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yeabsirateshale73-dot/realtime-sentiment-engine

https://github.com/yeabsirateshale73-dot/realtime-sentiment-engine.git · scanned 2026-05-28 23:49 UTC (1 week ago) · 10 languages

49 findings (19 legacy + 30 scanner) 38th percentile · Python · tiny (<2K LoC) Scanner says 87 (lower by 28)

File as issue Image v2 schema
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 week ago · v2 · 34 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

JSON
Combined
79.2
/100
Repobility
71
19 legacy
9-layer
87
88.9% cov · 15 gaps
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 55.0 0.15 8.25
security_score 100.0 0.25 25.00
testing_score 38.0 0.20 7.60
documentation_score 40.0 0.15 6.00
practices_score 30.0 0.15 4.50
code_quality 80.0 0.10 8.00
Overall 1.00 59.4
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 14 Medium 3 Low 12 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Legacy 19 9-layer 15 Crowd 0 Layer: Quality 20 Software 5 Frontend 1 Security 3 Cicd 1 Api 4

All 93 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
test_defaults software healthy realtime-sentiment-engine/tests/test_pipeline.py:9
test_label_names software healthy realtime-sentiment-engine/tests/test_pipeline.py:14
db software healthy realtime-sentiment-engine/tests/test_pipeline.py:22
test_insert_and_count software healthy realtime-sentiment-engine/tests/test_pipeline.py:26
test_sentiment_distribution software healthy realtime-sentiment-engine/tests/test_pipeline.py:37
health software healthy realtime-sentiment-engine/app/main.py:60
analyze software healthy realtime-sentiment-engine/app/main.py:65
dashboard software healthy realtime-sentiment-engine/app/main.py:90
topics software healthy realtime-sentiment-engine/app/main.py:100
metrics software healthy realtime-sentiment-engine/app/main.py:106
__init__ software healthy realtime-sentiment-engine/src/database.py:20
_create_tables software healthy realtime-sentiment-engine/src/database.py:28
insert_result software healthy realtime-sentiment-engine/src/database.py:46
update_topic software healthy realtime-sentiment-engine/src/database.py:62
get_sentiment_distribution software healthy realtime-sentiment-engine/src/database.py:77
get_recent_results software healthy realtime-sentiment-engine/src/database.py:88
get_topic_distribution software healthy realtime-sentiment-engine/src/database.py:95
total_count software healthy realtime-sentiment-engine/src/database.py:104
__init__ software healthy realtime-sentiment-engine/src/topic_extractor.py:18
_build_model software healthy realtime-sentiment-engine/src/topic_extractor.py:23
fit software healthy realtime-sentiment-engine/src/topic_extractor.py:36
predict software healthy realtime-sentiment-engine/src/topic_extractor.py:46
get_topics_summary software dead realtime-sentiment-engine/src/topic_extractor.py:64
save software healthy realtime-sentiment-engine/src/topic_extractor.py:81
load software healthy realtime-sentiment-engine/src/topic_extractor.py:86
__init__ software healthy realtime-sentiment-engine/src/sentiment_model.py:28
_tokenize software healthy realtime-sentiment-engine/src/sentiment_model.py:40
_load_data software healthy realtime-sentiment-engine/src/sentiment_model.py:48
_compute_metrics software healthy realtime-sentiment-engine/src/sentiment_model.py:58
train software healthy realtime-sentiment-engine/src/sentiment_model.py:64
predict software healthy realtime-sentiment-engine/src/sentiment_model.py:104
predict_single software healthy realtime-sentiment-engine/src/sentiment_model.py:133
save software healthy realtime-sentiment-engine/src/sentiment_model.py:139
load software healthy realtime-sentiment-engine/src/sentiment_model.py:145
__init__ software healthy realtime-sentiment-engine/src/kafka_consumer.py:19
consume software healthy realtime-sentiment-engine/src/kafka_consumer.py:33
close software healthy realtime-sentiment-engine/src/kafka_consumer.py:47
__init__ software healthy realtime-sentiment-engine/src/processor.py:19
process_message software healthy realtime-sentiment-engine/src/processor.py:27
_flush_topics software healthy realtime-sentiment-engine/src/processor.py:62
start software dead realtime-sentiment-engine/src/processor.py:79
process_batch software dead realtime-sentiment-engine/src/processor.py:89
setup_logging software dead realtime-sentiment-engine/src/utils.py:12
set_seed software dead realtime-sentiment-engine/src/utils.py:22
__init__ software healthy realtime-sentiment-engine/src/kafka_producer.py:19
send software healthy realtime-sentiment-engine/src/kafka_producer.py:27
send_batch software dead realtime-sentiment-engine/src/kafka_producer.py:32
close software healthy realtime-sentiment-engine/src/kafka_producer.py:39
⚙ CORSMiddleware software healthy realtime-sentiment-engine/app/main.py

LabelLayerStatusPath
TestConfig software healthy realtime-sentiment-engine/tests/test_pipeline.py:8
TestDatabase software healthy realtime-sentiment-engine/tests/test_pipeline.py:20
AnalyzeRequest software healthy realtime-sentiment-engine/app/main.py:42
SentimentResult software healthy realtime-sentiment-engine/app/main.py:45
DashboardResponse software healthy realtime-sentiment-engine/app/main.py:51
ResultsDB software healthy realtime-sentiment-engine/src/database.py:17
TopicExtractor software healthy realtime-sentiment-engine/src/topic_extractor.py:15
SentimentTrainer software healthy realtime-sentiment-engine/src/sentiment_model.py:25
ModelConfig software healthy realtime-sentiment-engine/src/config.py:11
TopicConfig software healthy realtime-sentiment-engine/src/config.py:27
KafkaConfig software healthy realtime-sentiment-engine/src/config.py:36
DatabaseConfig software healthy realtime-sentiment-engine/src/config.py:48
AppConfig software healthy realtime-sentiment-engine/src/config.py:54
KafkaMessageConsumer software healthy realtime-sentiment-engine/src/kafka_consumer.py:16
StreamProcessor software healthy realtime-sentiment-engine/src/processor.py:16
KafkaMessageProducer software healthy realtime-sentiment-engine/src/kafka_producer.py:16

LabelLayerStatusPath
README.md software healthy README.md
README.md software healthy realtime-sentiment-engine/README.md
requirements.txt software healthy realtime-sentiment-engine/requirements.txt
test_pipeline.py software healthy realtime-sentiment-engine/tests/test_pipeline.py
main.py software healthy realtime-sentiment-engine/app/main.py
database.py software healthy realtime-sentiment-engine/src/database.py
__init__.py software healthy realtime-sentiment-engine/src/__init__.py
topic_extractor.py software healthy realtime-sentiment-engine/src/topic_extractor.py
sentiment_model.py software healthy realtime-sentiment-engine/src/sentiment_model.py
config.py software healthy realtime-sentiment-engine/src/config.py
kafka_consumer.py software healthy realtime-sentiment-engine/src/kafka_consumer.py
processor.py software healthy realtime-sentiment-engine/src/processor.py
utils.py software healthy realtime-sentiment-engine/src/utils.py
kafka_producer.py software healthy realtime-sentiment-engine/src/kafka_producer.py

LabelLayerStatusPath
GET / api healthy realtime-sentiment-engine/app/main.py
POST /analyze api healthy realtime-sentiment-engine/app/main.py
GET /dashboard api healthy realtime-sentiment-engine/app/main.py
GET /topics api healthy realtime-sentiment-engine/app/main.py
GET /metrics api healthy realtime-sentiment-engine/app/main.py

LabelLayerStatusPath
realtime-sentiment-engine software healthy realtime-sentiment-engine
tests software healthy realtime-sentiment-engine/tests
app software healthy realtime-sentiment-engine/app
src software healthy realtime-sentiment-engine/src

LabelLayerStatusPath
repobility-clone-6rpqgo1h software healthy /tmp/repobility-clone-6rpqgo1h

LabelLayerStatusPath
kafka data healthy realtime-sentiment-engine/requirements.txt

LabelLayerStatusPath
sqlite data healthy realtime-sentiment-engine/tests/test_pipeline.py

LabelLayerStatusPath
results data healthy realtime-sentiment-engine/src/database.py

LabelLayerStatusPath
gpu (detected) hardware healthy realtime-sentiment-engine/src/sentiment_model.py
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