GitHub - archiewood/claudeisms: A list of words Claude Code overuses

GitHub

4 min read Original article ↗

For list see claudeisms.csv

"load-bearing"

Claude Code - always

I've been using Claude code for several months now. I probably say more to Claude than any human (aside: this is bleak). This also means Claude says a lot back to me.

Claude really annoys me (and many others) with its word choices sometimes. It reuses a load of words at too high a frequency. I wanted to quantify this somehow as an exercise in catharsis.

Data: My Claude Code Chats

Claude code saves session text locally so I already have the dataset of my experience. I decided to run pretty simple word frequency analysis to see what the biggest claudeisms were.

The transcripts are in ~/.claude/projects/**/*.jsonl — 175 files, 140MB, about 5 weeks.

Some stuff I filtered out:

  • Only Opus 4.7/4.8 sessions. Haiku etc has different word usage.
  • Only agent response messages that get sent to me (not tool calls or subagents as I don't have to read those)

Comparing Claude to humans

vs me

First I just looked at the top words in the messages that I sent to Claude, I am a human after all so I thought this would be a good baseline.

Wrong - I paste a lot into Claude code, and that text is often logs / machine generated content.

My top words were things like requestid, sessionid, organizationid — ie the JSON keys from log dumps I'd pasted.

vs general internet

Next, I downloaded the wordfreq dataset, which is a blend of web content like Wikipedia, Reddit, books, subtitles, and news. The dataset is pre-2021, so it doesn't contain LLM outputs.

I started with a raw comparison on the multiple of word frequency per million, but that ended up being dominated by the terms related to coding and programming like eslint yaml serializer etc.

vs stack overflow

So I found a comparison against humans writing about code. BigQuery has 1.72 billion words in a public dataset of Stack Overflow comments from 2008-2020.

I ranked by word frequency ratio, then removed an exclude list of words specific to my own work which mainly contains proper nouns for our names, products and tools we use

Full ranking, 144 words at 20x or above, is in claudeisms.csv. These are the top 12

word claude /M Stack Overflow Comments /M ratio
load-bearing 87 <0.012 >7,500x*
gating 123 0.16 762x
dedup 102 0.16 649x
decisive 108 0.17 639x
verdict 200 0.32 633x
scaffolds 118 0.21 572x
settles 143 0.33 435x
handoff 113 0.31 360x
prod 2,516 9.14 275x
pr 2,552 9.34 273x
gated 133 0.51 263x
genuinely 328 1.46 224x

* Below Stack Overflow cutoff for words so this is a lower bound.

A lot of hits in there for claudeisms!

Some other interesting other ones I cherry picked. These are all above 20x frequency vs the Stack Overflow dataset.

word claude /M Stack Overflow Comments /M ratio
scaffolded 87 0.42 205x
blocker 241 1.30 185x
pre-existing 559 3.04 184x
drift 323 1.76 184x
surfaced 77 0.43 181x
divergence 123 0.74 166x
round-trip 307 1.89 162x
flips 205 1.47 140x
stale 892 6.57 136x
wiring 384 2.86 134x
mint 174 1.49 117x
end-to-end 225 2.06 110x
scaffold 282 2.75 102x
landed 159 1.58 100x
framing 108 1.27 84x
surfaces 164 2.11 78x
harness 133 1.78 75x
parity 179 2.45 73x
mirrors 138 2.12 65x
seam 123 1.97 62x
genuine 128 2.18 59x
wired 236 4.02 59x
authoritative 123 2.14 58x
floor 369 7.18 51x
probe 159 3.20 50x
cleanly 354 7.21 49x
kills 184 4.08 45x
idempotent 128 3.11 41x
bare 528 13 41x
guard 553 14 40x
gap 441 12 36x
silently 415 12 36x
proves 113 3.29 34x
truth 313 9.21 34x
verified 471 15 32x
verbatim 128 4.11 31x
mirror 231 7.92 29x
canonical 292 11 27x
wins 154 5.83 26x
transient 174 6.70 26x
clean 2,537 103 24x
fallback 323 14 23x
honest 225 10 22x
surface 374 18 21x

So there's my list! An authoritative list of Claudeisms.

Caveats / Notes

  • All of this analysis was done with Claude code. I did not check the code, just vibed it, and fixed it along the way until the results felt kind of right.
  • Obviously this is all highly skewed to stuff I use and do with Claude code.
  • I installed caveman at some point which will have influenced the word frequency.
  • Apparently load-bearing is in the Claude code system prompt. It says: "give brief updates when you find something load-bearing"
  • I didnt stem the words eg merge scaffold and scaffolds or gating and gated.