summarize

Summarize project-memory artifacts and pull requests into structured narratives.

1|Updated Jan 13, 2026
One-click install
npx skills add https://github.com/wgordon17/personal-claude-marketplace --skill summarize-wgordon17
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: summarize
Source: https://github.com/wgordon17/personal-claude-marketplace/tree/main/code-quality/skills/summarize
Command: npx skills add https://github.com/wgordon17/personal-claude-marketplace --skill summarize-wgordon17

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Distills sprawling project-memory artifacts and pull requests into concise, human-readable summaries, reducing cognitive load and speeding decision-making.

Core Features & Use Cases

  • Provides end-to-end summarization across multiple artifact types (plans, swarm reports, research, roadmaps, bugs, speculative analyses, map-reduce results, unfuck tasks, and PRs).
  • Verifies and cross-references artifact content to ensure summaries reflect actual content and current state.
  • Supports phase-aware auditing workflows and optional archival for completed artifacts.
  • Enables quick status reporting, handoffs, and archival prep without exposing raw artifacts.

Quick Start

Provide the artifact path to start summarizing, or let the system auto-detect the available artifacts.

Frequently Asked Questions about summarize

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

FAQPage Schema
How do I summarize project artifacts and pull requests into a readable report?

To summarize project artifacts and pull requests, provide the artifact path or let the system auto-detect available artifacts. The Skill distills plans, swarm reports, research, roadmaps, bugs, and PRs into concise, human-readable narratives for quick status reporting and handoffs.

What is the best way to distill sprawling project memory artifacts for a phase-based audit?

The best way to distill project memory artifacts for a phase-based audit is to use a summarization tool that cross-references content against source artifacts. This validates current state and supports optional archival for completed work, reducing cognitive load during audits.

Can I generate concise summaries from pull requests and bug reports automatically?

Yes, you can generate concise summaries from pull requests and bug reports automatically. The Skill analyzes a full spectrum of artifact types, including PRs and bugs, to produce structured, human-readable narratives without exposing the raw underlying artifacts.

Does the summarization process validate content against the source artifacts?

Yes, the summarization process validates content against the source artifacts. It verifies and cross-references artifact content to ensure the resulting summaries accurately reflect the actual content and current state of the project memory.

What types of project artifacts can be converted into human-readable summaries?

Project artifacts that can be converted into human-readable summaries include plans, swarm reports, research, roadmaps, bugs, speculative work, map-reduce results, unfuck tasks, and pull requests. The system distills these varied formats into structured narratives.

When should I archive completed artifacts during the project summarization workflow?

You should archive completed artifacts during project summarization when performing phase-aware auditing workflows. The Skill supports optional archival for completed work, allowing you to prep old artifacts for storage while maintaining concise active status reports.