Docs Agent against a local model after changing its system prompt, `docs/kb/` content, the MCP tool descriptions, or the docs search ranking. See `evals/docs-agent/README.md` for the tuning loop.
## Documentation
- When
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agent experience that can work with local projects,
files, browser previews, IM channels, skills, MCPservers, scheduled tasks,
and rich artifacts.
### Cowork vs OpenClaw
`Cowork` is LobsterAI's product/session layer
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AGENTS.md — Maddy Mail Server
## Architecture
Maddy is a composable all-in-one mail server (MTA/MX/IMAP) written in Go. The core abstraction is the **module system**: every functional component (auth, storage
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data access
├── schemas/ # Pydantic request/response schemas
├── tasks/ # Background jobs and post-call work
├── mcp_server/ # MCP surface exposed by the backend
├── utils/ # Shared utilities
├── alembic/ # Database migrations
└── tests/ # Test suite
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tool for visualizing software architecture. It provides a DSL for describing architecture, a language server, CLI, VSCode extension, and web-based diagram visualization.
## Read task guidance before work
AGENTS.md
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code
- Useful for debugging Azure.Core and other dependencies
## Agent-Specific Tools and MCP
### MCPServer Requirements
To use MCP (Model Context Protocol) tool calls:
- **PowerShell must be installed** ([Installation Guide
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Main showcase app — all SDK features in one UI (uses Kumo design system)
mcp/ # MCPserver example
mcp-client/ # MCP client example
... # ~20 examples total
experimental/ # Work-in-progress experiments
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simple, clear, and consistent.
Each example should focus on **one feature or concept** (e.g., MCPservers, email routing, workflows). The exception is `playground/`, which is the kitchen-sink showcase covering
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answer back.
5. **Discoverability determines whether agents find you at all.** `llms.txt`,
typed SDKs, MCPservers, machine-readable specs. If an agent can't discover
your surface, it reaches
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brain`, gated by `factoryBrainPolicy` so unattended runs can't write shared context).
- **Connections** are MCPservers: `linear` (`https://mcp.linear.app/mcp`, app-scoped auth shared through `linearAuth` in `agent/lib/constants.ts`). Its connection
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ctx.agent()` and requests structured output per turn (`defineAgent` no longer takes `outputSchema`).
- **Connections** are MCPservers: `linear` (`https://mcp.linear.app/mcp`, app-scoped auth shared through `linearAuth` in `agent/lib/constants.ts` with scopes
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Mail cannot be recalled, so the Resend surface is an allow list.** Resend's MCPserver publishes around 85 tools spanning campaigns, contacts, domains, webhooks, and API keys, of which
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