Leaderboard github.com
ethereon/caffe-tensorflow
Caffe models in TensorFlow
AI provenance
0%
none-detected
- Confidence
- 60%
- Coverage
- 100%
Estimated share of AI-generated code. Explicit attribution is a lower bound.
Code quality
33/100
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
- 2015-116,891 · 0% AI
- 2015-12161 · 0% AI
- 2016-0155 · 0% AI
- 2016-0216 · 0% AI
- 2016-03980 · 0% AI
- 2016-04107 · 0% AI
- 2016-052,955 · 0% AI
- 2016-066 · 0% AI
- 2016-086 · 0% AI
- 2016-121 · 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
- 82
- effective_loc
- 11,178
- tools_detected
- 0
AI tool configurationok
- artifacts
- 0
- tools_configured
- 0
- workflow_agents
- 0
Commit velocityok
- excluded_import_loc
- 4,886
- flagged_loc
- 0
- flagged_loc_share
- 0.0%
- flagged_units
- 0
- max_loc_per_hour
- 343.69
- measured_loc
- 6,292
- median_loc_per_hour
- 70.25
- pr_timed_units
- 0
- pre_ai_era_burst_loc
- 0
- pre_ai_era_bursts
- 0
- pre_ai_era_measured_loc
- 6,292
- work_units
- 36
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
- 3,414
- per_kloc:assistant_voice
- 0
- per_kloc:emoji_in_code
- 0
- per_kloc:narrated_steps
- 0
- per_kloc:placeholder
- 0
Code quality
33 poor
Code quality is poor: test-to-source ratio 0.00, no CI test run detected; 51% of function code in complex or long functions; 28% duplicated lines. Weakest area: testing.
How the score is built
- Complexity22
- Duplication18
- Lint and smells93
- Tests and CI0
- Documentation65
- Type safety40
- Review processnot measured
Evidence by analyzer
Complexity (lizard)ok4 items
- setup in examples/imagenet/models/googlenet.py: complexity 1, 149 lines
- setup in examples/imagenet/models/resnet.py: complexity 1, 520 lines
- setup in examples/imagenet/models/resnet.py: complexity 1, 180 lines
- setup in examples/imagenet/models/resnet.py: complexity 1, 350 lines
- complex_functions
- 0
- function_nloc
- 2,374
- functions
- 170
- long_functions
- 4
- many_param_functions
- 4
- mean_ccn
- 2.18
- p90_ccn
- 4
- risky_nloc_share
- 50.5%
Duplication (jscpd)ok2 items
- 6+ duplicated lines: examples/imagenet/models/alexnet.py:12 and examples/imagenet/models/caffenet.py:12
- 6+ duplicated lines: examples/imagenet/models/resnet.py:7 and examples/imagenet/models/resnet.py:210
- compared_lines
- 2,816
- duplicated_lines
- 795
- duplicated_share
- 28.2%
- files
- 24
Lintok
- category:correctness
- 1
- findings
- 1
- scanned_lines
- 3,414
- weighted_findings
- 1
Tests and CIok
- check:ci_present
- no
- check:ci_runs_lint
- no
- check:ci_runs_tests
- no
- check:has_tests
- no
- check:test_ratio
- no
- check:tests_cochange
- no
- ci_files
- 0
- cochange_commits
- 74
- cochange_share
- 0.0%
- source_lines
- 3,414
- test_lines
- 0
- test_ratio
- 0
Documentationok2 items
- README.md
README.md - LICENSE.md
LICENSE.md
- check:changelog
- no
- check:contributing
- no
- check:license
- yes
- check:readme
- yes
- readme_lines
- 33
Type safetyok
- check:low_escape_density
- yes
- check:strict_config
- no
- escapes
- 0
- escapes_per_kloc
- 0
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
- 3,414
- 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
- 0.0%
- unpinned_manifests
- 0
Release downloadsok
- binary_assets
- 0
- signals
- 0
- suspicious
- 0
Findings
1 medium
1 findings
| Severity | Rule | Location | Message | Tool |
|---|---|---|---|---|
| medium | opengrep/python.lang.correctness.use-sys-exit |
convert.py:13 | Detected use of `exit`. Use `sys.exit` over the python shell `exit` built-in. `exit` is a helper for the interactive shell and may not be available on all Python implementations. | Lint |
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 | |
| 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 | skipped | — | 0 | |
| Dependencies (osv-scanner) | Security | skipped | — | 0 | |
| Release downloads | Security | ok | — | 0 | |
| Security posture | Security | ok | — | 0 | |
| Package registries | Security | skipped | — | 0 | no registry dependencies declared |
| 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 | d870c51e8fa3 | prov-5+qual-2+sec-2 | 0% | 33 | 82 |
| 2026-11-14 | d870c51e8fa3 | prov-4+qual-2+sec-2 | 0% | 33 | 82 |
Full text report
- Repository: https://github.com/ethereon/caffe-tensorflow
- Commit:
d870c51e8fa3452cb210b378c78be7ba4dcc8cf0 - Generated: 2026-11-14T14:52:04+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 | 60% | 100% |
| Code quality | 33 | 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 |
|---|---|---|
| 2015-11 | 6,891 | 0% |
| 2015-12 | 161 | 0% |
| 2016-01 | 55 | 0% |
| 2016-02 | 16 | 0% |
| 2016-03 | 980 | 0% |
| 2016-04 | 107 | 0% |
| 2016-05 | 2,955 | 0% |
| 2016-06 | 6 | 0% |
| 2016-08 | 6 | 0% |
| 2016-12 | 1 | 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; 51% of function code in complex or long functions; 28% duplicated lines. Weakest area: testing.
| Area | Score |
|---|---|
| Complexity (lizard) | 22 |
| Duplication | 18 |
| Code smells (Opengrep) | 93 |
| Tests and CI | 0 |
| Documentation | 65 |
| Type safety | 40 |
| Process (Scorecard review/maintenance) | n/a |
- Functions: 170; mean complexity 2.2, 90th percentile 4; 0 complex and 4 long functions
- Duplicated lines: 28.2% of 2,816 compared
- Tests: 0 test lines for 3,414 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:
- setup in examples/imagenet/models/googlenet.py: complexity 1, 149 lines
- setup in examples/imagenet/models/resnet.py: complexity 1, 520 lines
- setup in examples/imagenet/models/resnet.py: complexity 1, 180 lines
- setup in examples/imagenet/models/resnet.py: complexity 1, 350 lines
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: 3,414; test lines: 0
| Language | Lines |
|---|---|
| Python | 3,414 |