diff --git a/skills/blacknode-graph-workflow/SKILL.md b/skills/blacknode-graph-workflow/SKILL.md
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+---
+name: blacknode-graph-workflow
+version: 1.0.0
+description: Build and execute node-based AI workflows with LLM agents and processing
+  nodes
+inputs:
+- Model configuration (NIM_MODEL, API keys for NVIDIA NIM, OpenAI, Anthropic)
+- Node definitions with specified inputs and outputs (Literal, LLMAgent, FileWrite,
+  etc.)
+- Data sources (URLs, text content, or other inputs for the workflow)
+steps:
+- Initialize a blacknode.Graph instance to create the workflow structure
+- Add nodes to the graph with defined inputs and outputs (e.g., Literal, LLMAgent,
+  FileWrite)
+- Define edges connecting nodes to establish data flow between them
+- Execute the graph using cook() to run the workflow and generate outputs
+outputs:
+- Processed results from the final node (e.g., printed text, written files, or generated
+  data)
+- Graph execution status and any errors encountered during execution
+tags: []
+metadata:
+  source_repo: https://github.com/temiroff/Blacknode.git
+  extracted_at: ''
+  confidence: 0.95
+---
+
+# blacknode-graph-workflow
+
+Build and execute node-based AI workflows with LLM agents and processing nodes
+
+## Setup
+
+**Dependencies:**
+
+```text
+pip install blacknode (core package) anthropic>=0.25 openai>=1.0 petgraph (for graph operations)
+```
+
+**Setup steps:**
+
+1. Install blacknode package: pip install blacknode
+1. Configure model API keys (NIM_API_KEY, OPENAI_API_KEY, etc.) in .env or editor
+1. Create a Graph instance and add nodes with inputs/outputs
+1. Define node connections in g._edges list
+1. Execute with g.cook() to run the workflow and capture results
+
+## Key Files
+
+- `blacknode/blacknode.py (Graph class implementation)`
+- `examples/hello_agent.py (simple LLM agent workflow)`
+- `examples/converted_nvidia_nim.py (NIM model workflow)`
+
+## Steps
+
+1. Initialize a blacknode.Graph instance to create the workflow structure
+2. Add nodes to the graph with defined inputs and outputs (e.g., Literal, LLMAgent, FileWrite)
+3. Define edges connecting nodes to establish data flow between them
+4. Execute the graph using cook() to run the workflow and generate outputs
+
+## Implementation Details
+
+```python
+g = bn.Graph()
+```
+
+```python
+g._edges = [{'from': 'model', 'from_port': 'value', 'to': 'agent', 'to_port': 'model'}]
+```
+
+```python
+result = g.cook(output_node, 'value')
+```
+
+## Inputs
+
+- Model configuration (NIM_MODEL, API keys for NVIDIA NIM, OpenAI, Anthropic)
+- Node definitions with specified inputs and outputs (Literal, LLMAgent, FileWrite, etc.)
+- Data sources (URLs, text content, or other inputs for the workflow)
+
+## Outputs
+
+- Processed results from the final node (e.g., printed text, written files, or generated data)
+- Graph execution status and any errors encountered during execution
+
+## Failure Modes
+
+- Missing or invalid model API key causing graph initialization failure
+- Incorrect node connections or missing edge definitions leading to runtime errors
+- Model not found or unavailable in the specified environment causing execution failure
+- Graph edges not properly defined or mismatched causing cook() to fail
+
+## Source
+
+Extracted from: [https://github.com/temiroff/Blacknode.git](https://github.com/temiroff/Blacknode.git)
+Confidence: 0.95
diff --git a/skills/blacknode-graph-workflow/commands.md b/skills/blacknode-graph-workflow/commands.md
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+# Commands: blacknode-graph-workflow
+
+## Available Commands
+
+- `/skill blacknode-graph-workflow` — Load this skill
+- `/run blacknode-graph-workflow` — Execute workflow
diff --git a/skills/blacknode-graph-workflow/examples.md b/skills/blacknode-graph-workflow/examples.md
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+# Examples: blacknode-graph-workflow
+
+## Usage Example
+
+```python
+# How to use this skill
+# Inputs: Model configuration (NIM_MODEL, API keys for NVIDIA NIM, OpenAI, Anthropic), Node definitions with specified inputs and outputs (Literal, LLMAgent, FileWrite, etc.), Data sources (URLs, text content, or other inputs for the workflow)
+# Process: Initialize a blacknode.Graph instance to create the workflow structure → Add nodes to the graph with defined inputs and outputs (e.g., Literal, LLMAgent, FileWrite) → Define edges connecting nodes to establish data flow between them
+# Outputs: Processed results from the final node (e.g., printed text, written files, or generated data), Graph execution status and any errors encountered during execution
+```
diff --git a/skills/blacknode-graph-workflow/metadata.json b/skills/blacknode-graph-workflow/metadata.json
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+++ b/skills/blacknode-graph-workflow/metadata.json
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+{
+  "name": "blacknode-graph-workflow",
+  "version": "1.0.0",
+  "goal": "Build and execute node-based AI workflows with LLM agents and processing nodes",
+  "inputs": [
+    "Model configuration (NIM_MODEL, API keys for NVIDIA NIM, OpenAI, Anthropic)",
+    "Node definitions with specified inputs and outputs (Literal, LLMAgent, FileWrite, etc.)",
+    "Data sources (URLs, text content, or other inputs for the workflow)"
+  ],
+  "steps": [
+    "Initialize a blacknode.Graph instance to create the workflow structure",
+    "Add nodes to the graph with defined inputs and outputs (e.g., Literal, LLMAgent, FileWrite)",
+    "Define edges connecting nodes to establish data flow between them",
+    "Execute the graph using cook() to run the workflow and generate outputs"
+  ],
+  "outputs": [
+    "Processed results from the final node (e.g., printed text, written files, or generated data)",
+    "Graph execution status and any errors encountered during execution"
+  ],
+  "failure_modes": [
+    "Missing or invalid model API key causing graph initialization failure",
+    "Incorrect node connections or missing edge definitions leading to runtime errors",
+    "Model not found or unavailable in the specified environment causing execution failure",
+    "Graph edges not properly defined or mismatched causing cook() to fail"
+  ],
+  "confidence": 0.95,
+  "explanation": "Blacknode provides a standardized Graph-based workflow pattern where users create node graphs using the blacknode.Graph class. This pattern is reusable across projects as it follows a consistent structure: initialize a graph, add nodes with defined inputs/outputs, connect them with edges, and execute with cook(). The examples demonstrate this pattern with LLM agents and text processing pipelines, making it adaptable to various robotics and AI workflows.",
+  "source_repo": "https://github.com/temiroff/Blacknode.git",
+  "score": 1.0
+}
\ No newline at end of file
diff --git a/skills/blacknode-graph-workflow/tests.md b/skills/blacknode-graph-workflow/tests.md
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+# Tests: blacknode-graph-workflow
+
+## Test Checklist
+
+- [ ] Workflow has at least 3 steps
+- [ ] All inputs are defined
+- [ ] All outputs are defined
+- [ ] Failure modes are documented
+- [ ] Skill can be loaded without errors