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Description

Overview

This AI Agent for Top n8n Creators Leaderboard Reporting automation workflow aggregates and analyzes community contributor statistics to generate detailed reports. This event-driven analysis pipeline targets community managers and developers seeking structured insights on top workflows and creators, triggered by a scheduled daily execution or external workflow invocation.

Key Benefits

  • Automates data collection and aggregation from community statistics JSON files on GitHub.
  • Sorts and limits creators and workflows to top performers based on weekly insertion metrics.
  • Generates comprehensive Markdown reports using AI language models for actionable insights.
  • Distributes reports through multiple channels including email, Google Drive, and Telegram.

Product Overview

This orchestration pipeline initiates via a schedule trigger set to run daily at 22:00, or can be activated by another workflow. Upon execution, it assigns global variables defining the data source URLs and filenames for creators and workflows statistics stored as JSON on GitHub. HTTP Request nodes then retrieve these JSON files containing aggregated metrics about n8n community creators and their workflows.

The workflow parses these JSON arrays, splitting them into individual entries for each creator and workflow. Sorting nodes rank creators and workflows by their unique weekly inserters count, selecting the top 10 creators and top 50 workflows for focused reporting. Data is merged by matching usernames to enrich creator profiles with their workflows’ metadata.

Aggregation consolidates the merged data into a single dataset, which is passed to an AI agent node leveraging the OpenAI GPT-4o-mini model. This agent generates a detailed Markdown report summarizing contributor activity, workflow features, community trends, and additional insights. The report is saved locally (optional) and converted to HTML for email formatting.

Distribution nodes send the report via Gmail, store it on Google Drive, and post a condensed Top 10 workflows list to Telegram. The workflow relies on configured OAuth2 credentials for Google services and API keys for OpenAI, with error handling following platform defaults.

Features and Outcomes

Core Automation

This no-code integration processes JSON data inputs for creators and workflows, applies deterministic sorting by unique weekly inserters, and merges datasets based on username keys.

  • Single-pass evaluation of JSON arrays through splitting and sorting nodes.
  • Deterministic filtering to produce top creators and workflows subsets.
  • Automated aggregation combining user and workflow metrics.

Integrations and Intake

The orchestration pipeline connects with GitHub-hosted JSON files via HTTP Request nodes using publicly accessible URLs without authentication. It also integrates OpenAI and Google services through OAuth2 and API key credentials for report generation and distribution.

  • GitHub JSON files supply aggregated creators and workflows statistics.
  • OpenAI GPT-4o-mini model performs natural language report synthesis.
  • Google Drive and Gmail nodes enable secure storage and email delivery.

Outputs and Consumption

The workflow produces a comprehensive Markdown report converted to plain text and HTML formats for various consumption channels. Outputs include a detailed report file, email messages, and a brief Top 10 workflows HTML snippet.

  • Markdown report file saved locally with timestamped naming (optional).
  • HTML-formatted email content delivered via Gmail node asynchronously.
  • Telegram messages containing top workflows list in HTML format.

Workflow — End-to-End Execution

Step 1: Trigger

The workflow is triggered either by a Schedule Trigger node configured to run daily at 22:00 or by an Execute Workflow Trigger node accepting JSON input to initiate processing on demand.

Step 2: Processing

Global Variables node sets URLs and filenames for data retrieval. HTTP Request nodes fetch creators and workflows JSON files. The JSON responses are parsed and split into individual items for sorting and filtering. Basic presence checks ensure data arrays exist before processing.

Step 3: Analysis

Sorting nodes order creators and workflows by unique weekly inserters in descending order. Limit nodes select the top 10 creators and top 50 workflows. Data is merged on usernames to enrich creator records with workflow details. The Aggregate node consolidates the data for AI analysis.

Step 4: Delivery

The AI agent generates a Markdown report which is converted to a text file and saved locally if configured. The Markdown is also converted to HTML for email formatting. Reports are sent asynchronously via Gmail, saved on Google Drive, and summarized lists posted to Telegram. Delivery respects OAuth2 and API key authentication.

Use Cases

Scenario 1

Community managers need automated insights on top contributors to inform recognition programs. This automation workflow collects, analyzes, and generates detailed leaderboard reports daily, enabling consistent tracking of creator impact without manual intervention.

Scenario 2

Developers require up-to-date statistics on popular workflows for curation and improvement. The orchestration pipeline extracts and merges workflow data with creator profiles, producing structured Markdown reports that highlight key features and usage trends.

Scenario 3

Community engagement teams want to distribute workflow insights across multiple channels efficiently. This event-driven analysis workflow automates report delivery via email, Google Drive storage, and Telegram messaging, ensuring wide accessibility of analytics.

Comparison — Manual Process vs. Automation Workflow

AttributeManual/AlternativeThis Workflow
Steps requiredMultiple manual data downloads, sorting, report writing, and distribution steps.Fully automated end-to-end with scheduled and triggered execution.
ConsistencySubject to human error and irregular update intervals.Deterministic sorting and filtering ensure reproducible top creator/workflow lists.
ScalabilityLimited by manual processing capacity and time.Scales through automated JSON data retrieval and AI-powered report generation.
MaintenanceHigh maintenance effort for data integrity and report formatting.Low maintenance leveraging platform defaults and standard OAuth2/API integrations.

Technical Specifications

Environmentn8n automation platform with access to GitHub, Google, and OpenAI APIs.
Tools / APIsHTTP Request, OpenAI GPT-4o-mini, Google Drive OAuth2, Gmail OAuth2, Telegram API.
Execution ModelEvent-driven with scheduled and external workflow triggers.
Input FormatsJSON files from GitHub containing aggregated creators and workflows data.
Output FormatsMarkdown report files, plain text, and HTML for email and messaging.
Data HandlingTransient processing without persistent storage except optional local file saves and Google Drive.
Known ConstraintsRelies on availability of external GitHub JSON files and third-party API credentials.
CredentialsOAuth2 for Google Drive and Gmail; API key for OpenAI GPT-4o-mini; Telegram API token.

Implementation Requirements

  • Configured OAuth2 credentials for Google Drive and Gmail nodes.
  • OpenAI API key for GPT-4o-mini model access.
  • Access to publicly available GitHub JSON files for creators and workflows statistics.

Configuration & Validation

  1. Set global variables with correct base URL and filenames matching the GitHub repository structure.
  2. Verify HTTP Request nodes successfully retrieve and parse JSON data arrays for creators and workflows.
  3. Confirm AI agent generates Markdown report and output nodes correctly convert and distribute reports.

Data Provenance

  • Trigger nodes: Schedule Trigger (daily at 22:00) and Execute Workflow Trigger (JSON-based).
  • Data source nodes: HTTP Request nodes fetching creators and workflows JSON from GitHub URLs.
  • Output fields: Aggregated data arrays, Markdown report text, HTML-converted reports for email and messaging.

FAQ

How is the AI Agent for Top n8n Creators Leaderboard Reporting automation workflow triggered?

The workflow triggers on a daily schedule at 22:00 or can be invoked externally by another workflow providing JSON input.

Which tools or models does the orchestration pipeline use?

The workflow integrates HTTP Request nodes for data retrieval, OpenAI GPT-4o-mini for AI report generation, and Google Drive, Gmail, and Telegram nodes for delivery.

What does the response look like for client consumption?

The output is a structured Markdown report converted to plain text and HTML formats, suitable for email, file saving, and messaging.

Is any data persisted by the workflow?

Data is processed transiently; optional local file saving and Google Drive storage are the only persistent steps.

How are errors handled in this integration flow?

The workflow relies on n8n platform default error handling; no custom retry or backoff mechanisms are configured.

Conclusion

This AI-powered automation workflow delivers consistent, structured leaderboard reporting on top n8n creators and workflows by aggregating data from GitHub-hosted JSON files and synthesizing insights via natural language generation. It supports multi-channel report distribution, streamlining community analytics with minimal manual effort. As a constraint, the workflow depends on the availability and accuracy of external data sources and third-party API credentials, which are prerequisites for reliable execution and report delivery.

Additional information

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Vendor Information

  • Store Name: clepti
  • Vendor: clepti
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Product Enquiry

About the seller/store

Clepti is an automation specialist focused on dependable AI workflows and agentic systems that ship and stay online. I design end-to-end automations—intake, decision logic, approvals, execution, and audit trails—using robust building blocks: Python, REST/GraphQL APIs, event queues, vector search, and production-grade LLMs. My work centers on measurable outcomes: fewer manual touches, faster cycle times, lower error rates, and clear ROI.Typical projects include lead qualification and routing, document parsing and enrichment, multi-step data pipelines, customer support deflection with tool-using agents, and reporting that actually reconciles with source systems. I prioritize security (least privilege, logging, PII handling), testability (unit + sandbox runs), and maintainability (versioned prompts, clear configs, readable code). No inflated promises—just stable automation that replaces repetitive work.If you need an AI agent or workflow that integrates with your stack (CRMs, ticketing, spreadsheets, databases, or custom APIs) and runs every day without babysitting, I can help. Brief me on the problem, constraints, and success metrics; I’ll propose a straightforward plan and build something reliable.

30-Day Money-Back Guarantee

Easy refunds within 30 days of purchase – Shouldn’t you be happy with the automation/workflow you will get your money back with no questions asked.

AI Agent for Top n8n Creators Leaderboard Reporting Automation Workflow

This AI Agent automates leaderboard reporting by aggregating and analyzing n8n community creator stats for structured insights on top workflows and contributors.

59.99 $

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