mcpbeat

Techdebt

datadog/techdebt

>- Review a code diff / branch / PR for technical debt — code duplication, unnecessary complexity / over-engineering, and redundant or dead code. Use whenever the user wants a tech-debt, cleanup, or refactor review, asks to check a branch or PR for duplication / complexity / dead code before opening a PR, or behavior-preserving fixes; it never changes behavior.

565 tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
727
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository 
npx skills add https://github.com/DataDog/dd-trace-java --skill techdebt

The instruction itself

5 sections, as written by the author

Techdebt Cleanup Skill

Analyze changes on the current branch to identify and fix technical debt, code duplication, and unnecessary complexity.

Instructions

Step 1: Get Branch Changes

Find the merge-base (where this branch diverged from master) and compare against it:

# Find upstream (DataDog org repo)
UPSTREAM=$(git remote -v | grep -E 'DataDog/[^/]+(.git)?\s' | head -1 | awk '{print $1}')
if [ -z "$UPSTREAM" ]; then
  echo "No DataDog upstream found, using origin"
  UPSTREAM="origin"
fi

# Find the merge-base (commit where this branch diverged from master)
MERGE_BASE=$(git merge-base HEAD ${UPSTREAM}/master)
echo "Comparing changes introduced on this branch since diverging from master using base commit: $MERGE_BASE"

git diff $MERGE_BASE --stat
git diff $MERGE_BASE --name-status

If no changes exist, inform the user and stop.

If changes exist, read the diff and the full content of modified source files (not test files) to understand context.

Step 2: Analyze for Issues

Look for:

Code Duplication

  • Similar code blocks that should be extracted into shared functions
  • Copy-pasted logic with minor variations

Unnecessary Complexity

  • Over-engineered solutions (abstractions used only once)
  • Excessive indirection or layers
  • Backward compatibility shims that aren't needed

Redundant Code

  • Dead code paths
  • Overly defensive checks for impossible scenarios

Step 3: Report and Fix

Present a concise summary of issues found with file:line references.

Then ask the user if they want you to fix the issues. When fixing:

  • Make one logical change at a time
  • Do NOT change behavior, only refactor
  • Skip trivial or stylistic issues

How to use it

Copy the folder

Take datadog/techdebt from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.