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tensorflow/models

https://github.com/tensorflow/models · scanned 2026-06-05 07:36 UTC (1 week, 1 day ago) · 10 languages

1332 raw signals (274 security + 1058 graph) 11/13 scanners ran 59th percentile · Python · huge (>500K LoC) System graph score 61 (higher by 17)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 week, 1 day ago · v2 · 612 actionable findings from 2 signal sources. 191 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
66.8
/100
Security checks
73
101 findings
System graph
61
88.9% cov · 511 findings
Critical
3
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 40.0 0.15 6.00
security_score 100.0 0.25 25.00
testing_score 82.0 0.20 16.40
documentation_score 100.0 0.15 15.00
practices_score 65.0 0.15 9.75
code_quality 56.0 0.10 5.60
Overall 1.00 77.8
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 3 High 48 Medium 28 Low 346 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 101 System graph 511 Crowd 0 Layer: Software 77 Quality 460 Cicd 8 Security 56 Frontend 2 Hardware 8 Api 1

All 23332 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
testVisionImport software healthy tensorflow_models/tensorflow_models_test.py:23
testNLPImport software healthy tensorflow_models/tensorflow_models_test.py:28
testCommonImports software healthy tensorflow_models/tensorflow_models_test.py:33
testUpliftImports software healthy tensorflow_models/tensorflow_models_test.py:38
load_images software healthy research/marco/Automated_Marco.py:44
to_json software healthy research/marco/jpeg2json.py:29
_build_random_vocabulary software healthy research/adversarial_text/graphs_test.py:42
_build_random_sequence software healthy research/adversarial_text/graphs_test.py:56
_build_vocab_frequencies software healthy research/adversarial_text/graphs_test.py:65
setUpClass software healthy research/adversarial_text/graphs_test.py:80
tearDownClass software healthy research/adversarial_text/graphs_test.py:138
setUp software healthy research/adversarial_text/graphs_test.py:141
testClassifierGraph software healthy research/adversarial_text/graphs_test.py:153
testLanguageModelGraph software healthy research/adversarial_text/graphs_test.py:165
testMulticlass software healthy research/adversarial_text/graphs_test.py:172
testATMethods software healthy research/adversarial_text/graphs_test.py:176
testSyncReplicas software healthy research/adversarial_text/graphs_test.py:189
testCandidateSampling software healthy research/adversarial_text/graphs_test.py:193
testSeqAE software healthy research/adversarial_text/graphs_test.py:197
testBidirLM software healthy research/adversarial_text/graphs_test.py:201
testBidirClassifier software healthy research/adversarial_text/graphs_test.py:204
testEvalGraph software healthy research/adversarial_text/graphs_test.py:217
testBidirEvalGraph software healthy research/adversarial_text/graphs_test.py:220
get_model software healthy research/adversarial_text/graphs.py:96
__init__ software healthy research/adversarial_text/graphs.py:391
pretrained_variables software healthy research/adversarial_text/graphs.py:408
classifier_training software healthy research/adversarial_text/graphs.py:156
language_model_training software healthy research/adversarial_text/graphs.py:161
classifier_graph software healthy research/adversarial_text/graphs.py:413
language_model_graph software healthy research/adversarial_text/graphs.py:453
_lm_loss software healthy research/adversarial_text/graphs.py:224
eval_graph software healthy research/adversarial_text/graphs.py:480
cl_loss_from_embedding software healthy research/adversarial_text/graphs.py:514
adversarial_loss software healthy research/adversarial_text/graphs.py:563
random_perturbation_loss software healthy research/adversarial_text/graphs.py:558
virtual_adversarial_loss software healthy research/adversarial_text/graphs.py:568
logits_from_embedding software healthy research/adversarial_text/graphs.py:583
combo_loss software dead research/adversarial_text/graphs.py:608
_inputs software healthy research/adversarial_text/graphs.py:628
_get_vocab_freqs software healthy research/adversarial_text/graphs.py:642
make_restore_average_vars_dict software healthy research/adversarial_text/graphs.py:670
optimize software healthy research/adversarial_text/graphs.py:683
main software healthy research/adversarial_text/pretrain.py:36
build_shuffling_tf_record_writer software healthy research/adversarial_text/gen_data.py:56
build_tf_record_writer software healthy research/adversarial_text/gen_data.py:60
build_input_sequence software healthy research/adversarial_text/gen_data.py:64
make_vocab_ids software healthy research/adversarial_text/gen_data.py:92
generate_training_data software healthy research/adversarial_text/gen_data.py:102
generate_test_data software healthy research/adversarial_text/gen_data.py:159
main software healthy research/adversarial_text/gen_data.py:200

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
README.md software healthy README.md
CONTRIBUTING.md software healthy CONTRIBUTING.md
ISSUES.md software healthy ISSUES.md
CODE_OF_CONDUCT.md software healthy CODE_OF_CONDUCT.md
SECURITY.md software healthy SECURITY.md
__init__.py software healthy tensorflow_models/__init__.py
tensorflow_models_test.py software healthy tensorflow_models/tensorflow_models_test.py
__init__.py software healthy tensorflow_models/nlp/__init__.py
__init__.py software healthy tensorflow_models/uplift/__init__.py
__init__.py software healthy tensorflow_models/vision/__init__.py
README.md software healthy docs/README.md
index.md software healthy docs/index.md
_guide_toc.yaml software healthy docs/nlp/_guide_toc.yaml
_toc.yaml software healthy docs/vision/_toc.yaml
README.md software healthy research/README.md
Automated_Marco.py software healthy research/marco/Automated_Marco.py
request.json software healthy research/marco/request.json
README.md software healthy research/marco/README.md
jpeg2json.py software healthy research/marco/jpeg2json.py
graphs_test.py software healthy research/adversarial_text/graphs_test.py
graphs.py software healthy research/adversarial_text/graphs.py
pretrain.py software healthy research/adversarial_text/pretrain.py
__init__.py software healthy research/adversarial_text/__init__.py
gen_data.py software healthy research/adversarial_text/gen_data.py
README.md software healthy research/adversarial_text/README.md
train_classifier.py software healthy research/adversarial_text/train_classifier.py
inputs.py software healthy research/adversarial_text/inputs.py
train_utils.py software healthy research/adversarial_text/train_utils.py
gen_vocab.py software healthy research/adversarial_text/gen_vocab.py
layers.py software healthy research/adversarial_text/layers.py
adversarial_losses.py software healthy research/adversarial_text/adversarial_losses.py
evaluate.py software healthy research/adversarial_text/evaluate.py
train.py software healthy research/lstm_object_detection/train.py
evaluator.py software healthy research/lstm_object_detection/evaluator.py
eval.py software healthy research/lstm_object_detection/eval.py
__init__.py software healthy research/lstm_object_detection/__init__.py
README.md software healthy research/lstm_object_detection/README.md
model_builder.py software healthy research/lstm_object_detection/model_builder.py
test_tflite_model.py software healthy research/lstm_object_detection/test_tflite_model.py
export_tflite_lstd_graph_lib.py software healthy research/lstm_object_detection/export_tflite_lstd_graph_lib…
export_tflite_lstd_graph.py software healthy research/lstm_object_detection/export_tflite_lstd_graph.py
model_builder_test.py software healthy research/lstm_object_detection/model_builder_test.py
export_tflite_lstd_model.py software healthy research/lstm_object_detection/export_tflite_lstd_model.py
trainer.py software healthy research/lstm_object_detection/trainer.py
graph_rewriter_builder_test.py software healthy research/lstm_object_detection/builders/graph_rewriter_buil…
__init__.py software healthy research/lstm_object_detection/builders/__init__.py
graph_rewriter_builder.py software healthy research/lstm_object_detection/builders/graph_rewriter_buil…
__init__.py software healthy research/lstm_object_detection/inputs/__init__.py
seq_dataset_builder_test.py software healthy research/lstm_object_detection/inputs/seq_dataset_builder_t…
tf_sequence_example_decoder_test.py software healthy research/lstm_object_detection/inputs/tf_sequence_example_d…

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
TensorflowModelsTest software healthy tensorflow_models/tensorflow_models_test.py:21
GraphsTest software healthy research/adversarial_text/graphs_test.py:76
VatxtModel software healthy research/adversarial_text/graphs.py:103
VatxtBidirModel software healthy research/adversarial_text/graphs.py:388
VatxtInput software healthy research/adversarial_text/inputs.py:30
Embedding software healthy research/adversarial_text/layers.py:43
LSTM software healthy research/adversarial_text/layers.py:99
SoftmaxLoss software healthy research/adversarial_text/layers.py:141
ModelBuilderTest software healthy research/lstm_object_detection/model_builder_test.py:26
QuantizationBuilderTest software healthy research/lstm_object_detection/builders/graph_rewriter_buil…
DatasetBuilderTest software healthy research/lstm_object_detection/inputs/seq_dataset_builder_t…
TFSequenceExampleDecoderTest software healthy research/lstm_object_detection/inputs/tf_sequence_example_d…
BoundingBoxSequence software healthy research/lstm_object_detection/inputs/tf_sequence_example_d…
TFSequenceExampleDecoder software healthy research/lstm_object_detection/inputs/tf_sequence_example_d…
TFSequenceExampleDecoderHelper software healthy research/lstm_object_detection/inputs/tf_sequence_example_d…
LSTMSSDInterleavedMobilenetV2FeatureExtractorTest software healthy research/lstm_object_detection/models/lstm_ssd_interleaved_…
LSTMSSDMobileNetV1FeatureExtractor software healthy research/lstm_object_detection/models/lstm_ssd_mobilenet_v1…
LstmSsdMobilenetV1FeatureExtractorTest software healthy research/lstm_object_detection/models/lstm_ssd_mobilenet_v1…
MobilenetV1DefsTest software healthy research/lstm_object_detection/models/mobilenet_defs_test.p…
MobilenetV2DefsTest software healthy research/lstm_object_detection/models/mobilenet_defs_test.p…
LSTMSSDInterleavedMobilenetV2FeatureExtractor software healthy research/lstm_object_detection/models/lstm_ssd_interleaved_…
QuantizableUtilsTest software healthy research/lstm_object_detection/lstm/utils_test.py:25
QuantizableSeparableConv2dTest software healthy research/lstm_object_detection/lstm/utils_test.py:115
BottleneckConvLstmCellsTest software healthy research/lstm_object_detection/lstm/lstm_cells_test.py:27
GroupedConvLstmCellsTest software healthy research/lstm_object_detection/lstm/lstm_cells_test.py:227
BottleneckConvLSTMCell software healthy research/lstm_object_detection/lstm/lstm_cells.py:26
GroupedConvLSTMCell software healthy research/lstm_object_detection/lstm/lstm_cells.py:261
_NoVariableScope software healthy research/lstm_object_detection/lstm/rnn_decoder.py:22
MockRnnCell software healthy research/lstm_object_detection/lstm/rnn_decoder_test.py:30
RnnDecoderTest software healthy research/lstm_object_detection/lstm/rnn_decoder_test.py:60
MultiInputRnnDecoderTest software healthy research/lstm_object_detection/lstm/rnn_decoder_test.py:145
ConfigUtilTest software healthy research/lstm_object_detection/utils/config_util_test.py:38
CocoEvaluationAllFrames software healthy research/lstm_object_detection/metrics/coco_evaluation_all_…
CocoEvaluationAllFramesTest software healthy research/lstm_object_detection/metrics/coco_evaluation_all_…
FakeLSTMFeatureExtractor software healthy research/lstm_object_detection/meta_architectures/lstm_ssd_…
FakeLSTMInterleavedFeatureExtractor software healthy research/lstm_object_detection/meta_architectures/lstm_ssd_…
MockAnchorGenerator2x2 software healthy research/lstm_object_detection/meta_architectures/lstm_ssd_…
LSTMSSDMetaArchTest software healthy research/lstm_object_detection/meta_architectures/lstm_ssd_…
LSTMSSDMetaArch software healthy research/lstm_object_detection/meta_architectures/lstm_ssd_…
LSTMSSDFeatureExtractor software healthy research/lstm_object_detection/meta_architectures/lstm_ssd_…
LSTMSSDInterleavedFeatureExtractor software healthy research/lstm_object_detection/meta_architectures/lstm_ssd_…
ExportInferenceGraphTest software healthy research/slim/export_inference_graph_test.py:31
BoundingBox software healthy research/slim/datasets/process_bounding_boxes.py:91
ImageCoder software healthy research/slim/datasets/build_imagenet_data.py:229
ImageReader software healthy research/slim/datasets/download_and_convert_flowers.py:54
NetworksTest software healthy research/slim/nets/nets_factory_test.py:28
ResnetUtilsTest software healthy research/slim/nets/resnet_v1_test.py:57
ResnetCompleteNetworkTest software healthy research/slim/nets/resnet_v1_test.py:304
InceptionTest software healthy research/slim/nets/inception_v4_test.py:26
CycleganTest software healthy research/slim/nets/cyclegan_test.py:27

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
tensorflow_models software healthy tensorflow_models
nlp software healthy tensorflow_models/nlp
uplift software healthy tensorflow_models/uplift
vision software healthy tensorflow_models/vision
docs software healthy docs
nlp software healthy docs/nlp
vision software healthy docs/vision
research software healthy research
marco software healthy research/marco
adversarial_text software healthy research/adversarial_text
lstm_object_detection software healthy research/lstm_object_detection
builders software healthy research/lstm_object_detection/builders
inputs software healthy research/lstm_object_detection/inputs
models software healthy research/lstm_object_detection/models
lstm software healthy research/lstm_object_detection/lstm
utils software healthy research/lstm_object_detection/utils
protos software healthy research/lstm_object_detection/protos
metrics software healthy research/lstm_object_detection/metrics
meta_architectures software healthy research/lstm_object_detection/meta_architectures
tflite software healthy research/lstm_object_detection/tflite
utils software healthy research/lstm_object_detection/tflite/utils
protos software healthy research/lstm_object_detection/tflite/protos
g3doc software healthy research/lstm_object_detection/g3doc
slim software healthy research/slim
datasets software healthy research/slim/datasets
nets software healthy research/slim/nets
nasnet software healthy research/slim/nets/nasnet
mobilenet software healthy research/slim/nets/mobilenet
scripts software healthy research/slim/scripts
preprocessing software healthy research/slim/preprocessing
deployment software healthy research/slim/deployment
attention_ocr software healthy research/attention_ocr
python software healthy research/attention_ocr/python
datasets software healthy research/attention_ocr/python/datasets
testdata software healthy research/attention_ocr/python/datasets/testdata
fsns software healthy research/attention_ocr/python/datasets/testdata/fsns
vid2depth software healthy research/vid2depth
ops software healthy research/vid2depth/ops
dataset software healthy research/vid2depth/dataset
cognitive_planning software healthy research/cognitive_planning
preprocessing software healthy research/cognitive_planning/preprocessing
envs software healthy research/cognitive_planning/envs
deep_speech software healthy research/deep_speech
pcl_rl software healthy research/pcl_rl
audioset software healthy research/audioset
yamnet software healthy research/audioset/yamnet
vggish software healthy research/audioset/vggish
autoaugment software healthy research/autoaugment
object_detection software healthy research/object_detection
tpu_exporters software healthy research/object_detection/tpu_exporters

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
image::research/object_detection/dockerfiles/android/Docker… hardware healthy research/object_detection/dockerfiles/android/Dockerfile
image::research/object_detection/dockerfiles/tf2_ai_platfor… hardware healthy research/object_detection/dockerfiles/tf2_ai_platform/Docke…
image::research/object_detection/dockerfiles/tf2/Dockerfile hardware healthy research/object_detection/dockerfiles/tf2/Dockerfile
image::research/object_detection/dockerfiles/tf1/Dockerfile hardware healthy research/object_detection/dockerfiles/tf1/Dockerfile
image::official/projects/waste_identification_ml/llm_applic… hardware healthy official/projects/waste_identification_ml/llm_applications/…

LabelLayerStatusPath
port:8000 network healthy official/projects/waste_identification_ml/Deploy/detr_cloud…
port:8001 network healthy official/projects/waste_identification_ml/Deploy/detr_cloud…
port:8002 network healthy official/projects/waste_identification_ml/Deploy/detr_cloud…
port:5000 network healthy official/projects/waste_identification_ml/docker_solution/p…

LabelLayerStatusPath
4.13.0.92 network healthy official/projects/waste_identification_ml/Deploy/detr_cloud…
4.2.0.32 network healthy official/projects/unified_detector/requirements.txt

LabelLayerStatusPath
vps::azure hardware healthy research/cognitive_planning/visualization_utils.py
vps::gcp hardware healthy official/projects/waste_identification_ml/llm_applications/…

LabelLayerStatusPath
gha::stale cicd healthy .github/workflows/stale.yaml
gha::ci cicd healthy .github/workflows/ci.yml

LabelLayerStatusPath
stale cicd healthy .github/workflows/stale.yaml
pylint cicd healthy .github/workflows/ci.yml

LabelLayerStatusPath
repobility-clone-iwxocucy software healthy /tmp/repobility-clone-iwxocucy

LabelLayerStatusPath
POST /predict api healthy official/projects/waste_identification_ml/docker_solution/p…

LabelLayerStatusPath
gpu (detected) hardware healthy research/adversarial_text/pretrain.py

LabelLayerStatusPath
generic_api_key::official/projects/waste_identification_ml/… security healthy official/projects/waste_identification_ml/circularnet-docs/…
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