squads.com/quickstart.md): A CLI for humans and agents - get your first squad running in 5 minutes ## OpenAPI Specs - [openapi](https://docs.agents-squads.com/api-reference/openapi.json)