marcogarganigo

Spark#1308

@marcogarganigoJoined 9/27/2026

Codex

API-equivalent

$16.581

$2.76/day avg

Total tokens

88.0M

14.7M/day

Days active

1 submission

Global rank

#1308

Codex

Streak

start one today

Longest streak

consecutive days

Workflow

Cache hit rate

97%

Input served from cache

Higher than 75% of developers

Cost per 1M tokens

$0.19

Blended cost across all tokens

Lower than 99% of developers

Output share

Tokens generated as output

Higher than 72% of developers

Parallel tools

Days with 2+ tools · 1.0 avg/day

Parallel machines

Days with 2+ machines · 1.0 avg, 1 max

Models per active day

2.0

Distinct models used each day

Daily cost variation

1.3

Coefficient of variation; lower is steadier

Active days in span

75%

First to last active day

Tier progress$84 to ✦ EMBER

Spark

✦ Ember

Activity

OctNovDecJanFebMarAprMayJunJulAugSep

MonWedFri

6 active days in the last year

LessMore

Token breakdown

Input2.9M

Output339.1K

Cache read84.8M

Cache creation0

Usage insights

Most expensive day$10.57

Average daily cost$2.76

Total days tracked6 days

Last updatedSep 27, 2026

Most active days

by spend

Mon

$3.09

Tue

$2.32

Wed

$10.57

Thu

$0.00

Fri

$0.00

Sat

$0.30

Sun

$0.30

Monthly API-equivalent

last 1 months

Sep '26

Models

by cost

gpt-6-sol$12.78 · 77%

gpt-5.6-terra$3.15 · 19%

gpt-6-luna$0.42 · 3%

gpt-5.6-luna$0.23 · 1%

minicpm5$0.00 · 0%

Tools

by active days

Codex6d · 100%

Monthly Wrapped

A shareable recap of a month on the board — spend, tokens, streak, and rank among that month's active developers.

This month →Last month →

README badge

[![viberank](https://www.viberank.app/api/badge/marcogarganigo)](https://www.viberank.app/profile/marcogarganigo)

Also ?metric=cost and ?metric=tokens.