ghscope
ghscope generates auditable activity reports for GitHub organisations and users.
It pulls commits, pull requests, issues and reviews through the GitHub GraphQL API, then aggregates them into human‑readable reports in Markdown, HTML, PDF, JSON and CSV.
The HTML export is a self‑contained dashboard with a sidebar, filters and per‑entity breakdowns; PDFs are generated from the same template for a print‑ready view.
Installation
ghscope targets Python 3.12+.
With uv (recommended):
uv add ghscope
With pip:
pip install ghscope
Authentication
ghscope uses a GitHub fine‑grained personal access token.
The token must have:
- Repository access to the repos you want to analyse (ideally “All repositories” for the organisation).
- Scopes/permissions that allow reading:
- code
- pull requests
- issues
- organisation members (for org‑wide reports)
You can pass the token explicitly or via environment variables.
Checked in order:
--tokenCLI flagGH_FINE_GRAINED_TOKENGITHUB_TOKENGH_TOKEN
CLI usage
Once installed, a ghscope entrypoint is available on your PATH.
Basic help:
ghscope --help
ghscope report --help
Generate a Markdown report for an organisation over a date range:
ghscope report \
--org Alievs-corp \
--since 2026-01-01 \
--until 2026-02-28 \
--format md \
--output ./report.md
Generate an HTML dashboard:
ghscope report \
--org Alievs-corp \
--since 2026-01-01 \
--until 2026-02-28 \
--format html \
--output ./report.html
Generate a JSON export suitable for further processing:
ghscope report \
--org Alievs-corp \
--since 2026-01-01 \
--until 2026-02-28 \
--format json \
--output ./report.json
Generate a PDF (requires WeasyPrint and its system dependencies):
ghscope report \
--org Alievs-corp \
--since 2026-01-01 \
--until 2026-02-28 \
--format pdf \
--output ./report.pdf
You can also run reports for a single user:
ghscope report \
--user martian56 \
--since 2026-01-01 \
--until 2026-02-28 \
--format html \
--output ./user-report.html
--org and --user can be combined; the tool will analyse all repos visible to the token in that scope.
HTML dashboard
The HTML output is a static, portable dashboard with:
- Overview: repository count, commit/PR/issue totals, lines changed, active/inactive contributors.
- Contributors: per‑user activity, sorted by total impact.
- Repositories: per‑repo summaries (commits, lines, PRs, issues, distinct contributors).
- Activity timeline: stacked bars per day (commits, PRs, issues).
- Pull requests, commits, issues: detailed tables with titles/messages, authors, counts and state.
There is a small filter bar at the top:
- Focus on contributor: pick a user to see only their work; all sections (overview, repos, timeline, PRs, commits, issues) realign to that view.
- Filter by text: search across titles and messages.
The page is fully static: no build step, no external assets, and it can be served from any static host or converted to PDF.
Data exported
Depending on the format, ghscope exports:
-
Aggregates
- per‑user counts (commits, lines added/deleted, PRs opened/merged, issues opened/closed/assigned, reviews given/received)
- per‑repo counts (commits, lines, PRs, issues, contributor count)
- active vs inactive contributors
- daily activity buckets
-
Raw entities
- users
- repositories
- commits
- pull requests
- issues
The JSON export contains both the aggregates and the raw entities so you can reshape the data as needed.
Notes
- The reports only include repositories and members that the token can see. If you expect more data than appears in a report, check the token’s repo and organisation permissions first.
- For large organisations, keep an eye on GitHub GraphQL rate limits.
ghscopelogs remaining calls and the reset time when you run with--verbose.
Metadata
Release files for ghscope 0.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| ghscope-0.2.0.tar.gz | 19.0 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| ghscope-0.2.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 45.5 kB
Release files / ghscope-0.2.0.tar.gz
| Download URL | ghscope-0.2.0.tar.gz |
|---|---|
| Size | 19.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
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Provenance
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PyPI Publish Attestation
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Signed by GitHub Actions, verified by PyPI on Mar 11, 2026.
Transparency logRelease files / ghscope-0.2.0-py3-none-any.whl
| Download URL | ghscope-0.2.0-py3-none-any.whl |
|---|---|
| Size | 26.5 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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|
|
BLAKE2b-256 checksum How to use checksums |
9d9a8952cbeaf3e57ea75450d555044f486761982d756616b19c7c5b97d9e913
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.7
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Mar 11, 2026.
Transparency log