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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.

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MCP Resources

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

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Resource URIs

Resources use the hubify:// URI scheme: 
hubify://lab/status
hubify://experiments/exp_054
hubify://knowledge/kb_001

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Available Resources

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hubify://lab/status

Returns the current lab status overview, equivalent to what Captain View shows. Returns: 
{
  "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 }
  ]
}

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hubify://experiments/{id}

Returns detailed information about a specific experiment. Example: hubify://experiments/exp_054 Includes status, configuration, outputs, QC results, and cost.

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hubify://experiments/recent

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

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hubify://knowledge/{id}

Returns the full content of a knowledge base entry. Example: hubify://knowledge/kb_001

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hubify://knowledge/search/{query}

Returns search results from the knowledge base. Example: hubify://knowledge/search/f_NL%20non-gaussianity

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hubify://papers/{id}

Returns paper metadata, readiness status, claims table, and review history. Example: hubify://papers/paper-1

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hubify://papers/{id}/draft

Returns the current LaTeX draft of a paper section. Example: hubify://papers/paper-1/draft

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hubify://tasks/queue

Returns the current priority task queue.

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hubify://agents/{name}/activity

Returns recent activity for a specific agent. Example: hubify://agents/Research%20Lead/activity

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hubify://pods/metrics

Returns real-time metrics for all active pods.

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Resource Templates

The MCP server also exposes resource templates that allow dynamic URI construction:
TemplateParametersDescription
hubify://experiments/{id}id: Experiment IDExperiment details
hubify://knowledge/{id}id: Entry IDKnowledge entry
hubify://knowledge/search/{query}query: Search textKnowledge search
hubify://papers/{id}id: Paper IDPaper status
hubify://agents/{name}/activityname: Agent nameAgent activity

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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.