How does this skill help with debugging?

It identifies specific log locations, search terms, and execution sequences, allowing developers to quickly locate exactly where a process fails in a complex system.

Does it support monorepo structures?

Yes, it is specifically optimized for monorepos, tracing flows across frontend React components, Django APIs, Celery workers, and CLI tools.

Can I update existing traces instead of creating new ones?

Yes, the skill automatically checks a central index and offers to extend or cross-reference existing breadcrumbs if there is functional overlap.

Is this intended for high-level onboarding documentation?

While it aids understanding, it is primarily designed as a compact technical reference for developers and agents to diagnose system-level breakage.

What is a breadcrumb analysis?

A breadcrumb analysis is a structured set of documents (FLOW, DETAILS, and DEBUG files) that maps exactly how a specific feature or request moves through various layers of a software system.

Breadcrumb Workflow Creator

Name: Breadcrumb Workflow Creator
Author: deepklarity

bydeepklarity

•

分析与监控

Traces end-to-end system workflows across monorepo layers to generate structured debugging and documentation breadcrumbs.

The dk-breadcrumb-creator skill automates the complex task of mapping data flows across multiple layers of the harness-kit monorepo, including frontend services, Django backends, Celery workers, and the Odin orchestrator. By generating standardized FLOW.md, DETAILS.md, and DEBUG.md files, it provides developers and AI agents with a precise technical map for troubleshooting and system understanding. It is particularly useful for identifying where a process fails in distributed architectures, ensuring that every transition from API call to background task is documented and searchable.

主要功能

01Integrated debugging guides with log locations and grep patterns

02Automated generation of high-level flow maps and detailed technical traces

0331 GitHub stars

04Mapping of data transformations and side effects across system boundaries

05Smart indexing to detect and extend existing workflow documentation

06Cross-layer workflow tracing from frontend to background workers

使用场景

01Documenting complex end-to-end feature implementations for team handovers

02Creating technical troubleshooting guides for intermittent system failures

03Mapping data lineage through asynchronous task queues and orchestrators

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add deepklarity/harness-kit dk-breadcrumb-creator

For use in Claude.ai and ChatGPT

主要功能

01Integrated debugging guides with log locations and grep patterns

02Automated generation of high-level flow maps and detailed technical traces

0331 GitHub stars

04Mapping of data transformations and side effects across system boundaries

05Smart indexing to detect and extend existing workflow documentation

06Cross-layer workflow tracing from frontend to background workers

使用场景

01Documenting complex end-to-end feature implementations for team handovers

02Creating technical troubleshooting guides for intermittent system failures

03Mapping data lineage through asynchronous task queues and orchestrators

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add deepklarity/harness-kit dk-breadcrumb-creator

For use in Claude.ai and ChatGPT