retrospective

Analyze Claude Code session logs to identify collaboration patterns and workflow improvements.

12|1|Updated Feb 9, 2026
One-click install
npx skills add https://github.com/florianbuetow/claude-code --skill retrospective-florianbuetow
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: retrospective
Source: https://github.com/florianbuetow/claude-code/tree/main/plugins/retrospective/skills/retrospective
Command: npx skills add https://github.com/florianbuetow/claude-code --skill retrospective-florianbuetow

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill analyzes your Claude Code session logs to identify what's working well and what isn't, providing actionable insights to improve your AI-assisted development workflow.

Core Features & Use Cases

  • Session Log Analysis: Reviews past interactions to find patterns in success and failure.
  • Workflow Optimization: Suggests new skills, subagents, or process changes.
  • Use Case: After a week of using Claude Code, run a retrospective to understand why certain tasks took longer than expected and get concrete suggestions for making future sessions more efficient.

Quick Start

Run a full retrospective analysis of your recent Claude Code sessions.

Frequently Asked Questions about retrospective

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

FAQPage Schema
How do I analyze Claude Code session logs to improve developer-AI collaboration?

You can analyze Claude Code session logs to improve developer-AI collaboration by running a retrospective that reviews past interactions to identify successes, failures, and workflow optimization opportunities. It extracts evidence from session data to assess what went well and what didn't.

What is the best way to identify workflow optimization opportunities from AI coding sessions?

The best way to identify workflow optimization opportunities is to analyze session logs for patterns in success and failure. This process assesses collaboration dimensions and generates actionable suggestions for new skills, subagents, and process improvements.

How do I get actionable suggestions for new skills after using Claude Code?

To get actionable suggestions for new skills, you can run a retrospective analysis on your recent Claude Code sessions. It pinpoints exactly where workflow optimization is needed and recommends specific skills or subagents to address those gaps.

Can I use session log analysis to find out why certain AI-assisted development tasks took longer than expected?

Yes, you can use session log analysis to find out why tasks took longer than expected. By reviewing past interactions and extracting evidence from session data, it identifies specific failures and process bottlenecks in your developer-AI collaboration.

When should I run a retrospective on my AI-assisted development workflow?

You should run a retrospective on your AI-assisted development workflow after a sustained period of using Claude Code, such as after a week. This timing allows sufficient session logs to accumulate so the analysis can accurately pinpoint patterns and suggest process improvements.

Does the retrospective workflow analysis require any specific dependencies or external tools?

No, the retrospective workflow analysis does not require any specific dependencies or external tools. It operates directly on your Claude Code session logs to assess collaboration patterns and generate actionable workflow optimization suggestions.