# N8N Workflow Summarizer

> Use this tool when you need to analyze and simplify complex n8n workflow JSON files into clear summaries. It solves the problem of understanding and documenting intricate automation workflows by extracting key information and generating markdown summaries and conceptual Python code. The tool takes in n8n workflow JSON files as input and outputs concise markdown summaries, making it ideal for use cases involving complex workflow automation and documentation.

Canonical page: https://skillsregistry.net/skills/gblack686-n8n-workflow-summarizer  
JSON: https://api.skillsregistry.net/v1/skills/gblack686-n8n-workflow-summarizer

## Description

N8N Workflow Summarizer MCP Tool analyzes and simplifies complex n8n workflow JSON files into clear, concise markdown summaries. It extracts key information about nodes, connections, and functionality using OpenAI's models, with intelligent handling of large workflows through progressive simplification and fallback options. The tool identifies specialized components like AI/agent nodes and database connections, extracts prompts, and even generates conceptual Python code that replicates the workflow's functionality - making it particularly valuable for understanding and documenting complex automation workflows.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-04-25

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/gblack686-n8n-workflow-summarizer)
- **Repository:** <https://github.com/gblack686/n8n-workflow-summarizer-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "gblack686-n8n-workflow-summarizer"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/gblack686-n8n-workflow-summarizer` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/gblack686-n8n-workflow-summarizer/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt