owndev · owndev · Oct 10, 2025 · Oct 10, 2025 · Oct 10, 2025 · Oct 10, 2025
diff --git a/README.md b/README.md
@@ -114,18 +114,29 @@ The functions include a built-in encryption mechanism for sensitive information:
 
 ### **2. [N8N Pipeline](./pipelines/n8n/n8n.py)**
 
+> [!TIP]
+> **N8N Workflow Automation Integration**
+>
+> Connect Open WebUI with N8N to leverage powerful workflow automation. Includes configurable AI Agent tool usage display for complete transparency into your agent's actions.
+
 - Integrates **Open WebUI** with **N8N**, an automation and workflow platform.
-- Streaming support for real-time data processing.
+- **AI Agent Tool Usage Display (v2.2.0)** 🛠️: Shows tool calls from N8N AI Agent workflows with three verbosity levels (minimal, compact, detailed) and customizable length limits (non-streaming mode only).
+- Streaming and non-streaming support for real-time and batch data processing.
 - Sends messages from Open WebUI to an **N8N webhook**.
 - Supports real-time message processing with dynamic field handling.
 - Enables automation of AI-generated responses within an **N8N workflow**.
 - Supports encryption of sensitive information like API keys.
 - Here is an example [N8N workflow](./pipelines/n8n/Open_WebUI_Test_Agent.json) for [N8N Pipeline](./pipelines/n8n/n8n.py)
 
+> [!IMPORTANT]
+> **Tool Usage Display Limitation**: The AI Agent tool call display currently only works in **non-streaming mode** due to N8N's current streaming implementation. The code is future-proof and will automatically work when N8N adds `intermediateSteps` to streaming responses.
+
 🔗 [N8N Pipeline in Open WebUI](https://openwebui.com/f/owndev/n8n_pipeline)
 
 🔗 [Learn More About N8N](https://n8n.io/)
 
+📖 [N8N Tool Usage Display Documentation](./docs/n8n-tool-usage-display.md)
+
 ### **3. [Infomaniak](./pipelines/infomaniak/infomaniak.py)**
 
 - Integrates **Open WebUI** with **Infomaniak**, a Swiss web hosting and cloud services provider.

diff --git a/docs/n8n-integration.md b/docs/n8n-integration.md
@@ -3,7 +3,10 @@
 This integration allows Open WebUI to communicate with workflows created in **n8n**, a powerful workflow automation tool. Messages are sent and received via webhook endpoints, making it easy to plug Open WebUI into your existing automation pipelines.
 
 > [!NOTE]  
-> **Recent Improvements (v2.1.0)**: Enhanced streaming support with consistent response handling, automatic systemPrompt deduplication, simplified configuration, and improved error messaging.
+> **Recent Improvements (v2.2.0)**: Added AI Agent tool usage display with collapsible details sections. The pipeline now extracts and displays tool calls from `intermediateSteps` in **non-streaming mode**, showing tool names, inputs, and results in a user-friendly format.
+
+> [!IMPORTANT]  
+> **Tool Usage Display**: AI Agent tool calls are currently only visible in **non-streaming mode** due to N8N's streaming implementation. The code is future-proof and will automatically work if N8N adds `intermediateSteps` support to streaming responses.
 
 🔗 [Learn More About N8N](https://n8n.io/)
 
@@ -18,6 +21,19 @@ This integration allows Open WebUI to communicate with workflows created in **n8
 
 ## Features
 
+> [!TIP]
+> **AI Agent Tool Usage Display (v2.2.0)** 🛠️
+>
+> Automatically extracts and displays tool calls from N8N AI Agent workflows in **non-streaming mode**.
+>
+> - 📊 **Three verbosity levels**: `minimal` (names only), `compact` (names + preview), `detailed` (full info)
+> - 📏 **Customizable length limits**: Control input/output text length
+> - 🎯 **Flexible configuration**: Adapt display to your needs
+>
+> Shows tool names, inputs, and results from the `intermediateSteps` array to provide transparency into the AI agent's workflow execution.
+>
+> 📖 [Learn more about Tool Usage Display](./n8n-tool-usage-display.md)
+
 - **Streaming & Non-Streaming Support**  
   Automatic detection and handling of both streaming and non-streaming responses with consistent output formatting.
 

diff --git a/docs/n8n-tool-usage-display.md b/docs/n8n-tool-usage-display.md
@@ -0,0 +1,297 @@
+# N8N AI Agent Tool Usage Display
+
+## Overview
+
+Starting with version 2.2.0, the N8N pipeline automatically displays AI Agent tool calls in a user-friendly format. When your N8N workflow includes an AI Agent node that uses tools (like Wikipedia, Date/Time, Calculator, etc.), the pipeline will extract and display detailed information about each tool invocation.
+
+Version 2.2.0 includes **configurable verbosity levels** and **length limits** for tool display, allowing you to control how detailed the tool information is shown.
+
+## Important Limitation
+
+> [!IMPORTANT]
+> **⚠️ Non-Streaming Mode Only**: Tool usage display is currently only available in **non-streaming mode**. N8N's AI Agent streaming responses do not include the `intermediateSteps` field, which is required to show tool calls. This is a limitation of N8N's streaming implementation, not the pipeline.
+>
+> **To see tool calls**: Configure your N8N workflow to use **non-streaming responses** (remove or disable streaming in the "Respond to Webhook" node).
+
+## Features
+
+### Automatic Detection
+
+- Works with **non-streaming** N8N responses
+- Automatically extracts `intermediateSteps` from the N8N response payload
+- Configurable verbosity levels (v2.2.0+)
+- Customizable length limits for inputs and outputs (v2.2.0+)
+
+### Verbosity Levels (v2.2.0+)
+
+> [!TIP]
+> **Configure via Pipeline Settings**: Set `TOOL_DISPLAY_VERBOSITY` to control the detail level.
+
+#### 1. **Minimal** (`minimal`)
+
+Shows only tool names in a collapsible list:
+
+```txt
+🛠️ Tool Calls (4 steps) ▶
+  1. Date_Time
+  2. Crypto
+  3. Wikipedia
+  4. Calculator
+```
+
+**Best for**: Quick overview, minimal UI clutter, collapsible for space-saving
+
+#### 2. **Compact** (`compact`)
+
+Shows tool names with short result previews:
+
+```txt
+🛠️ Tool Calls (4 steps) ▶
+  1. Date_Time → [{"currentDate":"2025-10-10T11:22:38.697+01:00"}]
+  2. Crypto → [{"Property_Name":"uuid4","uuid4":"c28495ca-1eb8-419f-8941-7a38c753e809"}]
+  3. Wikipedia → Page: List of tz database time zones...
+  4. Calculator → 128675.5415958103
+```
+
+**Best for**: Balance between overview and detail
+
+#### 3. **Detailed** (`detailed`) - Default
+
+Shows full collapsible sections with all information:
+
+```txt
+🛠️ Tool Calls (4 steps) ▶
+  ├─ Step 1: Date_Time ▶
+  │   🔧 Tool: Date_Time
+  │   🆔 Call ID: call_i7JgGhwh7xV0ghqR9mD4qTJ9
+  │   📥 Input: {"Include_Current_Time": true, "Timezone": "Europe/London"}
+  │   📤 Result: [{"currentDate":"2025-10-10T11:22:38.697+01:00"}]
+  │   📝 Log: Invoking "Date_Time" with...
+  ├─ Step 2: Crypto ▶
+  └─ ...
+```
+
+**Best for**: Debugging, full transparency
+
+### Length Limits (v2.2.0+)
+
+> [!NOTE]
+> **Control Output Size**: Set `TOOL_INPUT_MAX_LENGTH` and `TOOL_OUTPUT_MAX_LENGTH` to limit text length.
+
+- **`TOOL_INPUT_MAX_LENGTH`** (default: 500): Maximum characters for tool input display in `detailed` and `compact` modes
+- **`TOOL_OUTPUT_MAX_LENGTH`** (default: 500): Maximum characters for tool output/observation display
+- Set to **0** for unlimited length (no truncation)
+
+> [!IMPORTANT]
+> **Behavior with `0` (unlimited)**:
+>
+> - **Detailed mode**: Shows complete input and output without any truncation
+> - **Compact mode**: For inputs, shows full data. For outputs, still uses a 100-character preview for UI readability
+
+**Example**: For very long Wikipedia results, set `TOOL_OUTPUT_MAX_LENGTH` to 200 to show only the first 200 characters, or set to 0 to show everything.
+
+### Rich Display Format (Detailed Mode)
+
+Each tool call is displayed with:
+
+- 🔧 **Tool Name**: The name of the tool that was invoked
+- 🆔 **Call ID**: Unique identifier for debugging (e.g., `call_FB0sIgrwuIGJkOaROor7raU2`)
+- 📥 **Input**: The parameters passed to the tool (formatted as JSON, respects `TOOL_INPUT_MAX_LENGTH`)
+- 📤 **Result**: The tool's response/observation (respects `TOOL_OUTPUT_MAX_LENGTH`)
+- 📝 **Log**: Optional log messages from the tool execution (max 200 chars)
+
+### Collapsible UI
+
+Uses HTML `<details>` tags for a clean, expandable interface:
+
+Click to expand each step and view full details (in detailed mode).
+
+## Example
+
+### N8N Response Format
+
+Your N8N AI Agent workflow should return data in this format:
+
+```json
+[
+  {
+    "output": "Current time in Europe/London: 2025-10-10 09:46:45 BST (UTC+1)...",
+    "intermediateSteps": [
+      {
+        "action": {
+          "tool": "Date_Time",
+          "toolInput": {
+            "Include_Current_Time": true,
+            "Timezone": "Europe/London"
+          },
+          "toolCallId": "call_FB0sIgrwuIGJkOaROor7raU2",
+          "log": "Calling Date_Time with input: {...}"
+        },
+        "observation": "[{\"currentDate\":\"2025-10-10T09:46:45.754+01:00\"}]"
+      },
+      {
+        "action": {
+          "tool": "Wikipedia",
+          "toolInput": {
+            "input": "Europe/London time zone Wikipedia"
+          },
+          "toolCallId": "call_QFUtaSdUI2PtgjhkDTmbRknt",
+          "log": "Calling Wikipedia with input: {...}"
+        },
+        "observation": "Page: Time zone\nSummary: Time zones are regions..."
+      }
+    ]
+  }
+]
+```
+
+### UI Display
+
+The user will see:
+
+1. **Main Response**: The agent's text response from the `output` field
+2. **Tool Calls Section**: A collapsible section with all tool invocations
+
+## Implementation Details
+
+### Streaming Mode ⚠️
+
+> **Not Supported**: N8N AI Agent does not include `intermediateSteps` in streaming responses. The streaming mode only sends content chunks, not metadata. This is a limitation of N8N's implementation.
+
+### Non-Streaming Mode ✅
+
+- Tool calls are extracted from the complete response JSON
+- Supports both array `[{...}]` and object `{...}` response formats
+- Automatically detects and formats all tool calls from `intermediateSteps`
+
+### Data Structure Support
+
+The pipeline handles both response formats from N8N:
+
+**Array Format (typical for streaming):**
+
+```json
+[
+  {
+    "output": "...",
+    "intermediateSteps": [...]
+  }
+]
+```
+
+**Object Format (typical for non-streaming):**
+
+```json
+{
+  "output": "...",
+  "intermediateSteps": [...]
+}
+```
+
+## N8N Workflow Configuration
+
+To enable this feature, your N8N workflow must:
+
+1. **Use AI Agent Node**: Include an AI Agent node with tools
+2. **Disable Streaming**: In the "Respond to Webhook" node, ensure streaming is disabled
+3. **Return intermediateSteps**: Ensure your workflow returns the `intermediateSteps` array in the response
+
+### Example N8N Workflow Structure
+
+```txt
+Webhook Trigger
+  ↓
+AI Agent (with tools: Wikipedia, Date/Time, etc.)
+  ↓
+Function Node (format response)
+  ↓
+Respond to Webhook
+```
+
+**Function Node Code Example:**
+
+```javascript
+// Get the AI Agent output
+const agentOutput = $('AI Agent').item.json;
+
+return {
+  output: agentOutput.output,
+  intermediateSteps: agentOutput.intermediateSteps || []
+};
+```
+
+## Supported Tools
+
+The display works with any N8N tool, including:
+
+- 📅 Date/Time
+- 📚 Wikipedia
+- 🔍 Search
+- 🧮 Calculator
+- 🌐 HTTP Request
+- 📧 Email
+- 💾 Database queries
+- And any custom tools you create!
+
+## Configuration
+
+### Pipeline Settings
+
+Configure tool display in the N8N pipeline settings (Admin Panel → Functions → N8N Pipeline):
+
+| Setting | Default | Description |
+|---------|---------|-------------|
+| `TOOL_DISPLAY_VERBOSITY` | `detailed` | Display mode: `minimal`, `compact`, or `detailed` |
+| `TOOL_INPUT_MAX_LENGTH` | `500` | Maximum characters for tool input. Set to `0` for unlimited (no truncation) |
+| `TOOL_OUTPUT_MAX_LENGTH` | `500` | Maximum characters for tool output. Set to `0` for unlimited in detailed mode (compact mode uses 100 char preview) |
+
+### Recommendations
+
+> [!TIP]
+> **For Production Use**:
+>
+> - Use `compact` mode for cleaner UI with essential info
+> - Set `TOOL_OUTPUT_MAX_LENGTH` to 200-300 for long outputs like Wikipedia
+>
+> **For Development/Debugging**:
+>
+> - Use `detailed` mode to see all information
+> - Set lengths to 0 (unlimited) to see complete data
+>
+> **For Minimal UI**:
+>
+> - Use `minimal` mode to just show tool names
+> - Perfect for when you only need to know which tools were called
+
+## Troubleshooting
+
+### Tool Calls Not Showing?
+
+Check that:
+
+1. ✅ Your N8N workflow includes an AI Agent node with tools
+2. ✅ The response includes the `intermediateSteps` array
+3. ✅ The N8N pipeline version is 2.2.0 or higher
+4. ✅ The response structure matches the expected format (see examples above)
+5. ✅ You're using non-streaming mode (streaming doesn't support tool display)
+
+### Debugging
+
+Enable debug logging in the pipeline to see:
+
+- Number of intermediate steps found
+- Tool call extraction process
+- Response parsing details
+
+The pipeline logs helpful messages like:
+
+```txt
+Found 3 intermediate steps
+Added 3 tool calls to response
+```
+
+## Related Documentation
+
+- [N8N Integration Overview](./n8n-integration.md)
+- [N8N Template Workflows](../pipelines/n8n/)
+- [N8N AI Agent Documentation](https://docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent/)