Harness Scouter
Description
Scores a Claude Code harness from the transcripts already on your machine: 6 stats of what your agent actually did, computed locally with no LLM calls. Then it runs a reproducibility gate over its own numbers and prints which ones failed and which it could not test at all.
Installation
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open the source below and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
README
Harness Scouter
[English](README.md) · [한국어](README.ko.md) · [日本語](README.ja.md)
Turns the Claude Code transcripts sitting on your machine into 6 stats that measure **the quality of a coding agent harness**. It shows them as a character stat window rather than a report, and tells you how to raise the low ones.
What gets measured is the **harness**, not the model. The same model gives different results depending on how the prompts, context, hooks, and skills were put together, and this tool tries to measure that difference.
HARNESS SCOUTER all-time Lv. 61 C
2026-05-10 ~ 2026-08-14 · 23 sessions · 4 history windows · coverage 71%
────────────────────────────────────────────────────────────────────────────────
Retrieval ████████░░░░░░░░░░░░░░░░ 32 D typical 38~50 best 52
File-finding discipline 0 n= 90
Index-first retrieval 24 n= 372
Evidence before edit 71 n= 328
Verification ███████████░░░░░░░░░░░░░ 45 D typical 43~48 best 49
Pre-commit check freshness 3 n= 59
No redundant checks 87 n= 149
Delivery █████████████████████░░░ 86 A typical 80~88 best 91
Reached an artifact 73 n= 11 (display)
No rework 86 n= 1192
Autonomy █████████████████████░░░ 86 A typical 81~95 best 98
No human intervention 86 n= 5473
Discipline █████████████████░░░░░░░ 70 B typical 68~75 best 77
Instrumented-channel use 56 n= 2130
No repeat gate hits 85 n= 167
Context efficiency ██████████████████░░░░░░ 74 B typical 62~76 best 86
Read-scope discipline 60 n= 259
Recall of what was read 91 n= 1066
Response brevity 76 n= 3196
Context lightness 68 n= 5988
────────────────────────────────────────────────────────────────────────────────
Overall 61.3 · C
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