# InternalAI Agent

A documentation and pattern library that gives LLM agents the context they need to build data analysis workflows against Monadical's internal systems — ContactDB (people directory) and DataIndex (unified data from email, calendar, Zulip, meetings, documents).

The goal is to use [opencode](https://opencode.ai) (or any LLM-powered coding tool) to iteratively create [marimo](https://marimo.io) notebook workflows that query and analyze company data.

## Getting Started

### Prerequisites

- [opencode](https://opencode.ai) installed
- Access to the InternalAI platform (ContactDB + DataIndex running locally, accessible via http://localhost:42000)

### Configuring opencode with LiteLLM

To use models through LiteLLM, add the following to `~/.config/opencode/config.json`:

```json
{
  "$schema": "https://opencode.ai/config.json",
  "provider": {
    "litellm": {
      "npm": "@ai-sdk/openai-compatible",
      "name": "Litellm",
      "options": {
        "baseURL": "https://litellm.app.monadical.io",
        "apiKey": "xxxxx"
      },
      "models": {
        "Kimi-K2.5-dev": {
          "name": "Kimi-K2.5-dev"
        }
      }
    }
  }
}
```

Replace `xxxxx` with your actual LiteLLM API key.

### Running opencode

From the project root:

```bash
opencode
```

opencode will pick up `AGENTS.md` automatically and use it as the entry point to understand the project, the available APIs, and how to write workflows.

## How AGENTS.md Works

`AGENTS.md` is the routing guide for LLM agents. It is structured as follows:

1. **Purpose statement** — Explains that the agent's job is to build marimo notebooks that analyze company data.

2. **Documentation routing table** — Directs the agent to the right file depending on the topic:

   | Topic | File |
   |-------|------|
   | Company context, tools, connectors overview | `docs/company-context.md` |
   | People, contacts, relationships | `docs/contactdb-api.md` |
   | Querying emails, meetings, chats, docs | `docs/dataindex-api.md` |
   | Connector-to-entity-type mappings | `docs/connectors-and-sources.md` |
   | Notebook creation patterns and templates | `docs/notebook-patterns.md` |

3. **API base URLs** — ContactDB and DataIndex endpoints (both via Caddy proxy and direct).

4. **Common query translation table** — Maps natural-language questions (e.g. "Who am I?", "Recent meetings") to the corresponding API calls.

5. **Workflow rules** — When to create a notebook vs. answer inline, naming conventions, and the requirement to propose a plan before implementing.

## Workflow

### How it works

1. **Ask a question in opencode** — Describe what you want to analyze (e.g. "Show me all meetings about Greyhaven in January").

2. **Agent reads AGENTS.md** — opencode picks up the routing guide and navigates to the relevant docs to understand the APIs.

3. **Agent proposes a plan** — Before writing code, the agent outlines: Goal, Data Sources, Algorithm, and Output Format.

4. **Agent creates a marimo notebook** — A `.py` file is written to `workflows/` following the naming convention `<NNN>_<topic>_<scope>.py`.

5. **Iterate** — Run the notebook with `marimo edit workflows/<name>.py`, review the output, and ask the agent to refine.

### Workflow output format

Workflows are [marimo notebooks](https://marimo.io) — plain Python files with `@app.cell` decorators. They typically follow this structure:

- **params cell** — User-editable parameters (search terms, date ranges, contact names)
- **config cell** — API base URLs
- **setup cell** — Shared imports (`httpx`, `polars`, `marimo`)
- **data cells** — Fetch and transform data from ContactDB / DataIndex
- **output cells** — Tables, charts, or markdown summaries

### Naming convention

```
workflows/<NNN>_<topic>_<scope>.py
```

Examples:
- `001_greyhaven_meetings_january.py`
- `002_email_activity_q1.py`

## Project Structure

```
internalai-agent/
├── AGENTS.md                        # LLM agent routing guide (entry point)
├── README.md
├── docs/
│   ├── company-context.md           # Monadical org, tools, key concepts
│   ├── contactdb-api.md             # ContactDB REST API reference
│   ├── dataindex-api.md             # DataIndex REST API reference
│   ├── connectors-and-sources.md    # Connector → entity type mappings
│   └── notebook-patterns.md         # Marimo notebook templates and patterns
└── workflows/                       # Generated analysis notebooks go here
```