Is this skill suitable for multi-agent systems?

Absolutely. The use of workflow-id and step arguments makes it ideal for tracking activities across different agents or distinct phases of a complex pipeline.

Where are the log files saved?

Logs are stored in the project directory under agentic/outputs/{workflow-id}/logs.ndjson for easy access and organization.

Which log levels should I use?

Use Critical for fatal errors, Error for general failures, Warning for unexpected issues, and Information for regular progress updates.

Can I parse these logs with other tools?

Yes, because the logs are stored in NDJSON format, they can be easily parsed by standard data processing tools, CLI utilities, and monitoring dashboards.

Agentic Workflow Logger

Name: Agentic Workflow Logger
Author: e-stpierre

bye-stpierre

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Analytics & Monitoring

Records structured log entries in NDJSON format to provide traceability and monitoring for autonomous agentic workflows.

The create-log skill provides a standardized mechanism for Claude to maintain a persistent record of its actions during complex, long-running workflows. By appending structured entries to NDJSON files, it enables developers to monitor progress milestones, capture errors with context, and audit the decision-making process of autonomous agents. This skill is essential for debugging multi-step tasks and ensuring transparency in AI-driven software development lifecycles.

Key Features

01Automated ISO 8601 timestamping for accurate event sequencing

02Structured NDJSON logging for seamless programmatic analysis and streaming

03Step-based context tracking for precise visibility into complex workflows

041 GitHub stars

05Workflow-specific log organization to manage multiple concurrent tasks

06Standardized log levels including Critical, Error, Warning, and Information

Use Cases

01Monitoring the progress of long-running autonomous code generation or refactoring tasks

02Capturing and debugging errors encountered during multi-step agentic workflows

03Creating an audit trail of AI decisions and context for compliance and review

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add e-stpierre/agentic-forge create-log

For use in Claude.ai and ChatGPT

Download Skill