
Research
2025 Report: Destructive Malware in Open Source Packages
Destructive malware is rising across open source registries, using delays and kill switches to wipe code, break builds, and disrupt CI/CD.
graphtimer
Advanced tools
This library is based around generating nice graphs for timings. It's highly modular and provides an interface to quickly and cleanly use modules.
The high-level interface is the Plotter class which takes a timer class as its only argument. The builtin timer is MultiTimer, where TimerNamespace builds it without you having to.
From here you have three steps:
repeat, as timeit only times the functions once and skips step 2.min, which gets the lowest value that isn't an outlier. And shows the error bars from the lowest outlier to Q3.matplotlib via the MatPlotLib class.import matplotlib.pyplot as plt
from graphtimer import Plotter, TimerNamespace
class ManualListCreation(TimerNamespace):
def test_comprehension(iterable):
return [i for i in iterable]
def test_append(iterable):
a = []
append = a.append
for i in iterable:
append(i)
return a
fig, axs = plt.subplots()
(
Plotter(ManualListCreation)
.repeat(100, 5, list(range(0, 10001, 1000)), args_conv=range)
.min()
.plot(axs)
)
fig.show()
To install graphtimer, just use pip:
$ pip install graphtimer
FAQs
Time code execution and graph results
We found that graphtimer demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
Did you know?

Socket for GitHub automatically highlights issues in each pull request and monitors the health of all your open source dependencies. Discover the contents of your packages and block harmful activity before you install or update your dependencies.

Research
Destructive malware is rising across open source registries, using delays and kill switches to wipe code, break builds, and disrupt CI/CD.

Security News
Socket CTO Ahmad Nassri shares practical AI coding techniques, tools, and team workflows, plus what still feels noisy and why shipping remains human-led.

Research
/Security News
A five-month operation turned 27 npm packages into durable hosting for browser-run lures that mimic document-sharing portals and Microsoft sign-in, targeting 25 organizations across manufacturing, industrial automation, plastics, and healthcare for credential theft.