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.