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AlexeyAB/Yolo_mark

GUI for marking bounded boxes of objects in images for training neural network Yolo v3 and v2

  • View repository ↗
  • C++
  • ★ 1,842
  • commit ea049f3f1a48
  • scored 2026-11-14
  • scoring prov-5+qual-2+sec-2

AI provenance

0%

none-detected

Confidence
54%
Coverage
100%

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

Code quality

49/100

poor

Confidence
90%
Coverage
100%

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

Security

82/100

adequate

Confidence
85%
Coverage
100%

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

AI provenance

0% none-detected

No AI attribution or AI-consistent velocity signals detected.

How the score is built

  • Explicitly attributed share0%
  • Unattributed share in AI-pace bursts0%
  • Estimated AI-generated share0%
  • AI tool configuration files0
  • Work sessions at AI pace0
  • Releases at AI pacenot measured
  • Coding-style index (1.0+ means possible)0.00

Lines added per month all AI-attributed share

  1. 2016-12547 · 0% AI
  2. 2017-010 · 0% AI
  3. 2017-0341 · 0% AI
  4. 2017-046 · 0% AI
  5. 2017-086 · 0% AI
  6. 2017-1261 · 0% AI
  7. 2018-0116 · 0% AI
  8. 2018-024 · 0% AI
  9. 2018-030 · 0% AI
  10. 2018-0444 · 0% AI
  11. 2018-0557 · 0% AI
  12. 2018-06700 · 0% AI
  13. 2018-0778 · 0% AI
  14. 2018-080 · 0% AI
  15. 2018-1149 · 0% AI
  16. 2018-1293 · 0% AI
  17. 2019-0331 · 0% AI
  18. 2019-04158 · 0% AI

Evidence by analyzer

Explicit AI attributionok
attributed_commit_share
0.0%
attributed_commits
0
attributed_loc
0
attributed_loc_share
0.0%
commits
56
effective_loc
1,891
tools_detected
0
AI tool configurationok
artifacts
0
tools_configured
0
workflow_agents
0
Commit velocityok
excluded_import_loc
0
flagged_loc
0
flagged_loc_share
0.0%
flagged_units
0
max_loc_per_hour
175
measured_loc
1,891
median_loc_per_hour
136.75
pr_timed_units
0
pre_ai_era_burst_loc
0
pre_ai_era_bursts
0
pre_ai_era_measured_loc
1,891
work_units
28
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
1,021
per_kloc:assistant_voice
0
per_kloc:emoji_in_code
0
per_kloc:narrated_steps
0
per_kloc:placeholder
0

Code quality

49 poor

Code quality is poor: test-to-source ratio 0.00, no CI test run detected; 82% of function code in complex or long functions; 0% duplicated lines. Weakest area: complexity.

How the score is built

  • Complexity9
  • Duplication100
  • Lint and smells100
  • Tests and CI15
  • Documentation65
  • Type safetynot measured
  • Review processnot measured

Evidence by analyzer

Complexity (lizard)ok1 item
complex_functions
1
function_nloc
709
functions
8
long_functions
1
many_param_functions
0
mean_ccn
23.62
p90_ccn
154
risky_nloc_share
82.0%
Duplication (jscpd)ok
compared_lines
684
duplicated_lines
0
duplicated_share
0.0%
files
2
Lintok
findings
0
scanned_lines
1,021
weighted_findings
0
Tests and CIok1 item
  • CI config: .circleci/config.yml .circleci/config.yml
check:ci_present
yes
check:ci_runs_lint
no
check:ci_runs_tests
no
check:has_tests
no
check:test_ratio
no
check:tests_cochange
no
ci_files
1
cochange_commits
33
cochange_share
0.0%
source_lines
1,021
test_lines
0
test_ratio
0
Documentationok2 items
  • README.md README.md
  • LICENSE LICENSE
check:changelog
no
check:contributing
no
check:license
yes
check:readme
yes
readme_lines
73
Type safetyskipped

Security

82 adequate

Security posture is adequate: no high-impact findings. Weakest area: posture.

How the score is built

  • Secrets100
  • Static analysis (SAST)100
  • Vulnerable dependenciesnot measured
  • CI workflowsnot measured
  • Security posture0
  • OpenSSF Scorecardnot measured

Evidence by analyzer

OpenSSF Scorecardskipped

no published OpenSSF Scorecard result for this repo

Package registriesskipped

no registry dependencies declared

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
1,021
weighted_findings
0
Dependencies (osv-scanner)skipped
CI workflows (zizmor)skipped
Security postureok
check:dependency_updates
no
check:lockfiles
yes
check:security_policy
no
check:signed_commits
no
signed_commit_share
17.9%
unpinned_manifests
0
Release downloadsok
binary_assets
0
signals
0
suspicious
0

Findings

No line-level findings.

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.

AnalyzerPillarStatusVersionFindingsNote
AI tool configurationAI provenanceoksignatures-v10
Explicit AI attributionAI provenanceoksignatures-v10
Release velocityAI provenanceskipped—0
Coding styleAI provenanceok—0
Commit velocityAI provenanceokprov-40
Complexity (lizard)Code qualityoklizard 1.25.10
DocumentationCode qualityok—0
Duplication (jscpd)Code qualityokrepotrust-dup-w60
LintCode qualityokopengrep 1.33.1; rules f1d2b562b4140
Tests and CICode qualityok—0
Type safetyCode qualityskipped—0
CI workflows (zizmor)Securityskipped—0
Dependencies (osv-scanner)Securityskipped—0
Release downloadsSecurityok—0
Security postureSecurityok—0
Package registriesSecurityskipped—0no registry dependencies declared
Static analysis (opengrep)Securityokopengrep 1.33.1; rules f1d2b562b4140
OpenSSF ScorecardSecurityskipped—0no published OpenSSF Scorecard result for this repo
Secrets (gitleaks)Securityokgitleaks 8.30.10

Score history

Scores from different scoring versions aren't directly comparable.

ScoredCommitScoringAI provenanceQualitySecurity
2026-11-14ea049f3f1a48prov-5+qual-2+sec-20%4982
2026-11-14ea049f3f1a48prov-4+qual-2+sec-20%4982

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Full text report
  • Repository: https://github.com/AlexeyAB/Yolo_mark
  • Commit: ea049f3f1a4812500526db409e61e34c7bdcd4da
  • Generated: 2026-11-14T14:51:59+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) 0 none-detected 54% 100%
Code quality 49 poor 90% 100%
Security 82 adequate 85% 100%

AI provenance

No AI attribution or AI-consistent velocity signals detected.

  • Explicitly attributed share (lower bound): 0.0%
  • Unattributed share in AI-consistent velocity bursts: 0.0%
  • Estimated AI-generated share: 0.0%
Month Lines added Attributed to AI
2017-08 6 0%
2017-12 61 0%
2018-01 16 0%
2018-02 4 0%
2018-04 44 0%
2018-05 57 0%
2018-06 700 0%
2018-07 78 0%
2018-11 49 0%
2018-12 93 0%
2019-03 31 0%
2019-04 158 0%

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 poor: test-to-source ratio 0.00, no CI test run detected; 82% of function code in complex or long functions; 0% duplicated lines. Weakest area: complexity.

Area Score
Complexity (lizard) 9
Duplication 100
Code smells (Opengrep) 100
Tests and CI 15
Documentation 65
Type safety n/a
Process (Scorecard review/maintenance) n/a
  • Functions: 8; mean complexity 23.6, 90th percentile 154; 1 complex and 1 long functions
  • Duplicated lines: 0.0% of 684 compared
  • Tests: 0 test lines for 1,021 source lines (ratio 0.00); CI test commands: none detected; 0% of recent source commits also change tests
  • Docs missing or thin: contributing, changelog

Most complex functions:

Security

Security posture is adequate: no high-impact findings. Weakest area: posture.

Area Score
Secrets (gitleaks, tree + history) 100
Static analysis (Opengrep) 100
Vulnerable dependencies (OSV) n/a
CI workflows (zizmor) n/a
Posture (policy, updates, signing, lockfiles) 0
OpenSSF Scorecard n/a
  • Posture checks passed: lockfiles; missing: security policy, dependency updates, signed commits

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: 1,021; test lines: 0
Language Lines
C++ 1,014
Shell 7