skills.rest
jeremylongshore
jeremylongshoreCOMMUNITY
Explore all skills by this author →
WebsiteGitHub

bug-clustering

Cluster XPost data into bug families with deduplication, classification, and PII redaction.

Updated Mar 23, 2026
Search Tags:#classification#deduplication#triage#clustering#pii-redaction#bug-clustering#xpost
One-click install
npx skills add https://github.com/jeremylongshore/x-bug-triage-plugin --skill bug-clustering
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: bug-clustering
Source: https://github.com/jeremylongshore/x-bug-triage-plugin/tree/main/skills/bug-clustering
Command: npx skills add https://github.com/jeremylongshore/x-bug-triage-plugin --skill bug-clustering

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automatically converts raw XPost data into structured bug candidates, enabling scalable triage and faster resolution across large issue streams.

Core Features & Use Cases

  • Deduplicate similar posts to identify canonical bug reports while preserving all posts
  • Classify candidates with confidence scores and rationale for reliable routing
  • Redact PII and sensitive tokens to protect user privacy before review
  • Score reliability and assign reporter categories to improve auditability
  • Cluster candidates into families and persist results with audit trails for governance
  • Persist and update clusters and their associations in the database for ongoing triage

Quick Start

Run the bug clustering skill to process a sample stream of XPost data and generate clustered bug candidates for triage.

Frequently Asked Questions about bug-clustering

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate bug triage and clustering for raw XPost data streams?▼

Bug clustering groups similar raw XPost data into organized families by performing deduplication, classification, PII redaction, reliability scoring, and persistence, enabling scalable triage and faster issue resolution.

How does PII redaction work during the bug candidate classification process?▼

Configurable similarity thresholds allow you to control how strictly the bug clustering process groups similar XPost data into families, ensuring deterministic results tailored to your specific triage requirements.

What is the best way to deduplicate and cluster similar bug reports at scale?▼

The bug clustering workflow includes audit logging and persistence, storing clustered candidates and their associations in the database with full audit trails to support ongoing triage and governance.

Does automated bug clustering provide audit trails for compliance and governance?▼

The bug clustering workflow is designed for production-grade requirements, offering deterministic results, configurable similarity thresholds, and full audit logging to reliably support large-scale issue triage operations.

Related Skills

Explore More Software Engineering Skills→
pax-kpax-k
6

obsidian-wiki-ingest

Ingest documents into an Obsidian wiki via the wiki-ingest pipeline.

Community
Intermediate
soulianesouliane
1

review-request

Discover open pull requests and post deduplicated review requests to channels.

Community
Intermediate
jota-batutajota-batuta

llm-pipeline-design

Design end-to-end LLM pipelines with Langfuse tracing and auto-supervision.

Community
Advanced
MultiQCMultiQC
1.5k

Triage MultiQC Module Requests

Automate MultiQC module request triage with priority scoring and GitHub actions.

Official
Advanced