Usage habits

2,025 sessions and 103,839 requests since 27 May 2026. Store read Tue 27 Oct 2026, 12:28, local time UTC-04:00.

De-identified export. Generated Tue 27 Oct 2026, 12:28. Window: all time. Dollar figures are rounded to the nearest dollar.

Activity by weekday and hour

All time to Tue 27 Oct 2026, 12:28, local time UTC-04:00. Shade is uncached input plus output tokens for codex.

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Hover or focus a cell for its figures.

Tokens from20,954617,4501,232,0341,956,3282,917,929

Model by task kind

All time to Tue 27 Oct 2026, 12:28, codex only. Requests by canonical model and the session's task label; a subagent counts under its parent's label. Column totals match the label totals of query summary --group-by label (codex rows).

Each web scales its largest topic to the outer ring. Ring ticks and axis labels give the share of that model's requests.

gpt-6-astra

1,407 requests OpenAI

gpt-6-astra task mixShare of this model's requests. The outer ring is the largest topic, 29.9%. research: 420 requests, 29.9%; coding: 338 requests, 24.0%; debugging: 41 requests, 2.9%; writing: 275 requests, 19.5%; review: 147 requests, 10.4%; data-analysis: 95 requests, 6.8%; ops-config: 71 requests, 5.0%; other: 20 requests, 1.4%.7.5%14.9%22.4%29.9%research: 420 requests (29.9%)research29.9%coding: 338 requests (24.0%)coding24.0%debugging: 41 requests (2.9%)debugging2.9%writing: 275 requests (19.5%)writing19.5%review: 147 requests (10.4%)review10.4%data-analysis: 95 requests (6.8%)data analysis6.8%ops-config: 71 requests (5.0%)ops config5.0%other: 20 requests (1.4%)other1.4%

gpt-6.1-sol

12,205 requests OpenAI

gpt-6.1-sol task mixShare of this model's requests. The outer ring is the largest topic, 23.6%. research: 2,116 requests, 17.3%; coding: 2,859 requests, 23.4%; debugging: 1,189 requests, 9.7%; writing: 925 requests, 7.6%; review: 2,003 requests, 16.4%; data-analysis: 180 requests, 1.5%; ops-config: 2,881 requests, 23.6%; other: 52 requests, 0.4%.5.9%11.8%17.7%23.6%research: 2,116 requests (17.3%)research17.3%coding: 2,859 requests (23.4%)coding23.4%debugging: 1,189 requests (9.7%)debugging9.7%writing: 925 requests (7.6%)writing7.6%review: 2,003 requests (16.4%)review16.4%data-analysis: 180 requests (1.5%)data analysis1.5%ops-config: 2,881 requests (23.6%)ops config23.6%other: 52 requests (0.4%)other0.4%

gpt-6-sol

3,767 requests OpenAI

gpt-6-sol task mixShare of this model's requests. The outer ring is the largest topic, 37.8%. research: 401 requests, 10.6%; coding: 878 requests, 23.3%; debugging: 1,423 requests, 37.8%; writing: 501 requests, 13.3%; review: 309 requests, 8.2%; data-analysis: 0 requests, 0.0%; ops-config: 255 requests, 6.8%; other: 0 requests, 0.0%.9.4%18.9%28.3%37.8%research: 401 requests (10.6%)research10.6%coding: 878 requests (23.3%)coding23.3%debugging: 1,423 requests (37.8%)debugging37.8%writing: 501 requests (13.3%)writing13.3%review: 309 requests (8.2%)review8.2%data-analysis: 0 requests (0.0%)data analysis0.0%ops-config: 255 requests (6.8%)ops config6.8%other: 0 requests (0.0%)other0.0%

gpt-6-luna

4,036 requests OpenAI

gpt-6-luna task mixShare of this model's requests. The outer ring is the largest topic, 28.5%. research: 969 requests, 24.0%; coding: 1,152 requests, 28.5%; debugging: 521 requests, 12.9%; writing: 311 requests, 7.7%; review: 261 requests, 6.5%; data-analysis: 6 requests, 0.1%; ops-config: 788 requests, 19.5%; other: 28 requests, 0.7%.7.1%14.3%21.4%28.5%research: 969 requests (24.0%)research24.0%coding: 1,152 requests (28.5%)coding28.5%debugging: 521 requests (12.9%)debugging12.9%writing: 311 requests (7.7%)writing7.7%review: 261 requests (6.5%)review6.5%data-analysis: 6 requests (0.1%)data analysis0.1%ops-config: 788 requests (19.5%)ops config19.5%other: 28 requests (0.7%)other0.7%

gpt-5.6-sol

12,428 requests OpenAI

gpt-5.6-sol task mixShare of this model's requests. The outer ring is the largest topic, 23.4%. research: 2,467 requests, 19.9%; coding: 2,905 requests, 23.4%; debugging: 814 requests, 6.5%; writing: 2,759 requests, 22.2%; review: 1,249 requests, 10.0%; data-analysis: 1,623 requests, 13.1%; ops-config: 611 requests, 4.9%; other: 0 requests, 0.0%.5.8%11.7%17.5%23.4%research: 2,467 requests (19.9%)research19.9%coding: 2,905 requests (23.4%)coding23.4%debugging: 814 requests (6.5%)debugging6.5%writing: 2,759 requests (22.2%)writing22.2%review: 1,249 requests (10.0%)review10.0%data-analysis: 1,623 requests (13.1%)data analysis13.1%ops-config: 611 requests (4.9%)ops config4.9%other: 0 requests (0.0%)other0.0%

gpt-5.6-terra

1,272 requests OpenAI

gpt-5.6-terra task mixShare of this model's requests. The outer ring is the largest topic, 39.5%. research: 200 requests, 15.7%; coding: 62 requests, 4.9%; debugging: 0 requests, 0.0%; writing: 348 requests, 27.4%; review: 71 requests, 5.6%; data-analysis: 89 requests, 7.0%; ops-config: 502 requests, 39.5%; other: 0 requests, 0.0%.9.9%19.7%29.6%39.5%research: 200 requests (15.7%)research15.7%coding: 62 requests (4.9%)coding4.9%debugging: 0 requests (0.0%)debugging0.0%writing: 348 requests (27.4%)writing27.4%review: 71 requests (5.6%)review5.6%data-analysis: 89 requests (7.0%)data analysis7.0%ops-config: 502 requests (39.5%)ops config39.5%other: 0 requests (0.0%)other0.0%

gpt-5.6-luna

3,776 requests OpenAI

gpt-5.6-luna task mixShare of this model's requests. The outer ring is the largest topic, 42.7%. research: 1,613 requests, 42.7%; coding: 238 requests, 6.3%; debugging: 745 requests, 19.7%; writing: 513 requests, 13.6%; review: 235 requests, 6.2%; data-analysis: 294 requests, 7.8%; ops-config: 77 requests, 2.0%; other: 61 requests, 1.6%.10.7%21.4%32.0%42.7%research: 1,613 requests (42.7%)research42.7%coding: 238 requests (6.3%)coding6.3%debugging: 745 requests (19.7%)debugging19.7%writing: 513 requests (13.6%)writing13.6%review: 235 requests (6.2%)review6.2%data-analysis: 294 requests (7.8%)data analysis7.8%ops-config: 77 requests (2.0%)ops config2.0%other: 61 requests (1.6%)other1.6%

gpt-5.5

5,299 requests OpenAI

gpt-5.5 task mixShare of this model's requests. The outer ring is the largest topic, 28.6%. research: 688 requests, 13.0%; coding: 1,079 requests, 20.4%; debugging: 291 requests, 5.5%; writing: 1,513 requests, 28.6%; review: 387 requests, 7.3%; data-analysis: 1,258 requests, 23.7%; ops-config: 83 requests, 1.6%; other: 0 requests, 0.0%.7.1%14.3%21.4%28.6%research: 688 requests (13.0%)research13.0%coding: 1,079 requests (20.4%)coding20.4%debugging: 291 requests (5.5%)debugging5.5%writing: 1,513 requests (28.6%)writing28.6%review: 387 requests (7.3%)review7.3%data-analysis: 1,258 requests (23.7%)data analysis23.7%ops-config: 83 requests (1.6%)ops config1.6%other: 0 requests (0.0%)other0.0%
Exact request counts by task kind
Modelresearchcodingdebuggingwritingreviewdata-analysisops-configotherTotal
gpt-5.6-sol2,4672,9058142,7591,2491,623611012,428
gpt-6.1-sol2,1162,8591,1899252,0031802,8815212,205
gpt-5.56881,0792911,5133871,2588305,299
gpt-6-luna9691,1525213112616788284,036
gpt-5.6-luna1,61323874551323529477613,776
gpt-6-sol4018781,423501309025503,767
gpt-6-astra420338412751479571201,407
gpt-5.6-terra200620348718950201,272
Total8,8749,5115,0247,1454,6623,5455,26816144,190

Requests from6893096111,258

How much of my work I hand to subagents

All time to Tue 27 Oct 2026, 12:28, codex only. Tokens are uncached input plus output. Figures match query agents (codex row of by_tool).

Share of tokens spent in subagent threads vs main threads. Each square is 5 %. By month covers all history.

RowSquarestokenssessions with subagents
codex11 %98 of 501
RowSquarestokens
May0 %
Jun4 %
Jul2 %
Aug10 %
Sep15 %
Oct, so far45 %

subagent threadsmain threads

Cost by project

All time to Tue 27 Oct 2026, 12:28, codex only. Sessions, tokens and cost match query projects counting codex only.

ProjectSessionsTokensEst. costTools
AsterX3921,374,660,092$598 100 %
project C77536,575,971$483 100 %
athenapp_root53521,099,787$424 100 %
t3code991,534,685,978$280 100 %
project E117373,720,085$129 100 %
project G41170,178,299$116 100 %
project H23124,600,948$47 100 %
tvh0021.github.io1263,956,670$24 100 %
project K332,885,440$18 100 %
project L722,437,507$17 100 %

The 10 costliest of 70 projects with activity in this window. Linked projects are public on GitHub. Other project names are pseudonyms shared across this export. Tool shares are percentages of requests.

What my use would cost at API prices, by month

All time to Tue 27 Oct 2026, 12:28, codex only. Estimated cost by local calendar month, at API list prices; the total row matches query summary. Figures are rounded independently to the nearest dollar; displayed rows may not add up.

Each column is a month's use at API list prices, split by tool. The dashed outline is where this month ends at each tool's pace so far.

Est. cost by month and toolMay 2026: est. $68 (codex $68); Jun 2026: est. $421 (codex $421); Jul 2026: est. $458 (codex $458); Aug 2026: est. $315 (codex $315); Sep 2026: est. $611 (codex $611); Oct 2026: est. $382 (codex $382), on pace for $447May 2026: est. $68 (codex $68)$68MayJun 2026: est. $421 (codex $421)$421JunJul 2026: est. $458 (codex $458)$458JulAug 2026: est. $315 (codex $315)$315AugSep 2026: est. $611 (codex $611)$611SepOct 2026: est. $382 (codex $382), on pace for $447$447 paceOct27 of 31 days
Monthcodex
May 2026$68
Jun 2026$421
Jul 2026$458
Aug 2026$315
Sep 2026$611
Oct 2026$382
Total$2254

95 % of input tokens were cache reads, priced at the cheaper cache rate.

How often I exhaust a window limit

All time to Tue 27 Oct 2026, 12:28, codex only. Closed windows of each plan's own limits; pools are left out.

Each bar is every closed window, by how full it got before it reset. A tool needs 5 closed windows for a bar.

codexcodex: 156 of 297 windows under 25 %codex: 77 of 297 windows 25 to 75 %codex: 31 of 297 windows 75 to 99 %codex: 33 of 297 windows ran out11 % ran out297 windows
codexcodex: 17 of 49 windows under 25 %codex: 16 of 49 windows 25 to 75 %codex: 7 of 49 windows 75 to 99 %codex: 9 of 49 windows ran out18 % ran out49 windows
under 25 %25 to 75 %75 to 99 %ran out