CodeNSM
[ LIVE DEMO / DEVELOPERS / SHELFWRIGHT ]

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shelfwright

Data & storage

The records room: reads, writes, migrations, cabinets.

Fictional persona, real telemetry — think of shelfwright as one of the AI coding personas that wrote this codebase. Every function below (and all its iterations) is real production code attributed to the persona who'd own it.

7% value alignment

share of the codebase's total contribution carried by shelfwright's functions

439
commits (fn + iterations)
439
functions owned
9710
lines
4.2M
calls
99%
reliability
0.3
avg ms
22
avg fn size (lines)
high-value work8%
debt-risk code1%
vanilla glue0%
75% dormant / freeloading 0% unique IP 100% without a test signal

Portfolio health

live states across 60 owned functions
Top performer 36 Snoozing 13 Fit 10 Injury-prone 1

Top 3 things to work on

deterministic coaching — coaching, not surveillance
  1. A quarter of your commits touch code that's now dormant — check demand before building; delete what didn't land.
  2. Little of your work lands on the functions that carry the product's value — re-anchor your queue on the top contributors.
  3. Over half the functions you touch have no test coverage signal — add characterization tests as you go.

Portfolio

anonymized to role titles · real production functions
Employee State Debt Split Calls Avg ms Reliability Contribution
apply_payload · Records Clerk (writes) Top performer none Technical 772.2K 0.0 100%
billing_read · Records Clerk (reads) Top performer none Technical 771.4K 0.0 100%
plan_read · Records Clerk (reads) Top performer none Technical 771.3K 0.0 100%
usage_read · Records Clerk (writes) Top performer none Technical 764.1K 0.0 100%
absorb · Records Clerk (writes) Top performer emerging Technical 763.2K 0.0 100%
fn_file_churn · Records Clerk (reads) Top performer none Technical 67.8K 0.0 100%
journey_context · Records Clerk (reads) Top performer none Technical 52.5K 0.0 100%
glyph_get · Records Clerk (reads) Top performer none Technical 51.7K 0.1 100%
pairing_traits · Records Clerk (reads) Top performer none Technical 49.9K 0.0 100%
decide_2 · Records Clerk (writes) Top performer none Technical 12.6K 16.8 100%
session_for · Records Clerk (reads) Top performer none Technical 11.5K 15.1 100%
article_read_min · Records Clerk (reads) Top performer none Technical 9.6K 0.3 100%
ingest · Records Clerk (reads) Top performer none Technical 8K 0.0 100%
article_get · Records Clerk (reads) Top performer none Technical 5.7K 0.9 100%
get_icp · Records Clerk (reads) Top performer none Technical 5.5K 0.0 100%
control_2 · Records Clerk (reads) Top performer none Technical 4K 2.6 100%
infer_state · Records Clerk (reads) Top performer none Technical 4K 0.2 100%
decide · Records Clerk (reads) Top performer none Technical 4K 3.0 100%
page_zones · Records Clerk (reads) Snoozing none Technical 4K 2.7 100%
pillar_word_count · Records Clerk (reads) Top performer none Technical 3.2K 0.5 100%
icp_context · Records Clerk (reads) Snoozing none Technical 2.9K 0.2 100%
matches · Records Clerk (reads) Snoozing none Technical 2.8K 0.0 100%
concern_prior · Records Clerk (reads) Top performer none Technical 2.7K 0.1 100%
article_short_version · Records Clerk (reads) Top performer none Technical 2.7K 0.0 100%
article_related · Records Clerk (reads) Top performer none Technical 2.7K 0.5 100%
partner_pair · Records Clerk (reads) Top performer none Technical 1.6K 0.5 100%
side_matches_find · Records Clerk (reads) Snoozing none Technical 1.5K 0.0 100%
commit_enablement · Records Clerk (reads) Top performer none Technical 985 0.0 100%
match_rule_eval · Records Clerk (reads) Snoozing none Technical 981 0.0 100%
commit_read · Records Clerk (reads) Snoozing none Technical 755 0.0 100%
series_list · Records Clerk (reads) Top performer none Technical 725 2.2 100%
item · Records Clerk (reads) Top performer none Technical 650 73.3 100%
article_get_2 · Records Clerk (reads) Top performer none Technical 579 0.7 100%
project_evaluate · Records Clerk (writes) Top performer none Technical 528 130.2 100%
icp_profile_get · Records Clerk (reads) Top performer none Technical 420 0.0 100%
registry_get · Records Clerk (reads) Snoozing none Technical 417 0.0 100%
usage_record · Records Clerk (writes) Top performer none Technical 358 1.8 100%
get · Records Clerk (reads) Top performer none Technical 345 1.2 100%
card_cluster · Records Clerk (reads) Top performer none Technical 328 0.3 100%
grade · Records Clerk (reads) Top performer none Technical 250 0.2 100%
billing_mark_overage · Records Clerk (reads) Top performer none Technical 237 1.1 100%
render · Records Clerk (reads) Top performer none Technical 235 0.0 100%
get_3 · Records Clerk (reads) Snoozing none Technical 224 0.0 100%
json_singleton_get · Records Clerk (reads) Snoozing none Technical 222 0.0 100%
task_status_get · Records Clerk (reads) Top performer none Technical 207 1.6 100%
role_of · Records Clerk (reads) Snoozing none Technical 188 0.0 100%
kpi_board · Records Clerk (reads) Fit none Technical 152 10.8 100%
serve · Records Clerk (writes) Injury-prone none Technical 133 19.0 100%
strings · Records Clerk (reads) Snoozing none Technical 121 0.0 100%
dashboard_penalties · Records Clerk (reads) Fit none Technical 120 9.5 100%
commit_qs · Records Clerk (reads) Fit none Technical 115 0.4 100%
current_assignment_get · Records Clerk (reads) Fit none Technical 114 0.1 100%
event_record · Records Clerk (writes) Fit none Technical 114 0.1 100%
attach · Records Clerk (reads) Fit none Technical 113 0.9 100%
link_for_codes_gen · Records Clerk (reads) Snoozing none Technical 106 0.3 100%
meter · Records Clerk (writes) Snoozing none Technical 103 2.9 100%
get_8 · Records Clerk (reads) Fit none Technical 92 0.5 100%
dept_context · Records Clerk (reads) Fit none Technical 85 1.4 100%
bfs_reachable · Records Clerk (reads) Fit none Technical 80 0.0 100%
get_6 · Records Clerk (reads) Fit none Technical 75 0.2 100%

// rows aren't clickable in the public demo — per-function drill-downs (personnel files with root-cause, trend and AI fix prompts) are available in your own workspace.

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