What is already out there

Tools published, downloaded and used by people who are not me. None of this is a projection: these are the numbers PyPI and GitHub report right now.

Downloads per month on PyPI

Sum across every CLI published on PyPI, measured with pypistats.

GitHub stars

Sum of the stars across the jmweb-org repos.

Published tools

Command-line utilities published and maintained under jmweb-org.

Lab demos

Interactive experiments, running entirely in the browser.

The series over time

The year, day by day

Recalculated by hand, from the real commits in every repo on this machine, before each site update.

Every cell is a real day, counted from my own local commits — not GitHub's API, which only sees what reaches github.com. It gets rebuilt on every build from the actual repos on this machine.

635 commits across 87 active days this year.

LessMore

Tools and their downloads

Every published tool, with its downloads from the last month on PyPI.

Tool	Downloads/month	Link
servectl	161	View
evalgate	156	View
splitcheck	42	View
pii-sweep	42	View
dsdiff	41	View
mlenv	41	View
gpu-gate	38	View
slicemap	37	View
tokenmeter	37	View
repro-manifest	34	View
framescan	0	View
pytest-metricguard	0	View
model-budget-action	0	View
chainrule	0	View
expbook	0	View
param-lens	0	View

Also on Hugging Face

The model, the dataset and the ablation leaderboard, published on the Hub with their full cards.

Badges for the README

The same numbers, served as JSON in shields.io's endpoint schema, ready to paste into any README without hand-copying a figure.

[![pypi downloads](https://img.shields.io/endpoint?url=https://jmwebsoluciones.com/badges/pypi-downloads.json)](https://jmwebsoluciones.com/impact)
[![lab demos](https://img.shields.io/endpoint?url=https://jmwebsoluciones.com/badges/lab-demos.json)](https://jmwebsoluciones.com/impact)
[![oss tools](https://img.shields.io/endpoint?url=https://jmwebsoluciones.com/badges/tools.json)](https://jmwebsoluciones.com/impact)
[![mutation score](https://img.shields.io/endpoint?url=https://jmwebsoluciones.com/badges/mutation.json)](https://jmwebsoluciones.com/impact)

Modest, public numbers that update themselves every day with no change to the page's code. What matters is not today's size: it is the slope.

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Let's talk: feedback, collaboration or an opportunity.

You can write to me about a project, a technical question, to give me feedback, or about an internship or a first junior role. I always reply.

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