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Wes McKinney on GitHub

Wes McKinney

@wesm

Founder @kenn-io Principal Architect at https://posit.co. pandas, Ibis, Apache Arrow. @apache Member and Apache Parquet PMC

  • @kenn-io
  • Nashville, TN
  • 29K
    Total stars
  • 17K
    Followers
  • 32
    Public repos
  • 7,693
    Contributions

56 following

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Profile tree

  • Contributions: 7,693. Past 12 months.
  • Followers: 16,934. People who follow you.
  • Total stars: 28,769. Across all repos.
  • Following: 56. People you follow.
  • Public repos: 32. Owned, non-fork.

A living snapshot

Every leaf is a headline number from Wes McKinney’s public GitHub. The canopy fills out as the work grows - sway and all.

  • 7,693 Contributions Past 12 months
  • 17K Followers People who follow you
  • 29K Total stars Across all repos
  • 56 Following People you follow
  • 32 Public repos Owned, non-fork

Data from GitHub API · refreshed in real time

What your GitHub says

Based on public GitHub activity · how this is calculated

  • Python is the largest language share across analyzed repositories, at 48%.

    High confidence

  • Public visibility is concentrated: the top 3 analyzed repositories account for 97% of total stars, led by pydata-book.

    Medium confidence

  • Public GitHub activity is implementation-heavy: commits account for 67% of tracked contribution activity.

    Medium confidence

  • Most analyzed repositories (21 of 32) show no public activity in over a year.

    Medium confidence

Profile health

Signals from analyzed public data

Activity 100

Strong

  • 7,693 contributions in the trailing year
  • 125-day current streak
Portfolio 37

Needs work

  • 3 of 32 analyzed repositories are actively maintained
  • 28,769 stars across analyzed repositories
Discoverability 29

Needs work

  • 13 of 32 analyzed repositories have no description
  • 32 of 32 have no topic tags
Maintenance 9

Needs work

  • 3 of 32 analyzed repositories were pushed to in the last 6 months
  • 21 show no public activity in over a year
Collaboration 49

Developing

  • 2,302 pull requests and 63 code reviews in the trailing year
  • 966 repositories starred

Recruiter snapshot

A skim of public evidence, not a hiring judgement

Technical focus
Python / C++ / HTML / Jupyter Notebook

Largest language shares across analyzed repositories

Project depth
3 of 32

Analyzed repositories rated established or maintained

Collaboration
2,302 PRs / 63 reviews

Public pull requests and code reviews in the trailing year

Community signals
28,769 stars / 16,005 forks

Summed across analyzed repositories

Recent activity
12 of last 12 months

Calendar months with at least one tracked contribution

Strongest signals

  • 7,693 contributions in the trailing year

7,693
Contributions
Past 12 months
125
Current streak
May 22, 2026 – Sep 23, 2026
125
Longest streak
May 22, 2026 – Sep 23, 2026
Sep Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Mon Wed Fri
Less More

Language distribution for wesm Python 48.3%, C++ 21.6%, HTML 14.6%, Jupyter Notebook 8.8%, CMake 1.5%, JavaScript 1.3%, Other 4.0%
  • Python 48.3%
  • C++ 21.6%
  • HTML 14.6%
  • Jupyter Notebook 8.8%
  • CMake 1.5%
  • JavaScript 1.3%
  • Other 4.0%

Frontend Backend Mobile DevOps Data AI Security Embedded Game Dev
  • Backend 100
  • Data 100
  • DevOps 54
  • Frontend 31
  • Embedded 31
  • Mobile 0
  • AI 0
  • Security 0
  • Game Dev 0

Longest streak
125d
May 2026
Favourite coding day
Monday
1,296 contributions
Most active year
2026
6,868 contributions
Signature language
Python
48% of tracked code
Flagship repository
pydata-book
24,950 stars
On GitHub since
2010
16 years and counting

Wes McKinney is a developer on GitHub whose public work is written mostly in Python, which accounts for roughly 48% of their committed code, alongside C++ and HTML. Their account holds 32 public repositories, collecting 28,769 stars in total, led by pydata-book at 24,950. In the trailing year the account logged 7,693 contributions, including a longest run of 125 consecutive active days. Wes McKinney has been on GitHub since 2010 and is followed by 16,934 developers.

This overview is generated from Wes McKinney’s public GitHub activity at the time of the last refresh. Figures cover public repositories and the trailing twelve months of contributions.

  1. 01

    Add topics to pydata-book

    Low impact

    pydata-book has no topic tags, making its technology harder to discover.

    pydata-book →
  2. 02

    Add topics to feather

    Low impact

    feather has no topic tags, making its technology harder to discover.

    feather →
  3. 03

    Add topics to moneyflow

    Low impact

    moneyflow has no topic tags, making its technology harder to discover.

    moneyflow →
  4. 04

    Add topics to vbench

    Low impact

    vbench has no topic tags, making its technology harder to discover.

    vbench →
  5. 05

    Add topics to vldb-2019-apache-arrow-workshop

    Low impact

    vldb-2019-apache-arrow-workshop has no topic tags, making its technology harder to discover.

    vldb-2019-apache-arrow-workshop →

How these are calculated: see the methodology page .

Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

Jupyter Notebook 24,950 ★ 15,692 forks 25 issues today
NOASSERTION GitHub

Feather: fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow

JavaScript 2,757 ★ 165 forks 7 issues 17d ago
Apache-2.0 GitHub

Moneyflow: Personal Finance Data Interface for Power Users (supporting backends like Monarch Money, YNAB)

Python 274 ★ 21 forks 9 issues 14d ago

vbench: A tool for benchmarking your code through time, for showing performance improvement or regressions

Python 244 ★ 40 forks 16 issues 6mo ago

Bayesian State Space and Dynamic Models

Python 34 ★ 4 forks 9mo ago

Materials for PyData at Strata/Hadoop World San Jose 2015

Python 12 ★ 8 forks 3mo ago
NOASSERTION GitHub

Most popular
pydata-book

24,950 stars

Most recently active
moneyflow

Last pushed 15d ago

Longest maintained
wesm

Active for 6.2y

Most discoverable
moneyflow

75% of discoverability signals present

msgvault

Archive a lifetime of email and chat. Offline search, analytics, and AI query over your full message history. Powered by SQLite and DuckDB

Go 2,070 ★ 157 forks
roborev

Continuous background code review database for agents, work faster and smarter with accountability for every line of generated code.

Go 1,728 ★ 160 forks
kata

Local-first issue tracking for AI-assisted software work, with an agent-friendly CLI and human-facing TUI

Go 444 ★ 45 forks
agentsview

Local-first session search, analytics, insights, and token use statistics for coding agents, supporting Claude Code, Codex, and more than 20 other agents.

Go 5,974 ★ 678 forks
arrow

Apache Arrow is the universal columnar format and multi-language toolbox for fast data interchange and in-memory analytics

C++ 17,154 ★ 4,320 forks
forge

Local-first maintainer console with built-in agent workspaces: triage PRs, issues, and CI across GitHub, GitLab, Forgejo, and Gitea, then turn any item into a worktree session running your coding agent. One binary, no inbox.

Go 186 ★ 28 forks

  • pydata-book 24,950 ★

    Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

  • feather 2,757 ★

    Feather: fast, interoperable binary data frame storage for Python, R, and more powered by Apache Arrow

  • pandas2 303 ★

    Design documents and code for the pandas 2.0 effort.

  • moneyflow 274 ★

    Moneyflow: Personal Finance Data Interface for Power Users (supporting backends like Monarch Money, YNAB)

  • vbench 244 ★

    vbench: A tool for benchmarking your code through time, for showing performance improvement or regressions

  • Browse, search, and revisit your AI coding sessions.

All repositories →

Public visibility is concentrated in a small number of projects - these are the strongest candidates to feature on a resume.

Top 1 repository 87% of stars
Top 3 repositories 97% of stars
Top 5 repositories 99% of stars

Leading repository: pydata-book (24,950 stars, 28,769 total across analyzed repositories)

Technology breakdown

Derived from repository languages and topics - horizontal bars, never a pie.

Languages

  • Python 48%
  • C++ 22%
  • HTML 15%
  • Jupyter Notebook 9%
  • CMake 1%
  • JavaScript 1%

README, contributing-guide and GitHub Actions badges below are detected by exact filename on each repository’s default branch - they report presence, not quality.

  • pydata-book Developing
    Popularity 100
    Discoverability 50
    Maintenance 40
    README No contributing guide No CI workflow
  • moneyflow Maintained
    Popularity 1
    Discoverability 75
    Maintenance 100
    README No contributing guide CI: 4 workflows
  • conbench-tmp Maintained
    Popularity 0
    Discoverability 50
    Maintenance 65
    No README No contributing guide No CI workflow
  • feather Developing
    Popularity 8
    Discoverability 50
    Maintenance 40
    README No contributing guide No CI workflow
  • wesm Maintained
    Popularity 0
    Discoverability 0
    Maintenance 85
    README No contributing guide No CI workflow
  • Popularity 0
    Discoverability 25
    Maintenance 40
    README No contributing guide No CI workflow
  • video-assets Developing
    Popularity 0
    Discoverability 25
    Maintenance 40
    No README No contributing guide No CI workflow
  • pandas2 Archived
    Popularity 1
    Discoverability 50
    Maintenance 0
    README No contributing guide No CI workflow
  • vbench Dormant
    Popularity 1
    Discoverability 50
    Maintenance 0
    README No contributing guide No CI workflow
  • Popularity 0
    Discoverability 50
    Maintenance 0
    README No contributing guide CI: 1 workflow
  • Popularity 0
    Discoverability 50
    Maintenance 0
    README No contributing guide No CI workflow
  • Popularity 0
    Discoverability 50
    Maintenance 0
    README No contributing guide No CI workflow

Baixar currículo em PDF

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Adicione seus dados
Contato
Experiência
Formação

32
Public repos
Owned, non-fork
29K
Total stars
Across all repos
7,693
Contributions
Past 12 months
2,302
Pull requests
Opened this year
80
Public gists
Snippets shared
16 y
Account age
Since 2010
90 %
Profile score
Completeness

Repository explorer

Name Language Stars Forks Size Updated

Coding statistics

Largest repository
82.4 MB
pandas2
Smallest repository
9 KB
dataframe-protocol
Oldest repository
Jan 16, 2011
statlib
Newest repository
Jun 21, 2026
conbench-tmp
Most starred
24,950 ★
pydata-book
Most forked
15,692 forks
pydata-book
Most watched
1,511 watchers
pydata-book
Longest description
131 characters
libhdfs3-downstream
Most open issues
56 open
pandas2

Contribution patterns

By year

  • 2026
    6,868
  • 2025
    995
  • 2024
    592
  • 2023
    10
  • 2022
    48
  • 2021
    46

By day of week

  • Sun
    995
  • Mon
    1,296
  • Tue
    1,010
  • Wed
    1,211
  • Thu
    1,135
  • Fri
    994
  • Sat
    1,052

Best coding day: Mon

By month (last 12)

  • Oct
    672
  • Nov
    60
  • Dec
    65
  • Jan
    581
  • Feb
    659
  • Mar
    457
  • Apr
    1,229
  • May
    783
  • Jun
    495
  • Jul
    1,068
  • Aug
    962
  • Sep
    634

GitHub journey

  1. July 2010

    Joined GitHub

    Created the @wesm account.

  2. January 2011

    Created first repository

    Published statlib, the oldest repository still on the account.

  3. January 2011

    First starred repository

    statlib is the earliest-created repository to have earned stars.

  4. February 2015

    Reached 10 repositories

    strata-sj-2015 was the 10th public repository created.

  5. June 2026

    Most productive year: 2026

    6,868 contributions recorded in 2026, more than any other year on record.

  6. June 2026

    Latest repository

    conbench-tmp is the most recently created repository.

Developer evolution

Your GitHub career, year by year.

2011

Started with Python.

Python
Repos this year
5
Total repos
5
Stars, as of today
286
vbench
2012

Shifted from Python to Jupyter Notebook.

Jupyter Notebook
Repos this year
2
Total repos
7
Stars, as of today
25k
pydata-book
2013

Shifted from Jupyter Notebook to Python.

Python
Repos this year
2
Total repos
9
Stars, as of today
25k
jira-wrangle
2015

Went deeper into Python.

Python
Repos this year
2
Total repos
11
Stars, as of today
25k
strata-sj-2015
2016

Shifted from Python to JavaScript.

JavaScript Python
Repos this year
2
Total repos
13
Stars, as of today
28k
feather
2017

Shifted from JavaScript to C++.

Batchfile C++ Shell
Repos this year
5
Total repos
18
Stars, as of today
28k
arrow-plasma-object-store
2018

Went deeper into C++.

C++ Jupyter Notebook
Repos this year
3
Total repos
21
Stars, as of today
28k
bitmaps-vs-sentinels
2019

Shifted from C++ to Jupyter Notebook.

Jupyter Notebook
Repos this year
1
Total repos
22
Stars, as of today
28k
vldb-2019-apache-arrow-workshop
2020

Shipped 2 repositories.

Repos this year
2
Total repos
24
Stars, as of today
28k
dataframe-protocol
2024

Started with Python.

Python
Repos this year
1
Total repos
25
Stars, as of today
28k
Contributions
592
arrow-activity
2025

Went deeper into Python.

HTML Python
Repos this year
3
Total repos
28
Stars, as of today
29k
Contributions
995
moneyflow
2026

Went deeper into Python.

HTML Python
Repos this year
4
Total repos
32
Stars, as of today
29k
Contributions
6,868
archived-agent-session-viewer

Built from wesm’s public, non-fork repositories. Star totals reflect current counts, not historical snapshots.

Achievements

7 / 9 unlocked

Explorer
Created repositories in 8 or more languages
Builder
More than 50 public repositories
Open Source Enthusiast
100+ stars received across all repositories
Consistent
A 100-day-or-longer contribution streak
Documentation Hero
5 or more repositories with a detailed description
Popular
500 or more followers
Prolific Committer
1,000 or more commits in the past 12 months
Long Timer
5 or more years on GitHub
Star Collector
Starred 100 or more repositories

Open source activity

28,769
Stars received
966
Repositories starred
16,005
Forks received
185
Issues opened
Past 12 months
2,302
Pull requests opened
Past 12 months
63
Reviews given
Past 12 months
80
Public gists

Language evolution

The primary languages of repositories created each year.

2011
  • Python
2012
  • Jupyter Notebook
2013
  • Python
2015
  • Python
2016
  • JavaScript
  • Python
2017
  • Batchfile
  • C++
  • Shell
2018
  • C++
  • Jupyter Notebook
2019
  • Jupyter Notebook
2024
  • Python
2025
  • HTML
  • Python
2026
  • HTML
  • Python

Repository growth

Repositories created per year, and the running total.

5 repositories created in 2011 2 repositories created in 2012 2 repositories created in 2013 2 repositories created in 2015 2 repositories created in 2016 5 repositories created in 2017 3 repositories created in 2018 1 repositories created in 2019 2 repositories created in 2020 1 repositories created in 2024 3 repositories created in 2025 4 repositories created in 2026 5 total repositories by end of 2011 7 total repositories by end of 2012 9 total repositories by end of 2013 11 total repositories by end of 2015 13 total repositories by end of 2016 18 total repositories by end of 2017 21 total repositories by end of 2018 22 total repositories by end of 2019 24 total repositories by end of 2020 25 total repositories by end of 2024 28 total repositories by end of 2025 32 total repositories by end of 2026 2011 2012 2013 2015 2016 2017 2018 2019 2020 2024 2025 2026 32 0
Created that year Cumulative total

Language tree

Built automatically from repository languages and topics.

Programming Languages
  • Python
  • C++
  • HTML
  • Jupyter Notebook
  • CMake
  • JavaScript