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.

0% value alignment

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

159
commits (fn + iterations)
159
functions owned
2545
lines
36450
calls
100%
reliability
2.0
avg ms
16
avg fn size (lines)
high-value work11%
debt-risk code4%
vanilla glue0%
48% dormant / freeloading 0% unique IP 100% without a test signal

Portfolio health

live states across 44 owned functions
Top performer 17 Fit 26 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. Over half the functions you touch have no test coverage signal — add characterization tests as you go.
  3. Keep investing where you are — your work concentrates on healthy, value-bearing code.

Portfolio

anonymized to role titles · real production functions
Employee State Debt Split Calls Avg ms Reliability Contribution
glyph_get · Records Clerk (reads) Top performer none Technical 6841 0.1 100%
pairing_traits · Records Clerk (reads) Top performer none Technical 6571 0.0 100%
journey_context · Records Clerk (reads) Top performer none Technical 6472 0.0 100%
article_read_min · Records Clerk (reads) Top performer none Technical 5322 0.2 100%
article_short_version · Records Clerk (reads) Top performer none Technical 1992 0.0 100%
article_related · Records Clerk (reads) Top performer none Technical 1992 0.1 100%
article_get · Records Clerk (reads) Top performer none Technical 1992 0.7 100%
pillar_word_count · Records Clerk (reads) Top performer none Technical 1926 0.5 100%
partner_pair · Records Clerk (reads) Top performer none Technical 887 0.1 100%
side_matches_find · Records Clerk (reads) Top performer none Technical 452 0.0 100%
match_rule_eval · Records Clerk (reads) Top performer none Technical 313 0.0 100%
registry_get · Records Clerk (reads) Top performer none Technical 303 0.0 100%
series_list · Records Clerk (reads) Top performer none Technical 246 3.6 100%
card_cluster · Records Clerk (reads) Top performer none Technical 204 0.2 100%
article_get_2 · Records Clerk (reads) Top performer none Technical 204 0.8 100%
get_3 · Records Clerk (reads) Top performer none Technical 116 0.0 100%
json_singleton_get · Records Clerk (reads) Top performer none Technical 114 0.0 100%
current_assignment_get · Records Clerk (reads) Fit none Technical 39 0.1 100%
event_record · Records Clerk (writes) Fit none Technical 39 0.1 100%
icp_profile_get · Records Clerk (reads) Fit none Technical 30 0.0 100%
link_for_codes_gen · Records Clerk (reads) Fit none Technical 30 0.3 100%
get_8 · Records Clerk (reads) Fit none Technical 25 0.2 100%
org_list_read · Records Clerk (reads) Fit none Technical 22 0.0 100%
get_6 · Records Clerk (reads) Fit none Technical 22 0.2 100%
get_9 · Records Clerk (reads) Fit none Technical 21 0.7 100%
get_7 · Records Clerk (reads) Fit none Technical 20 0.5 100%
codes_from_data · Records Clerk (reads) Fit none Technical 18 2.3 100%
get_4 · Records Clerk (reads) Fit none Technical 14 0.1 100%
get_5 · Records Clerk (reads) Fit none Technical 14 0.7 100%
task_status_get · Records Clerk (reads) Fit none Technical 14 1.5 100%
dashboard_penalties · Records Clerk (reads) Fit none Technical 14 7.7 100%
fallback_link_gen · Records Clerk (reads) Fit none Technical 13 0.0 100%
regul_content_read · Records Clerk (reads) Fit none Technical 13 0.3 100%
get · Records Clerk (reads) Fit none Technical 10 0.9 100%
attach · Records Clerk (reads) Fit none Technical 10 1.7 100%
project_evaluate · Records Clerk (writes) Fit none Technical 12 609.2 100%
slots_extract_blocks · Records Clerk (reads) Fit none Technical 7 0.0 100%
findings · Records Clerk (reads) Fit none Technical 7 0.4 100%
pace · Records Clerk (reads) Fit none Technical 6 0.1 100%
budget_ok · Records Clerk (reads) Fit none Technical 6 0.3 100%
spend · Records Clerk (writes) Fit none Technical 6 2.8 100%
project_save · Records Clerk (writes) Injury-prone emerging Technical 7 11.5 86%
pairing_coherence_note · Records Clerk (reads) Fit none Technical 5 0.0 100%
pairing_signature · Records Clerk (reads) Fit none Technical 5 1.7 100%

// 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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