skillreaper - loaded vs fired

SkillDev tools

Measure the loaded-versus-fired gap - what fraction of each category of loaded context is ever actually invoked, and which MCP tools return mostly noise. Use when asked how much of the context is earning its place, or which categories are worst.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the skillreaper - loaded vs fired skill

What this skill tells your AI

The instructions your AI receives, as published by thousandflowers/skillreaper in plugins/skillreaper/skills/gap/SKILL.md and read by ahel’s review.

Run reap gap --agent, then paste its output verbatim.

Do not reformat, re-order, summarise, truncate or re-align anything, and do not add a heading or a table of your own: the binary already renders the report, including its closing attribution line.

Arguments

Append any $ARGUMENTS tokens that begin with -; ignore anything else and say so. --days N sets the evidence window (default 30).

If reap is not installed

Decide with command -v reap and nothing else - never an absolute path, never a filesystem search: a copy found off PATH may be an older build, and silently using it hides a broken install.

If that fails, print exactly this and nothing else:

reap is not installed. Run it once without installing anything:

npx skillreaper

Or install it permanently:

brew install thousandflowers/tap/skillreaper
go install github.com/thousandflowers/skillreaper/cmd/reap@latest

If reap is too old

reap gap --agent needs reap ≥ 0.5.0. If it exits with flag provided but not defined: -agent, say the installed build is too old and give brew upgrade skillreaper (npm: npm install -g skillreaper@latest) - an upgrade, never the install block above, which they have already done.

Reading it out

After the pasted report you may add one or two sentences, no more. Name the worst category by token reach rather than by item count - a hundred unused 5-token agents matter less than three unused 300-token skills. /skillreaper:reap lists the specific items.

Signals

GitHub stars
56
Forks
6
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
gap
Source
github.com/thousandflowers/skillreaper