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Agent Skill

Retro

retro

Conduct a retrospective on a coding session.

MattpocockGeneralShell

78K installs

mattpocock/skills

by Mattpocock

Score

8.5

/ 10

Installs

78K

Repo Stars

259.1K

Last Updated

6d ago

Fresh

Quality Ratio

81%

Description

Verified

Language

Shell

First Published

Aug 2026

Summary

The Retro agent skill enables developers to conduct a structured retrospective on past coding sessions, identifying practical improvements for the AI agent's future performance. This skill is particularly valuable for developers and teams focused on enhancing the efficiency, accuracy, and cost-effectiveness of their AI coding agents. It is a skill with 37K installs, indicating significant adoption within the registry. It guides the agent to analyze session logs for improvement opportunities in areas such as navigation efficiency, potential automated checks, and the effectiveness of coding standards enforced by a reviewer agent. The skill specifically prompts the agent to look for ways to optimize tool economy, streamline expensive tool calls, and ensure better information access for the agent. It also distinguishes between implementation and review agent responsibilities, advising on the strategic use of `CLAUDE.md`/`AGENTS.md` and `CODING_STANDARDS.md` files to improve agent steering and reduce context pressure.

Skill Definition

The user has asked for a retrospective. You are suggesting improvements to the coding agent's environment to improve future runs.

Steps

  1. Call the Skill tool with writing-for-agents for the writing style guide.

  2. Read the primary sources for the session the user specifies. This may mean searching through session logs on this machine. If the user doesn't specify a session, default to the current one.

  3. Look for candidates for improvement in these categories.

  • Navigation: how easy was it for the agent to find the right files? Are there hidden dependencies between files? Would a navigation pointer make it easier? Use when the session took a long time to find a piece of information.
  • Automated checks: are there automated checks that could catch errors the agent made? Linting, typing, tests, filesystem linters? Use when the agent made a mistake that could have been caught by an automated check.
  • Coding standards: should the reviewer agent be given a new rule to enforce? Should an existing rule be removed or clarified? Use when the reviewer agent failed to catch a mistake.
  • Global AGENTS.md: are there any steering instructions that should be moved to coding standards (or automated checks) instead? Use when the AGENTS.md file is particularly large - in the repo OR the user's global scope.
  • Tool economy: did the agent make expensive tool calls that could be streamlined? Is there any custom tooling (CLI's, MCP's) that is particularly token-inefficient? Use when the agent made an expensive tool call.
  • No-ops: look for instructions in steering files that don't modify the agent's behavior. Use when the steering files are large and unwieldy.
  • Information access: look for opportunities to increase the agent's access to information. Teeing dev server logs, readonly access to third-party services. Use when a crucial piece of information was not available to the agent.
  1. Present these candidates to the user, in order of severity.

Reference

Implementation vs Review

Remember that all work goes through two stages: implementation and review. The implementation agent has the most context pressure. They are responsible for exploration, writing code, and debugging failures.

The review agent has the least context pressure - it receives a diff, so no exploration needed. It often does not need to write code or debug.

This means that the review agent should be responsible for imposing coding standards, not the implementation agent.

Files

You have access to several files in the repo:

  • CLAUDE.md/AGENTS.md: these files are pushed to the context window of any agent working in this repo. They should be used incredibly sparingly, usually only for navigation pointers to other files.
  • CODING_STANDARDS.md: this file is read during review, not implementation. Add navigation pointers to docs folders if the standards file gets more than 1,000 lines long.
  • Docs: use docs as references files, pointed to by other files. Look for existing docs before writing new ones.
  • Skills: use skills for docs (since their description goes into the agent's context window), or for user-invoked commands. Follow the advice in the writing-for-agents skill.

How to Use

Use in O-mega

Claude Code

npx skills add mattpocock/skills retro
Retro | Agent Skills | o-mega