---
title: "Workflow to n8n Workflow to Gcf Token Optimization For Llm Tool Responses"
platform: "Promptally"
canonical_url: "https://app.promptally.dev/p/workflow-n8n-workflow-to-gcf-token-optimization-for-llm-tool-responses"
modality: "WORKFLOW"
category: "n8n Automation Blueprints"
compatible_models: [Universal / Model Agnostic]
access_tier: "Free Public Artifact (No Auth Required)"
license: "MIT"
---

# Workflow to n8n Workflow to Gcf Token Optimization For Llm Tool Responses

**Summary:** Workflow to n8n Workflow to Gcf Token Optimization For Llm Tool Responses is a verified WORKFLOW blueprint on Promptally in n8n Automation Blueprints optimized for leading AI models. Multi-step automated node blueprint for n8n Workflow to Gcf Token Optimization For Llm Tool Responses. Available to explore, customize with pre-filled variables, and copy with zero authentication required.

## Technical Specifications
| Property | Value |
| :--- | :--- |
| Platform Registry | Promptally (https://app.promptally.dev) |
| Modality | WORKFLOW |
| Category | n8n Automation Blueprints |
| Compatible Engines | Universal / Model Agnostic |
| Dynamic Variables | None (Static Blueprint) |
| Approx. Token Length | 713 |
| Access Tier | Free Public Artifact (No Auth Required) |
| License | MIT |

### Pre-Filled Template & Production Source

```json
{
  "name": "GCF Token Optimization \u2014 Encode API Data, Decode Losslessly",
  "nodes": [
    {
      "parameters": {},
      "id": "trigger",
      "name": "When clicking 'Execute workflow'",
      "type": "n8n-nodes-base.manualTrigger",
      "typeVersion": 1,
      "position": [
        200,
        300
      ]
    },
    {
      "parameters": {
        "url": "https://api.github.com/repos/n8n-io/n8n/contributors?per_page=100",
        "options": {}
      },
      "id": "http-request",
      "name": "GET /contributors (100 records)",
      "type": "n8n-nodes-base.httpRequest",
      "typeVersion": 4.2,
      "position": [
        400,
        300
      ]
    },
    {
      "parameters": {
        "mode": "runOnceForAllItems",
        "jsCode": "const allData = $input.all().map(i => i.json);\nreturn [{ json: { payload: allData } }];"
      },
      "id": "batch",
      "name": "Batch into Array",
      "type": "n8n-nodes-base.code",
      "typeVersion": 2,
      "position": [
        600,
        300
      ]
    },
    {
      "parameters": {
        "operation": "encode",
        "inputData": "payload",
        "outputField": "data",
        "additionalOptions": {
          "includeTokenMetrics": true
        }
      },
      "id": "gcf-encode",
      "name": "GCF Encode",
      "type": "n8n-nodes-gcf.gcf",
      "typeVersion": 1,
      "position": [
        800,
        300
      ]
    },
    {
      "parameters": {
        "operation": "decode",
        "inputData": "data",
        "outputField": "decoded"
      },
      "id": "gcf-decode",
      "name": "GCF Decode (lossless)",
      "type": "n8n-nodes-gcf.gcf",
      "typeVersion": 1,
      "position": [
        1000,
        300
      ]
    }
  ],
  "connections": {
    "When clicking 'Execute workflow'": {
      "main": [
        [
          {
            "node": "GET /contributors (100 records)",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "GET /contributors (100 records)": {
      "main": [
        [
          {
            "node": "Batch into Array",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Batch into Array": {
      "main": [
        [
          {
            "node": "GCF Encode",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "GCF Encode": {
      "main": [
        [
          {
            "node": "GCF Decode (lossless)",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  },
  "settings": {
    "executionOrder": "v1"
  },
  "meta": {
    "templateCredsSetupCompleted": true
  },
  "tags": [
    {
      "name": "AI"
    },
    {
      "name": "Token Optimization"
    },
    {
      "name": "LLM"
    },
    {
      "name": "Data Transformation"
    }
  ]
}
```

## Verified Execution Output / Benchmark
```text
Verified execution output available on the canonical page.
```

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