skillreaper - loaded vs fired
SkillDev toolsMeasure 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.
No other account needed.
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:
reapis not installed. Run it once without installing anything:npx skillreaperOr install it permanently:
brew install thousandflowers/tap/skillreapergo 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