Pull, filter, walk, and read a GitHub user's repositories with Polars.
Project description
octopolars
Pull, filter, walk, and read a GitHub user's repositories with Polars.
Installation
pip install octopolars
The
polarsdependency is required but not included in the package by default. It is shipped as an optional extra which can be activated by passing it in square brackets:pip install octopolars[polars] # most users can install regular Polars pip install octopolars[polars-lts-cpu] # for backcompatibility with older CPUs
Requirements
- Python 3.9+
- gh GitHub CLI tool, for a PAT
to avoid rate limits and enable file listings.
- alternatively set the
GH_TOKENenvironment variable as your GitHub token.
- alternatively set the
octopolars is supported by:
- Polars for efficient data filtering and output formatting.
- PyGithub (for GitHub API access to enumerate the repos)
- fsspec within Universal Pathlib
which provides a
github://protocol that enables enumerating files in GitHub repos as if they were local file paths.
Features
- GitHub repo enumeration: Retrieve user’s public repos (caching results to speed up repeated calls).
- Apply filters: Use either raw Polars expressions or a shorthand DSL (e.g.
{name}.str.starts_with("foo")) to filter repos. - File tree walking: Enumerate all files in each repository using
fsspec[github], supporting recursion and optional size filters. - Output formats: Display data in a Polars repr table (which can be read back in) or export to CSV/JSON/NDJSON.
- Control table size: Limit the number of rows or columns displayed, or use
--quietmode to quickly preview data. - Caching: By default, results are cached in the user’s cache directory to avoid repeated API calls (unless you force refresh).
Usage
Command-Line Interface
There are 2 subcommands, repos and issues.
$ octopols --help
Usage: octopols [OPTIONS] COMMAND [ARGS]...
GitHub CLI with 2 subcommands (see their help text for more information).
If no subcommand is given, the `repos` command is called by default.
Options:
--help Show this message and exit.
Commands:
issues List issues for the given GitHub username.
repos Octopols - A CLI for listing GitHub repos or files by username,...
The repos one is the default subcommand, and will run with just the octopols command plus a username.
octopols repos
Usage: octopols [OPTIONS] USERNAME
Octopols - A CLI for listing GitHub repos or files by username, with
filters.
By default, this prints a table of repositories.
The --walk/-w flag walks the files rather than just listing the repos.
The --extract/-x flag reads all matching files (use with caution).
The --filter/-f flag (1+ times) applies `filter` exprs, or f-string-like
column DSL (e.g., '{name}.str.starts_with("a")').
The --select/-s flag (1+ times) applies `select` exprs, or f-string-like
column DSL (e.g., '{foo}.alias("bar")').
The --addcols/-a flag (1+ times) applies `with_columns` exprs, or
f-string-like column DSL (e.g., '{total} * 2').
The --quiet/-q flag switches to a minimal, abridged view. By default, rows
and cols are unlimited (-1).
Examples
--------
- List all repos
octopols lmmx
- List all repos that start with 'd'
octopols lmmx -f '{name}.str.starts_with("d")'
- List only file paths from matching repos
octopols lmmx -w -f '{name} == "myrepo"'
- Read the *content* of all files from matching repos
octopols lmmx -x -f '{name}.str.starts_with("d3")'
- Filter and sort the repos by stars
octopols lmmx -f '{stars} > 8' -s 'pl.all().sort_by("stars",
descending=True)'
Options:
-w, --walk Walk files (default lists repos).
-x, --extract Read the text content of each file (not
directories). Use with caution on large sets!
-o, --output-format TEXT Output format: table, csv, json, or ndjson.
-c, --cols INTEGER Number of table columns to show. Default -1 means
show all.
-r, --rows INTEGER Number of table rows to show. Default -1 means
show all.
-q, --quiet Quiet mode: overrides --rows and --cols by setting
both to None.
-f, --filter TEXT One or more Polars expressions or a shorthand DSL
expression. In the DSL, use {column} to refer to
pl.col('column'), e.g.
'{name}.str.starts_with("a")'.
-s, --select TEXT One or more Polars expressions or a shorthand DSL
expression. In the DSL, use {column} to refer to
pl.col('column'), e.g. '{foo}.alias("bar")'.
-a, --addcols TEXT One or more Polars expressions or a shorthand DSL
expression. In the DSL, use {column} to refer to
pl.col('column'), e.g. '{total} * 2'.
--help Show this message and exit.
Example 1: List All Repos for a User
octopols lmmx --quiet
Displays a table of all repositories belonging to "lmmx" in abridged format.
shape: (226, 9)
┌────────────────────────┬────────────────┬─────────────────────────────────┬──────────┬───┬────────┬───────┬───────┬───────┐
│ name ┆ default_branch ┆ description ┆ archived ┆ … ┆ issues ┆ stars ┆ forks ┆ size │
│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │
│ str ┆ str ┆ str ┆ bool ┆ ┆ i64 ┆ i64 ┆ i64 ┆ i64 │
╞════════════════════════╪════════════════╪═════════════════════════════════╪══════════╪═══╪════════╪═══════╪═══════╪═══════╡
│ 2020-viz ┆ master ┆ ┆ false ┆ … ┆ 10 ┆ 0 ┆ 0 ┆ 1459 │
│ 3dv ┆ master ┆ Some 3D file handling with num… ┆ false ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 21096 │
│ AbbrevJ ┆ master ┆ JS journal abbreviation genera… ┆ true ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 724 │
│ AdaBins ┆ main ┆ Official implementation of Ada… ┆ false ┆ … ┆ 0 ┆ 1 ┆ 0 ┆ 560 │
│ advent-of-code-2017 ┆ master ┆ Advent of Code 2017 ┆ true ┆ … ┆ 0 ┆ 0 ┆ 0 ┆ 32 │
│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │
│ whisper ┆ main ┆ ┆ false ┆ … ┆ 0 ┆ 1 ┆ 0 ┆ 3118 │
│ wikitransp ┆ master ┆ Dataset of transparent images … ┆ false ┆ … ┆ 3 ┆ 0 ┆ 0 ┆ 58 │
│ wotd ┆ master ┆ Analysis of WOTD data from Twe… ┆ false ┆ … ┆ 1 ┆ 1 ┆ 0 ┆ 92 │
│ wwdc-21-3d-obj-capture ┆ master ┆ "TakingPicturesFor3DObjectCapt… ┆ false ┆ … ┆ 1 ┆ 1 ┆ 0 ┆ 2861 │
│ YouCompleteMe ┆ master ┆ A code-completion engine for V… ┆ false ┆ … ┆ 0 ┆ 1 ┆ 0 ┆ 32967 │
└────────────────────────┴────────────────┴─────────────────────────────────┴──────────┴───┴────────┴───────┴───────┴───────┘
Example 2: Filter Repos by Name
octopols lmmx -f '{name}.str.contains("demo")'
Uses the DSL expression to select only repositories with “demo” in the repo name.
shape: (9, 9)
┌──────────────────────────────┬────────────────┬─────────────────────────────────┬──────────┬─────────┬────────┬───────┬───────┬───────┐
│ name ┆ default_branch ┆ description ┆ archived ┆ is_fork ┆ issues ┆ stars ┆ forks ┆ size │
│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │
│ str ┆ str ┆ str ┆ bool ┆ bool ┆ i64 ┆ i64 ┆ i64 ┆ i64 │
╞══════════════════════════════╪════════════════╪═════════════════════════════════╪══════════╪═════════╪════════╪═══════╪═══════╪═══════╡
│ aiohttp-demos ┆ master ┆ Demos for aiohttp project ┆ false ┆ true ┆ 0 ┆ 0 ┆ 0 ┆ 45445 │
│ demopyrs ┆ master ┆ Demo Python/Rust extension lib… ┆ false ┆ false ┆ 0 ┆ 0 ┆ 0 ┆ 18 │
│ importstring_demo ┆ master ┆ Demo of deptry inability to de… ┆ false ┆ false ┆ 0 ┆ 1 ┆ 0 ┆ 7 │
│ pyd2ts-demo ┆ master ┆ Demo of a Pydantic model conve… ┆ false ┆ false ┆ 0 ┆ 0 ┆ 0 ┆ 761 │
│ react-htmx-demo ┆ master ┆ Demo app combining HTMX and Re… ┆ false ┆ false ┆ 0 ┆ 0 ┆ 0 ┆ 2 │
│ self-serve-demo ┆ master ┆ Python package auto-generated … ┆ false ┆ false ┆ 1 ┆ 1 ┆ 0 ┆ 14 │
│ sphinx-type-annotations-demo ┆ master ┆ [Resolved] A demo of how to bu… ┆ false ┆ false ┆ 1 ┆ 0 ┆ 0 ┆ 39 │
│ uv-doc-url-demo ┆ master ┆ Proof-of-concept for extractin… ┆ false ┆ false ┆ 0 ┆ 0 ┆ 0 ┆ 27 │
│ uv-ws-demo ┆ master ┆ A simple demo of the new works… ┆ false ┆ false ┆ 0 ┆ 1 ┆ 0 ┆ 15 │
└──────────────────────────────┴────────────────┴─────────────────────────────────┴──────────┴─────────┴────────┴───────┴───────┴───────┘
Example 3: Walk an Entire Repo
octopols lmmx -f '{name} == "mvdef"' --walk --quiet
Lists all files in the repository named "mvdef", abbreviating the output table in 'quiet' format.
shape: (121, 4)
┌─────────────────┬─────────────────────────────────┬──────────────┬─────────────────┐
│ repository_name ┆ file_path ┆ is_directory ┆ file_size_bytes │
│ --- ┆ --- ┆ --- ┆ --- │
│ str ┆ str ┆ bool ┆ i64 │
╞═════════════════╪═════════════════════════════════╪══════════════╪═════════════════╡
│ mvdef ┆ .github ┆ true ┆ 0 │
│ mvdef ┆ .github/CONTRIBUTING.md ┆ false ┆ 3094 │
│ mvdef ┆ .github/workflows ┆ true ┆ 0 │
│ mvdef ┆ .github/workflows/master.yml ┆ false ┆ 3398 │
│ mvdef ┆ .gitignore ┆ false ┆ 204 │
│ … ┆ … ┆ … ┆ … │
│ mvdef ┆ tools ┆ true ┆ 0 │
│ mvdef ┆ tools/github ┆ true ┆ 0 │
│ mvdef ┆ tools/github/install_miniconda… ┆ false ┆ 353 │
│ mvdef ┆ tox.ini ┆ false ┆ 1251 │
│ mvdef ┆ vercel.json ┆ false ┆ 133 │
└─────────────────┴─────────────────────────────────┴──────────────┴─────────────────┘
Example 4: Filter Repos by Name, List All Files
octopols lmmx -f '{name}.str.starts_with("d3")' --walk
List all files in every repository owned by "lmmx" whose repo name starts with "d3".
shape: (12, 4)
┌────────────────────┬───────────────────────────────┬──────────────┬─────────────────┐
│ repository_name ┆ file_path ┆ is_directory ┆ file_size_bytes │
│ --- ┆ --- ┆ --- ┆ --- │
│ str ┆ str ┆ bool ┆ i64 │
╞════════════════════╪═══════════════════════════════╪══════════════╪═════════════════╡
│ d3-step-functions ┆ README.md ┆ false ┆ 62 │
│ d3-step-functions ┆ d3-step-function-diagram.html ┆ false ┆ 498 │
│ d3-step-functions ┆ d3.v7.min.js ┆ false ┆ 278580 │
│ d3-step-functions ┆ wd-style.css ┆ false ┆ 35 │
│ d3-step-functions ┆ wd_sample_data.json ┆ false ┆ 1053 │
│ d3-step-functions ┆ wiring-diagram.js ┆ false ┆ 9264 │
│ d3-wiring-diagrams ┆ README.md ┆ false ┆ 66 │
│ d3-wiring-diagrams ┆ d3-wiring-diagram.html ┆ false ┆ 484 │
│ d3-wiring-diagrams ┆ d3.v7.min.js ┆ false ┆ 278580 │
│ d3-wiring-diagrams ┆ wd-style.css ┆ false ┆ 35 │
│ d3-wiring-diagrams ┆ wd_sample_data.json ┆ false ┆ 1053 │
│ d3-wiring-diagrams ┆ wiring-diagram.js ┆ false ┆ 7482 │
└────────────────────┴───────────────────────────────┴──────────────┴─────────────────┘
Example 5: Filter Repos by Name, Read All Files
octopols lmmx -x --filter='{name}.str.contains("uv")' --quiet
Read the content of all files whose repo name starts with "d3" owned by "lmmx".
shape: (28, 4)
┌─────────────────┬────────────────────────────┬─────────────────┬─────────────────────────────────┐
│ repository_name ┆ file_path ┆ file_size_bytes ┆ content │
│ --- ┆ --- ┆ --- ┆ --- │
│ str ┆ str ┆ i64 ┆ str │
╞═════════════════╪════════════════════════════╪═════════════════╪═════════════════════════════════╡
│ uv-doc-url-demo ┆ .gitignore ┆ 8 ┆ /target │
│ ┆ ┆ ┆ │
│ uv-doc-url-demo ┆ Cargo.lock ┆ 90700 ┆ # This file is automatically @… │
│ uv-doc-url-demo ┆ Cargo.toml ┆ 632 ┆ [package] │
│ ┆ ┆ ┆ name = "uv-doc-url-d… │
│ uv-doc-url-demo ┆ README.md ┆ 2361 ┆ # uv-doc-url-demo │
│ ┆ ┆ ┆ │
│ ┆ ┆ ┆ A Rust proo… │
│ uv-doc-url-demo ┆ src ┆ 0 ┆ │
│ … ┆ … ┆ … ┆ … │
│ uv-ws-demo ┆ src ┆ 0 ┆ │
│ uv-ws-demo ┆ src/workspaces ┆ 0 ┆ │
│ uv-ws-demo ┆ src/workspaces/__init__.py ┆ 45 ┆ from .cli import greet │
│ ┆ ┆ ┆ │
│ ┆ ┆ ┆ __all_… │
│ uv-ws-demo ┆ src/workspaces/cli.py ┆ 461 ┆ from sys import argv │
│ ┆ ┆ ┆ │
│ ┆ ┆ ┆ from pyd… │
│ uv-ws-demo ┆ uv.lock ┆ 19814 ┆ version = 1 │
│ ┆ ┆ ┆ requires-python = … │
└─────────────────┴────────────────────────────┴─────────────────┴─────────────────────────────────┘
Example 6: Filter Repos by Name, Add Columns Based on Description
octopols lmmx -f '{name}.str.starts_with("d3")' -a '{description}.str.contains("AWS").alias("Will It Cloud?")'
Adds a boolean column called "Will It Cloud?" based on whether the repo description contains "AWS".
shape: (2, 10)
┌────────────────────┬────────────────┬─────────────────────────────────┬──────────┬─────────┬────────┬───────┬───────┬──────┬────────────────┐
│ name ┆ default_branch ┆ description ┆ archived ┆ is_fork ┆ issues ┆ stars ┆ forks ┆ size ┆ Will It Cloud? │
│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │
│ str ┆ str ┆ str ┆ bool ┆ bool ┆ i64 ┆ i64 ┆ i64 ┆ i64 ┆ bool │
╞════════════════════╪════════════════╪═════════════════════════════════╪══════════╪═════════╪════════╪═══════╪═══════╪══════╪════════════════╡
│ d3-step-functions ┆ master ┆ AWS Step Function visualisatio… ┆ false ┆ false ┆ 1 ┆ 1 ┆ 0 ┆ 94 ┆ true │
│ d3-wiring-diagrams ┆ master ┆ Wiring diagram operad visualis… ┆ false ┆ false ┆ 2 ┆ 2 ┆ 0 ┆ 111 ┆ false │
└────────────────────┴────────────────┴─────────────────────────────────┴──────────┴─────────┴────────┴───────┴───────┴──────┴────────────────┘
Example 7: Filter Repos by Stars, Sort By Stars
octopols lmmx -f '{stars} > 8' -s 'pl.all().sort_by("stars", descending=True)'
shape: (6, 9)
┌──────────────────────────┬────────────────┬─────────────────────────────────┬──────────┬─────────┬────────┬───────┬───────┬───────┐
│ name ┆ default_branch ┆ description ┆ archived ┆ is_fork ┆ issues ┆ stars ┆ forks ┆ size │
│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │
│ str ┆ str ┆ str ┆ bool ┆ bool ┆ i64 ┆ i64 ┆ i64 ┆ i64 │
╞══════════════════════════╪════════════════╪═════════════════════════════════╪══════════╪═════════╪════════╪═══════╪═══════╪═══════╡
│ gdocs2md-html ┆ master ┆ Convert a Google Drive Documen… ┆ true ┆ false ┆ 12 ┆ 289 ┆ 37 ┆ 92 │
│ page-dewarp ┆ master ┆ Document image dewarping libra… ┆ false ┆ false ┆ 8 ┆ 138 ┆ 20 ┆ 11171 │
│ deforum-stable-diffusion ┆ master ┆ Refactor of the Deforum Stable… ┆ false ┆ false ┆ 6 ┆ 105 ┆ 17 ┆ 68 │
│ devnotes ┆ master ┆ obscure technical resolutions … ┆ false ┆ false ┆ 1 ┆ 89 ┆ 7 ┆ 6122 │
│ tabsave ┆ master ┆ Super simple Chrome extension … ┆ false ┆ false ┆ 20 ┆ 64 ┆ 21 ┆ 1020 │
│ range-streams ┆ master ┆ Streaming range requests in Py… ┆ false ┆ false ┆ 10 ┆ 9 ┆ 0 ┆ 402 │
└──────────────────────────┴────────────────┴─────────────────────────────────┴──────────┴─────────┴────────┴───────┴───────┴───────┘
octopols issues
The issues is an extra feature, but is only feasible on smaller repos (the pagination is very slow for repos with many issues).
octopols issues huggingface/peft -q -s 'pl.all().sort_by("user_login")'
This lists all of the issues filtered by user.
Listing issues for user: huggingface, repo: peft
shape: (39, 9)
┌────────┬─────────────────────────────────┬───────┬──────────┬───┬───────────────────────────┬────────────────┬─────────────────────────────────┬─────────────────────────────────┐
│ number ┆ title ┆ state ┆ comments ┆ … ┆ updated_at ┆ user_login ┆ labels ┆ body │
│ --- ┆ --- ┆ --- ┆ --- ┆ ┆ --- ┆ --- ┆ --- ┆ --- │
│ i64 ┆ str ┆ str ┆ i64 ┆ ┆ str ┆ str ┆ list[str] ┆ str │
╞════════╪═════════════════════════════════╪═══════╪══════════╪═══╪═══════════════════════════╪════════════════╪═════════════════════════════════╪═════════════════════════════════╡
│ 2372 ┆ O(n^m) to O(n) for finding no … ┆ open ┆ 0 ┆ … ┆ 2025-02-10T11:54:57+00:00 ┆ AllenHW ┆ [] ┆ The code snippet finds modules… │
│el with nested all-line… ┆ open ┆ 1 ┆ … ┆ 2025-02-20T16:04:14+00:00 ┆ BenjaminBossan ┆ [] ┆ Resolves #2390
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ There was a … │
│ 2390 ┆ Bug: Using 2 LoRA configs with… ┆ open ┆ 0 ┆ … ┆ 2025-02-20T12:34:49+00:00 ┆ BenjaminBossan ┆ ["bug", "good first issue"] ┆ ### System Info │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ - │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ### Who ca… │
│ 2382 ┆ ENH Allow rank/alpha keys to b… ┆ open ┆ 1 ┆ … ┆ 2025-02-17T16:03:15+00:00 ┆ BenjaminBossan ┆ [] ┆ See https://github.com/hugging… │
│ 2381 ┆ Bug when deleting adapters of … ┆ open ┆ 0 ┆ … ┆ 2025-02-20T12:35:13+00:00 ┆ BenjaminBossan ┆ ["bug"] ┆ ### System Info │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ All PEFT vers… │
│ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … ┆ … │
│ 1935 ┆ [Call for contributions] help … ┆ open ┆ 42 ┆ … ┆ 2025-02-06T14:24:43+00:00 ┆ sayakpaul ┆ ["wip", "contributions-welcome… ┆ Originally reported by @bghira… │
│ 2321 ┆ [Warning] `Merge lora module t… ┆ open ┆ 10 ┆ … ┆ 2025-02-07T11:32:08+00:00 ┆ steveepreston ┆ [] ┆ ### System Info │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ │
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ peft 0.14.0
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ … │
│ 2240 ┆ FIX: bugs of assign=True in lo… ┆ open ┆ 7 ┆ … ┆ 2025-02-05T12:53:10+00:00 ┆ tomguluson92 ┆ ["wip", "contributions-welcome… ┆ When I load Flux trained lora … │
│ 2389 ┆ orthogonal lora layer init ┆ open ┆ 3 ┆ … ┆ 2025-02-20T12:06:46+00:00 ┆ winglian ┆ [] ┆ see: https://datta0.github.io/… │
│RA (EMNLP 2024) ┆ open ┆ 4 ┆ … ┆ 2025-02-03T10:09:03+00:00 ┆ wutaiqiang ┆ [] ┆ Previous PR:
│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ ┆ https://github.c… │
└────────┴─────────────────────────────────┴───────┴──────────┴───┴───────────────────────────┴────────────────┴─────────────────────────────────┴─────────────────────────────────┘
Library Usage
You can also import octopols.Inventory directly:
from octopols import Inventory
inv = Inventory(username="lmmx")
repos_df = inv.list_repos()
If you want to apply a filter expression programmatically and walk the file trees:
import polars as pl
inv = Inventory(username="lmmx", filter_exprs=[pl.col("name").str.contains("demo")])
files_df = inv.walk_file_trees()
Project Structure
cli.py: Defines the CLI (octopols) with all available options and flags.inventory.py: Core logic for retrieving repos, walking file trees, caching, and applying filters.
Contributing
Maintained by lmmx. Contributions welcome!
- Issues & Discussions: Please open a GitHub issue or discussion for bugs, feature requests, or questions.
- Pull Requests: PRs are welcome!
- Install the dev extra (e.g. with uv:
uv pip install -e .[dev]) - Run tests (when available) and include updates to docs or examples if relevant.
- If reporting a bug, please include the version and the error message/traceback if available.
- Install the dev extra (e.g. with uv:
License
This project is licensed under the MIT License.
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