awesome-for-beginners is a label index with five different label names in it

Five spellings of the same idea, so one label search misses entries

The premise is one line: maintainers of open source projects add a beginner label to their issues and list the project here. The trouble is that the label is not one string.

Going through the entries, the same intent appears as good first issue, first-timers-only, Good First Issue, Good-first-issue, help-wanted, stat:contributions-welcome, beginner, and Level:Starter. That is five casings of the GitHub-standard name plus four unrelated conventions.

The consequence is concrete. If you filter a repository's issues by good first issue, you will miss a project listed here under first-timers-only, and a maintainer reading the list may assume the first-timers-only convention is equivalent when it is a different label with different triage rules. Treat the label as a hint about which project to look at, not as a query you can paste into a search.

data.json is the only file you can edit, and README.md is generated from it

The file opens with four HTML comments that function as a warning to contributors. The first says do not edit README.md. The second says all entries should be added to and removed from data.json. The third points at CONTRIBUTING.md for more guidance. The fourth carves out an exception: if you are editing README-template.j2, ignore the message.

So there is a template, a data file and a generated document, plus a contributing guide. The repository root holds exactly those four things alongside a .github directory: .github/, CONTRIBUTING.md, README.md and data.json.

This has a practical effect on anyone who wants to correct an entry. A dead link or a project that dropped its beginner label cannot be fixed by editing the page you see on GitHub. The change has to go into data.json and survive whatever generation step produces the Markdown, which means a pull request against the generated file will be the wrong kind of pull request.

Every link points at a repository, never at an open issue

An entry is a project name, a URL to the project root, a label, and a one-line description. Godot Engine, for example, is listed as a 2D and 3D cross-platform game engine that also has C# and Python code, with the label good first issue. tensorflow appears under C++ with the label stat:contributions-welcome.

None of these links land on a task. The URL is the repository, so the work of finding something actually open, still unassigned and still described as small happens after you leave this list.

That is the main limitation for a first-time contributor, and it is worth being blunt about the consequence. A project listed here can have zero open beginner issues this week, or can have issues labelled for maintainers rather than newcomers. The list cannot warn you about either case, and a newcomer who spends an evening reading a repository's contributing guide before discovering there is nothing to pick up has lost that evening for nothing.

Julia appears twice, Exosphere appears twice and one of them lives on GitLab

Entries are not deduplicated by project. Julia is listed under C and again under C++ with the same description, on the reasoning that a C or C++ newcomer might find it. Exosphere is listed under Ansible and again under Elm, and both times the URL points to gitlab.com rather than to a GitHub repository.

That second case breaks the premise the list is built on. The opening instruction is to add a label on GitHub and list the project so people can find it, and the label vocabulary it collects is entirely GitHub labels. A project that does not live on GitHub cannot carry them, so its entry works only if its own tracker happens to use a compatible convention.

For a reader, the practical effect is that the language headings are a rough filter rather than a taxonomy. Count the languages to get a sense of coverage, and expect a project you recognise from a neighbouring language to show up in a section you would not have chosen.

The table of contents lists JavaScript twice and TypeScript twice, pointing at one anchor each

The contents table is a two-column layout mapping a letter to languages. In the J row, JavaScript and Javascript both appear, and both link to the same anchor. The T row has the same problem with TypeScript and Typescript.

An anchor can only resolve to one heading, so one of each pair is dead the moment the page renders. The fix is a one-character change in the template, and it is the kind of thing that survives in a generated file for a long time because nobody depends on the broken one.

The consequence for anyone using the contents table is small but annoying: clicking JavaScript or Typescript in the two-capitals spelling lands on the same place as the correctly spelled entry, which makes the table look like it has more languages than the page actually has. It is a useful reminder that this document is generated output, and reading the headings below the table tells you more than the table does.

No licence file, no releases, and a last change on 25 July 2026

The repository carries no licence file. The root contains a .github directory, CONTRIBUTING.md, README.md and data.json, and that is all. The project has no GitHub releases either, so there is nothing to pin a dependency to and nothing to diff between versions.

The last push to main is 25 July 2026. The repository is not archived, so nothing has been formally abandoned, but a list whose entire content is a set of links to other projects ages in a way a codebase does not. Entries go stale when a project changes its labels, renames, or stops taking outside work, and nothing in the pipeline re-checks them.

For a reader deciding whether to rely on it, the consequence is that the list is a snapshot of July 2026, not a live feed. The maintainers are the projects themselves, so the freshness of any single entry depends on a volunteer noticing.

Two neighbouring lists cover the cases this one explicitly declines

The header routes readers elsewhere twice, and both routes are more specific than this list.

For people who want to contribute but are not programmers, there is a separate Awesome for non-programmers list. For people who already know what they want to do and need the mechanics of a first pull request, there is the First Contributions repository, which walks through how to contribute to a repository on GitHub.

What is left for this list is the middle: which projects, in which language, currently tag their work for newcomers. That is a genuinely useful slice, and the two redirects explain the boundaries the project set for itself.

The list is also explicitly inspired by a First Timers Only blog post, which sets the tone for the whole thing. It is a directory of doors, not a curriculum, and the absence of any ordering within a language section reflects that.

Editorial conclusion

Use this list to pick which language's ecosystem you want to break into, and expect to spend the first twenty minutes in each repository's own issue tracker finding something still open. Do not treat a listing as evidence that a project is currently welcoming beginners, since nothing in the list is rechecked and the file has not changed since 25 July 2026. Before forking or republishing the list itself, read the repository directly for licensing terms, because no licence file is present and the list gives no reuse grant.

Frequently asked questions

Official sources

1. Official README
2. Project repository