Software Composition Risk Intelligence — score the real cost of updating a dependency
Project description
scori
Software Composition Risk Intelligence — Know the cost before you update.
Free tools like pip-audit, OSV-Scanner, and Dependabot detect vulnerabilities and open update PRs — but none of them answer the question that matters: is it worth updating this lib right now, or does the migration cost outweigh the risk of not doing it? scori quantifies that friction as a single 0–100 score per dependency, using public data from PyPI, GitHub, and the OSV vulnerability database.
Install
pip install scori
# or
uv add scori
Usage
# Show friction scores for every dependency
scori friction --path .
scori friction --path . --format json > report.json
scori friction --path . --format html # writes scori-report.html
scori friction --path . --format markdown # markdown table (GitHub / PR comments)
scori friction --path . --ci # exit 1 if any score > 75
scori friction --path . --ci --threshold 50 # stricter gate
# Show only dependencies with updates available, sorted by friction
scori monitor --path .
scori monitor --path . --watch # re-check every 5 minutes
scori monitor --path . --watch --interval 60 # re-check every 60 s
# Preview and apply dependency version updates
scori update --path . --dry-run # show what would change
scori update --path . --apply # write changes + create backup
scori update --path . --apply --max-friction medium # only Low/Medium deps
scori update --path . --rollback # restore from last backup
# Generate a standalone report
scori report --path . # writes scori-report.html
scori report --path . --format json # prints JSON to stdout
scori report --path . --output out.html # custom output path
scori report --path . --ci --threshold 60 # exit 1 if any score > 60
# List all detected dependencies
scori scan --path .
Example output (scori friction --format table, with color indicators):
scori — friction scores
┌───────────┬─────────┬─────────┬───────┬───────┬──────────┬─────────┐
│ Package │ Current │ Latest │ Jump │ Score │ Label │ CVEs │
├───────────┼─────────┼─────────┼───────┼───────┼──────────┼─────────┤
│ django │ 3.2.0 │ 5.1.0 │ major │ 78 │ Critical │ 3 → 0 ✓ │
│ nltk │ 3.8.1 │ 3.9.4 │ minor │ 35 │ Medium │ 9 → 0 ✓ │
│ requests │ 2.31.0 │ 2.32.3 │ patch │ 8 │ Low │ — │
└───────────┴─────────┴─────────┴───────┴───────┴──────────┴─────────┘
The CVEs column shows known vulnerabilities in your current version and whether they are fixed in the latest release:
9 → 0 ✓— 9 CVEs in current, all fixed in latest (prioritize this update)3— 3 CVEs, still present in latest (update won't help with security)—— no known vulnerabilities in either version
scori monitor shows only the packages that have a newer release available,
sorted by friction score (highest first), and marks with ★ any package where
updating also fixes known CVEs.
When a package has CVEs that are not fixed in the latest version, scori searches PyPI online for alternatives with 0 known vulnerabilities and suggests them below the table:
⚠ Unresolved CVEs — consider these alternatives:
python-jose (3 CVEs, not fixed in latest) → joserfc, authlib
requests (1 CVE, not fixed in latest) → httpx
Alternatives are discovered dynamically: scori extracts keywords from the vulnerable package's PyPI metadata, searches for similar packages, and verifies each candidate against the OSV database before suggesting it. No hardcoded list — any package on PyPI is a potential alternative.
How it works
The friction score is a weighted sum of six components (max 100):
| Component | Max weight | Logic |
|---|---|---|
| Semantic version jump | 50 | patch=5, minor=25, major=50 |
| Breaking signals in changelog | 20 | +4 per keyword found in release notes or CHANGELOG |
| Affected transitive dependencies | 15 | +3 per reverse dep (from uv.lock/poetry.lock) |
| CVEs fixed by updating | 15 | +3 per fixed CVE (CRITICAL CVEs count double) |
| Months without updating in project | 10 | +1 per month (max 10) |
| Current version yanked | 5 | +5 if yanked: true in PyPI API |
Labels:
- 0–25 → Low → Safe to update
- 26–50 → Medium → Update with tests
- 51–75 → High → Update in isolated branch
- 76–100 → Critical → Manual migration required
CVE data is fetched from the OSV database (free, no auth required). CVEs that are fixed by updating contribute up to +15 points to the friction score. CRITICAL-severity CVEs (CVSS ≥ 9.0, as reported by the GitHub Advisory Database) count double, so the most dangerous vulnerabilities push the package higher in your update queue. CVEs that remain in the latest version do not affect the score (updating won't help with those).
Transitive dependency counts are read directly from uv.lock or poetry.lock
when present — no more always-zero placeholder.
Data sources
| Source | Data |
|---|---|
https://pypi.org/pypi/{pkg}/json |
Latest version, release dates, yanked status |
https://api.github.com/repos/{owner}/{repo}/releases |
Release notes for breaking signal detection |
https://raw.githubusercontent.com/…/CHANGELOG.md |
CHANGELOG for additional breaking signal scanning |
https://api.osv.dev/v1/query |
Known CVEs per version with severity |
Set GITHUB_TOKEN in your environment to raise the GitHub API rate limit from 60/h to 5000/h. PyPI and GitHub release data is cached in ~/.cache/scori/ for 1 hour. OSV results are cached in memory for the duration of a single run.
Version resolution
For pinned dependencies (fastapi==0.115.8), the pinned version is used directly. For unpinned dependencies (uvicorn with no version), scori looks up the installed version in the project's local venv (.venv/, venv/, or env/) before falling back to 0.0.0.
GitHub Actions
Add scori to any workflow in one step:
- uses: pauloestevao795/scori@v0.4.0
with:
threshold: '75' # fail if any dep score exceeds this (default: 75)
comment-pr: 'true' # post friction table as a PR comment
github-token: ${{ secrets.GITHUB_TOKEN }}
Full example — gate PRs that touch dependency files:
name: scori friction check
on:
pull_request:
paths:
- 'requirements*.txt'
- 'pyproject.toml'
- 'setup.cfg'
jobs:
friction:
runs-on: ubuntu-latest
permissions:
pull-requests: write
steps:
- uses: actions/checkout@v4
- uses: pauloestevao795/scori@v0.4.0
with:
threshold: '75'
comment-pr: 'true'
github-token: ${{ secrets.GITHUB_TOKEN }}
Pre-commit hook
# .pre-commit-config.yaml
repos:
- repo: https://github.com/pauloestevao795/scori
rev: v0.4.0
hooks:
- id: scori-friction
args: [--threshold, '75'] # optional: override default threshold
The hook runs scori friction --ci and blocks the commit if any dependency
exceeds the threshold. It only fires when requirements*.txt, pyproject.toml,
or setup.cfg are staged.
Roadmap
- v0.5 — score history,
.scori.tomlrisk profiles, LLM changelog summaries
Contributing
PRs and issues are welcome. Local setup:
git clone https://github.com/pauloestevao795/scori
cd scori
uv sync --group dev
uv run pre-commit install
uv run pytest
License
MIT
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