> ## Documentation Index
> Fetch the complete documentation index at: https://hubify.com/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# MCP Resources

> Available MCP resources for reading lab data, experiment results, and knowledge base entries.

# MCP Resources

MCP resources provide read-only access to your lab's data. AI assistants can read these resources for context without making changes.

## Resource URIs

Resources use the `hubify://` URI scheme:

```
hubify://lab/status
hubify://experiments/exp_054
hubify://knowledge/kb_001
```

## Available Resources

### `hubify://lab/status`

Returns the current lab status overview, equivalent to what Captain View shows.

**Returns:**

```json theme={null}
{
  "lab": "bigbounce",
  "experiments": {
    "running": 2,
    "queued": 3,
    "completed_today": 5
  },
  "agents": {
    "total": 6,
    "active": 6,
    "idle": 1
  },
  "pods": {
    "active": 2,
    "gpu_utilization_avg": 0.87,
    "monthly_spend_usd": 312
  },
  "papers": [
    { "id": "paper-1", "readiness": 0.88 },
    { "id": "paper-2", "readiness": 0.45 }
  ]
}
```

### `hubify://experiments/{id}`

Returns detailed information about a specific experiment.

**Example:** `hubify://experiments/exp_054`

Includes status, configuration, outputs, QC results, and cost.

### `hubify://experiments/recent`

Returns the 10 most recent experiments with their status and key metrics.

### `hubify://knowledge/{id}`

Returns the full content of a knowledge base entry.

**Example:** `hubify://knowledge/kb_001`

### `hubify://knowledge/search/{query}`

Returns search results from the knowledge base.

**Example:** `hubify://knowledge/search/f_NL%20non-gaussianity`

### `hubify://papers/{id}`

Returns paper metadata, readiness status, claims table, and review history.

**Example:** `hubify://papers/paper-1`

### `hubify://papers/{id}/draft`

Returns the current LaTeX draft of a paper section.

**Example:** `hubify://papers/paper-1/draft`

### `hubify://tasks/queue`

Returns the current priority task queue.

### `hubify://agents/{name}/activity`

Returns recent activity for a specific agent.

**Example:** `hubify://agents/Research%20Lead/activity`

### `hubify://pods/metrics`

Returns real-time metrics for all active pods.

## Resource Templates

The MCP server also exposes resource templates that allow dynamic URI construction:

| Template                            | Parameters           | Description        |
| ----------------------------------- | -------------------- | ------------------ |
| `hubify://experiments/{id}`         | `id`: Experiment ID  | Experiment details |
| `hubify://knowledge/{id}`           | `id`: Entry ID       | Knowledge entry    |
| `hubify://knowledge/search/{query}` | `query`: Search text | Knowledge search   |
| `hubify://papers/{id}`              | `id`: Paper ID       | Paper status       |
| `hubify://agents/{name}/activity`   | `name`: Agent name   | Agent activity     |

## Usage in AI Assistants

When your AI assistant has the Hubify MCP server configured, it can read resources for context. For example, when writing a paper section, the assistant might read:

1. `hubify://experiments/exp_054` to get the latest results
2. `hubify://knowledge/search/bounce cosmology` to find relevant background
3. `hubify://papers/paper-1` to understand what sections are still needed

This gives the assistant rich, up-to-date context from your lab without manual copy-pasting.