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dmwyatt/image-reviewer

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Python
★ 0
commit 4cc613867268
scored 2026-11-14
scoring prov-5+qual-2+sec-2

AI provenance

100%

explicit

Confidence: 74%
Coverage: 100%

Estimated share of AI-generated code. Explicit attribution is a lower bound.

Code quality

86/100

strong

Confidence: 90%
Coverage: 100%

Complexity, duplication, lint density, tests, CI, docs and review process.

Security

64/100

weak

Confidence: 85%
Coverage: 100%

Secrets, static analysis, vulnerable dependencies, CI and supply-chain posture.

Dispute or request a re-score Full report JSON

AI provenance

100% explicit

Explicit AI attribution on 100% of first-party code added; an estimated 100% including velocity signals.

How the score is built

Explicitly attributed share100%
Unattributed share in AI-pace bursts0%
Estimated AI-generated share100%
AI tool configuration files5
Work sessions at AI pace0
Releases at AI pacenot measured
Coding-style index (1.0+ means possible)0.00

Attributed AI tools

Tool	Commits	Lines added	First seen	Last seen
Claude Code	17	1,144	2026-03-01	2026-03-02

Lines added per month all AI-attributed share

2026-031,144 · 100% AI

Findings in AI-attributed lines vs the rest

From git blame: 345 lines trace to AI-attributed commits, 0 to others. Too few lines in one group for a fair comparison. Reported, not scored.

Findings per 1,000 lines	AI-attributed	Other	Ratio
Code quality	2.90	—	—
Security	0.00	—	—

Evidence by analyzer

Explicit AI attributionok18 items

attributed_commit_share: 94.4%
attributed_commits: 17
attributed_loc: 1,144
attributed_loc_share: 100.0%
commits: 18
effective_loc: 1,144
tools_detected: 1

AI tool configurationok5 items

artifacts: 2
earliest_adoption: 2026-03-01
tools_configured: 1
workflow_agents: 3

Commit velocityok

excluded_import_loc: 0
flagged_loc: 0
flagged_loc_share: 0.0%
flagged_units: 0
max_loc_per_hour: 254.75
measured_loc: 1,144
median_loc_per_hour: 140.11
pr_timed_units: 0
pre_ai_era_burst_loc: 0
pre_ai_era_bursts: 0
pre_ai_era_measured_loc: 0
work_units: 2

Release velocityskipped

Coding styleok

count:assistant_voice: 0
count:emoji_in_code: 0
count:narrated_steps: 0
count:placeholder: 0
files:assistant_voice: 0
files:emoji_in_code: 0
files:narrated_steps: 0
files:placeholder: 0
index: 0
lines_scanned: 345
per_kloc:assistant_voice: 0
per_kloc:emoji_in_code: 0
per_kloc:narrated_steps: 0
per_kloc:placeholder: 0

Findings in AI-written linesok

ai_lines: 345
blame_failures: 0
files_blamed: 8
other_lines: 0
quality:ai_findings: 1
quality:ai_per_kloc: 2.90
quality:other_findings: 0
security:ai_findings: 0
security:ai_per_kloc: 0
security:other_findings: 0

Code quality

86 strong

Code quality is strong: test-to-source ratio 2.30, CI runs tests; 0% of function code in complex or long functions; 0% duplicated lines. Weakest area: type safety.

How the score is built

Complexity100
Duplication100
Lint and smells78
Tests and CI90
Documentation65
Type safety40
Review processnot measured

Evidence by analyzer

Complexity (lizard)ok

complex_functions: 0
function_nloc: 220
functions: 32
long_functions: 0
many_param_functions: 0
mean_ccn: 1.75
p90_ccn: 3
risky_nloc_share: 0.0%

Duplication (jscpd)ok

compared_lines: 237
duplicated_lines: 0
duplicated_share: 0.0%
files: 8

Lintok

category:best-practice: 1
findings: 1
scanned_lines: 345
weighted_findings: 1

Tests and CIok5 items

CI config: .github/workflows/ci.yml .github/workflows/ci.yml
CI config: .github/workflows/claude.yml .github/workflows/claude.yml
CI config: .github/workflows/enforce-exclusive-labels.yml .github/workflows/enforce-exclusive-labels.yml
CI config: .github/workflows/issue-labeler.yml .github/workflows/issue-labeler.yml
CI runs tests (pytest)

check:ci_present: yes
check:ci_runs_lint: no
check:ci_runs_tests: yes
check:has_tests: yes
check:test_ratio: yes
check:tests_cochange: yes
ci_files: 4
cochange_commits: 2
cochange_share: 50.0%
source_lines: 345
test_lines: 794
test_ratio: 2.30

Documentationok2 items

README.md README.md
LICENSE LICENSE

check:changelog: no
check:contributing: no
check:license: yes
check:readme: yes
readme_lines: 100

Type safetyok

check:low_escape_density: yes
check:strict_config: no
escapes: 0
escapes_per_kloc: 0

Security

64 weak

Security posture is weak: 10 known vulnerabilities in 6 dependencies; 15 high-severity workflow issues. Weakest area: posture.

How the score is built

Secrets100
Static analysis (SAST)100
Vulnerable dependencies58
CI workflows4
Security posture0
OpenSSF Scorecardnot measured

Evidence by analyzer

OpenSSF Scorecardskipped

no published OpenSSF Scorecard result for this repo

Package registriesok

checked: 5
declared: 5
lookup_errors: 0
missing: 0
recent: 0

Secrets (gitleaks)ok

secrets_current: 0
secrets_history: 0
secrets_low_confidence: 0
secrets_nonprod: 0

Static analysis (opengrep)ok

findings: 0
findings_high: 0
findings_low: 0
findings_medium: 0
parse_errors: 0
scanned_lines: 345
weighted_findings: 0

Dependencies (osv-scanner)ok

penalty: 33
vulnerabilities: 10
vulnerable_packages: 6
vulns_critical: 1
vulns_high: 4
vulns_low: 1
vulns_medium: 4
vulns_unknown: 0

CI workflows (zizmor)ok

findings: 24
findings_high: 15
findings_low: 0
findings_medium: 9
penalty: 189.60
workflows: 4

Security postureok

check:dependency_updates: no
check:lockfiles: yes
check:security_policy: no
check:signed_commits: no
signed_commit_share: 5.6%
unpinned_manifests: 0

Release downloadsok

binary_assets: 0
signals: 0
suspicious: 0

Findings

1 critical19 high14 medium1 low

Severity	Rule	Location	Message	Tool
critical	`osv/GHSA-6q48-6c7w-9gw2`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-4320, GHSA-6q48-6c7w-9gw2	Dependencies (osv-scanner)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:151	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:156	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:17	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:18	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:33	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:35	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:82	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/ci.yml:87	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/claude.yml:34	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/claude.yml:39	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/dangerous-triggers`	.github/workflows/claude.yml:4	use of fundamentally insecure workflow trigger [confidence medium]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/claude.yml:48	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/enforce-exclusive-labels.yml:14	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/issue-labeler.yml:17	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`zizmor/unpinned-uses`	.github/workflows/issue-labeler.yml:22	unpinned action reference [confidence high]	CI workflows (zizmor)
high	`osv/GHSA-8988-9cw3-xx77`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-4175, GHSA-8988-9cw3-xx77	Dependencies (osv-scanner)
high	`osv/GHSA-mf9v-mfxr-j63j`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-142, GHSA-mf9v-mfxr-j63j	Dependencies (osv-scanner)
high	`osv/GHSA-qccp-gfcp-xxvc`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-141, GHSA-qccp-gfcp-xxvc	Dependencies (osv-scanner)
high	`osv/GHSA-vxq7-64xx-v4gw`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-4177, GHSA-vxq7-64xx-v4gw	Dependencies (osv-scanner)
medium	`opengrep/python.lang.best-practice.unspecified-open-encoding`	src/image_reviewer/server.py:107	Missing 'encoding' parameter. 'open()' uses device locale encodings by default, corrupting files with special characters. Specify the encoding to ensure cross-platform support when opening files in text mode (e.g. encoding="utf-8").	Lint
medium	`zizmor/excessive-permissions`	.github/workflows/ci.yml:1	overly broad permissions [confidence medium]	CI workflows (zizmor)
medium	`zizmor/artipacked`	.github/workflows/ci.yml:151	credential persistence through GitHub Actions artifacts [confidence low]	CI workflows (zizmor)
medium	`zizmor/artipacked`	.github/workflows/ci.yml:17	credential persistence through GitHub Actions artifacts [confidence low]	CI workflows (zizmor)
medium	`zizmor/excessive-permissions`	.github/workflows/ci.yml:28	overly broad permissions [confidence medium]	CI workflows (zizmor)
medium	`zizmor/artipacked`	.github/workflows/ci.yml:33	credential persistence through GitHub Actions artifacts [confidence low]	CI workflows (zizmor)
medium	`zizmor/excessive-permissions`	.github/workflows/ci.yml:57	overly broad permissions [confidence medium]	CI workflows (zizmor)
medium	`zizmor/artipacked`	.github/workflows/ci.yml:82	credential persistence through GitHub Actions artifacts [confidence low]	CI workflows (zizmor)
medium	`zizmor/artipacked`	.github/workflows/claude.yml:34	credential persistence through GitHub Actions artifacts [confidence low]	CI workflows (zizmor)
medium	`zizmor/artipacked`	.github/workflows/issue-labeler.yml:16	credential persistence through GitHub Actions artifacts [confidence low]	CI workflows (zizmor)
medium	`osv/GHSA-65pc-fj4g-8rjx`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-215, GHSA-65pc-fj4g-8rjx	Dependencies (osv-scanner)
medium	`osv/GHSA-6w46-j5rx-g56g`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-1845, GHSA-6w46-j5rx-g56g	Dependencies (osv-scanner)
medium	`osv/GHSA-gc5v-m9x4-r6x2`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-2275, GHSA-gc5v-m9x4-r6x2	Dependencies (osv-scanner)
medium	`osv/GHSA-gh4c-6fx4-qh6g`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-4176, GHSA-gh4c-6fx4-qh6g	Dependencies (osv-scanner)
low	`osv/GHSA-5239-wwwm-4pmq`	uv.lock	[email protected] (PyPI) is affected by PYSEC-2026-2987, GHSA-5239-wwwm-4pmq	Dependencies (osv-scanner)

Tools and coverage

Every analyzer that ran on this commit. A failed or skipped tool is a coverage gap: its share of the score is left out and the coverage figure drops.

Analyzer	Pillar	Status	Version	Findings	Note
AI tool configuration	AI provenance	ok	`signatures-v1`	0
Explicit AI attribution	AI provenance	ok	`signatures-v1`	0
Release velocity	AI provenance	skipped	`—`	0
Coding style	AI provenance	ok	`—`	0
Commit velocity	AI provenance	ok	`prov-4`	0
Findings in AI-written lines	AI provenance	ok	`git-blame`	0
Complexity (lizard)	Code quality	ok	`lizard 1.25.1`	0
Documentation	Code quality	ok	`—`	0
Duplication (jscpd)	Code quality	ok	`repotrust-dup-w6`	0
Lint	Code quality	ok	`opengrep 1.33.1; rules f1d2b562b414`	1
Tests and CI	Code quality	ok	`—`	0
Type safety	Code quality	ok	`—`	0
CI workflows (zizmor)	Security	ok	`zizmor 1.32.0`	24
Dependencies (osv-scanner)	Security	ok	`osv-scanner version: 2.7.1`	10
Release downloads	Security	ok	`—`	0
Security posture	Security	ok	`—`	0
Package registries	Security	ok	`—`	0
Static analysis (opengrep)	Security	ok	`opengrep 1.33.1; rules f1d2b562b414`	0
OpenSSF Scorecard	Security	skipped	`—`	0	no published OpenSSF Scorecard result for this repo
Secrets (gitleaks)	Security	ok	`gitleaks 8.30.1`	0

Score history

Scores from different scoring versions aren't directly comparable.

Scored	Commit	Scoring	AI provenance	Quality	Security
2026-11-14	`4cc613867268`	`prov-5+qual-2+sec-2`	100%	86	64
2026-11-14	`4cc613867268`	`prov-4+qual-2+sec-2`	100%	86	64

Embed a badge

Maintainers can show these in a README. Badges update when the repository is re-scored.

[![RepoTrust ai](https://repotrust.synapticcyber.com/badge/github.com/dmwyatt/image-reviewer/ai.svg)](https://repotrust.synapticcyber.com/r/github.com/dmwyatt/image-reviewer/)

[![RepoTrust quality](https://repotrust.synapticcyber.com/badge/github.com/dmwyatt/image-reviewer/quality.svg)](https://repotrust.synapticcyber.com/r/github.com/dmwyatt/image-reviewer/)

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Full text report

Repository: https://github.com/dmwyatt/image-reviewer
Commit: 4cc61386726803fd184fe17c10562f04b08c86be
Generated: 2026-11-14T14:52:03+00:00
Scorer 0.1.0, scoring prov-5+qual-2+sec-2, report schema v2

Scores

Pillar	Score	Signal	Confidence	Coverage
AI provenance (estimated AI-generated share)	100	explicit	74%	100%
Code quality	86	strong	90%	100%
Security	64	weak	85%	100%

AI provenance

Explicit AI attribution on 100% of first-party code added; an estimated 100% including velocity signals.

Explicitly attributed share (lower bound): 100.0%
Unattributed share in AI-consistent velocity bursts: 0.0%
Estimated AI-generated share: 100.0%

AI tool	Attributed commits	Lines added
Claude Code	17	1,144

AI tooling configured in repo: claude-code

Current source lines last changed by AI-attributed commits: 345 of 345.

Too few lines in one group to compare finding densities.

Month	Lines added	Attributed to AI
2026-03	1,144	100%

Evidence

Claude Code: trailer 'Co-Authored-By: Claude' (32360702e4a6)
Claude Code: trailer 'Co-Authored-By: Claude' (a287916bc4e9)
Claude Code: trailer 'Co-Authored-By: Claude' (7fa3fb37a247)
Claude Code: trailer 'Co-Authored-By: Claude' (775578a1da09)
Claude Code: trailer 'Co-Authored-By: Claude' (6727a7562693)
Claude Code: trailer 'Co-Authored-By: Claude' (204a8c945fad)
Claude Code: trailer 'Co-Authored-By: Claude' (655479d6f3b0)
Claude Code: trailer 'Co-Authored-By: Claude' (f64288b9925a)
Claude Code: trailer 'Co-Authored-By: Claude' (f9b84e2e0e85)
Claude Code: trailer 'Co-Authored-By: Claude' (07221de0bab8)
Claude Code: trailer 'Co-Authored-By: Claude' (286f675afb45)
Claude Code: trailer 'Co-Authored-By: Claude' (e32e2783e16c)
Claude Code: trailer 'Co-Authored-By: Claude' (c0121c29c1c5)
Claude Code: trailer 'Co-Authored-By: Claude' (50d8b9224589)
Claude Code: trailer 'Co-Authored-By: Claude' (5232d69c66c4)

AI provenance describes how code was produced; it is not a quality judgment. Unless attribution is explicit, these are signals consistent with AI generation, not proof. Squash/rebase workflows, imported code, and rewritten history reduce accuracy.

Code quality

Code quality is strong: test-to-source ratio 2.30, CI runs tests; 0% of function code in complex or long functions; 0% duplicated lines. Weakest area: type safety.

Area	Score
Complexity (lizard)	100
Duplication	100
Code smells (Opengrep)	78
Tests and CI	90
Documentation	65
Type safety	40
Process (Scorecard review/maintenance)	n/a

Functions: 32; mean complexity 1.8, 90th percentile 3; 0 complex and 0 long functions
Duplicated lines: 0.0% of 237 compared
Tests: 794 test lines for 345 source lines (ratio 2.30); CI test commands: pytest; 50% of recent source commits also change tests
Docs missing or thin: contributing, changelog

Security

Security posture is weak: 10 known vulnerabilities in 6 dependencies; 15 high-severity workflow issues. Weakest area: posture.

Area	Score
Secrets (gitleaks, tree + history)	100
Static analysis (Opengrep)	100
Vulnerable dependencies (OSV)	58
CI workflows (zizmor)	4
Posture (policy, updates, signing, lockfiles)	0
OpenSSF Scorecard	n/a

Known vulnerabilities: 10 in 6 packages (critical 1, high 4, medium 4, low 1)
Posture checks passed: lockfiles; missing: security policy, dependency updates, signed commits

Top findings

Severity	Finding	Location
critical	`osv/GHSA-6q48-6c7w-9gw2`: [email protected] (PyPI) is affected by PYSEC-2026-4320, GHSA-6q48-6c7w-9gw2	uv.lock
high	`osv/GHSA-qccp-gfcp-xxvc`: [email protected] (PyPI) is affected by PYSEC-2026-141, GHSA-qccp-gfcp-xxvc	uv.lock
high	`osv/GHSA-mf9v-mfxr-j63j`: [email protected] (PyPI) is affected by PYSEC-2026-142, GHSA-mf9v-mfxr-j63j	uv.lock
high	`osv/GHSA-8988-9cw3-xx77`: [email protected] (PyPI) is affected by PYSEC-2026-4175, GHSA-8988-9cw3-xx77	uv.lock
high	`osv/GHSA-vxq7-64xx-v4gw`: [email protected] (PyPI) is affected by PYSEC-2026-4177, GHSA-vxq7-64xx-v4gw	uv.lock
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:17
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:18
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:33
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:35
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:82
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:87
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:151
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/ci.yml:156
high	`zizmor/dangerous-triggers`: use of fundamentally insecure workflow trigger [confidence medium]	.github/workflows/claude.yml:4
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/claude.yml:34
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/claude.yml:39
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/claude.yml:48
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/enforce-exclusive-labels.yml:14
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/issue-labeler.yml:17
high	`zizmor/unpinned-uses`: unpinned action reference [confidence high]	.github/workflows/issue-labeler.yml:22
medium	`osv/GHSA-65pc-fj4g-8rjx`: [email protected] (PyPI) is affected by PYSEC-2026-215, GHSA-65pc-fj4g-8rjx	uv.lock
medium	`osv/GHSA-6w46-j5rx-g56g`: [email protected] (PyPI) is affected by PYSEC-2026-1845, GHSA-6w46-j5rx-g56g	uv.lock
medium	`osv/GHSA-gc5v-m9x4-r6x2`: [email protected] (PyPI) is affected by PYSEC-2026-2275, GHSA-gc5v-m9x4-r6x2	uv.lock
medium	`osv/GHSA-gh4c-6fx4-qh6g`: [email protected] (PyPI) is affected by PYSEC-2026-4176, GHSA-gh4c-6fx4-qh6g	uv.lock
medium	`zizmor/artipacked`: credential persistence through GitHub Actions artifacts [confidence low]	.github/workflows/ci.yml:17

Static signals only: the scorer never runs the project's code. Secret findings are pattern matches that were not verified, and secret values are never stored.

Repository profile

Source lines: 345; test lines: 794

Language	Lines
Python	1,139