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sabansi/Neural-Search-Engine

https://github.com/sabansi/Neural-Search-Engine · scanned 2026-06-15 23:59 UTC (2 months, 3 weeks ago)

21 raw signals (2 security + 19 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 21 actionable findings from 2 signal sources. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Combined
95.7
/100
Security checks
96
2 findings
System graph
96
77.8% cov · 19 findings
Critical
1
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
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Severity: Critical 1 High 0 Medium 5 Low 13 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 2 System graph 19 Crowd 0 Layer: Quality 9 Security 2 Software 8 Frontend 1 Cicd 1

All 126 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
load_mlm_encoder_weights software healthy scripts/train_contrastive.py:33
main software healthy scripts/train_contrastive.py:41
compute_loss software healthy scripts/train_contrastive.py:99
validate software healthy scripts/train_contrastive.py:118
load_trained_encoder software healthy scripts/encode_and_eval.py:38
main software healthy scripts/encode_and_eval.py:56
main software healthy scripts/train_tokenizer.py:22
find_checkpoint software healthy scripts/search.py:35
main software healthy scripts/search.py:49
run software healthy scripts/search.py:75
report software healthy scripts/sanity_checks.py:42
tiny_setup software healthy scripts/sanity_checks.py:48
embed software healthy scripts/sanity_checks.py:70
check_init_loss software healthy scripts/sanity_checks.py:75
check_grad_flow software healthy scripts/sanity_checks.py:99
check_tiny_overfit software healthy scripts/sanity_checks.py:119
check_pad_invariance software healthy scripts/sanity_checks.py:135
check_ckpt_resume software healthy scripts/sanity_checks.py:147
loss_fn software dead scripts/sanity_checks.py:158
main software healthy scripts/sanity_checks.py:185
__init__ software healthy scripts/pretrain_mlm.py:33
forward software dead scripts/pretrain_mlm.py:38
compute_loss software healthy scripts/pretrain_mlm.py:42
main software healthy scripts/pretrain_mlm.py:58
validate software healthy scripts/pretrain_mlm.py:109
log software healthy scripts/run_overnight.py:38
run software healthy scripts/run_overnight.py:45
archive_previous_run software healthy scripts/run_overnight.py:59
run_stage software healthy scripts/run_overnight.py:84
main software healthy scripts/run_overnight.py:98
build_handler software healthy scripts/serve.py:136
log_message software dead scripts/serve.py:138
_send software healthy scripts/serve.py:141
do_GET software dead scripts/serve.py:149
_search software healthy scripts/serve.py:166
main software healthy scripts/serve.py:183
info_nce_loss software healthy src/losses.py:7
mlm_loss software healthy src/losses.py:45
to_dict software healthy src/model.py:43
__init__ software healthy src/model.py:151
forward software dead src/model.py:161
_init_weights software healthy src/model.py:113
hidden_states software healthy src/model.py:124
num_parameters software healthy src/model.py:143
save_encoder software dead src/model.py:166
load_encoder software dead src/model.py:173
__init__ software healthy src/tokenizer.py:21
vocab_size software healthy src/tokenizer.py:31
load software healthy src/tokenizer.py:35
save software healthy src/tokenizer.py:41

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

LabelLayerStatusPath
report.md software healthy report.md
README.md software healthy README.md
LICENSE software healthy LICENSE
requirements.txt software healthy requirements.txt
tokenizer.json software healthy models/tokenizer/tokenizer.json
doc_ids.json software healthy models/embeddings/doc_ids.json
jm_ids.json software healthy models/embeddings/jm_ids.json
results.json software healthy evaluation/results.json
baseline_results.json software healthy evaluation/baseline_results.json
demo_results.json software healthy evaluation/demo_results.json
train_contrastive.py software healthy scripts/train_contrastive.py
encode_and_eval.py software healthy scripts/encode_and_eval.py
train_tokenizer.py software healthy scripts/train_tokenizer.py
search.py software healthy scripts/search.py
sanity_checks.py software healthy scripts/sanity_checks.py
pretrain_mlm.py software healthy scripts/pretrain_mlm.py
run_overnight.py software healthy scripts/run_overnight.py
serve.py software healthy scripts/serve.py
history.json software healthy runs/contrastive/history.json
history.json software healthy runs/mlm/history.json
losses.py software healthy src/losses.py
__init__.py software healthy src/__init__.py
model.py software healthy src/model.py
tokenizer.py software healthy src/tokenizer.py
inference.py software healthy src/inference.py
data.py software healthy src/data.py
trainer.py software healthy src/trainer.py

LabelLayerStatusPath
MLMModel software healthy scripts/pretrain_mlm.py:30
Handler software healthy scripts/serve.py:137
EncoderConfig software healthy src/model.py:32
MultiHeadSelfAttention software healthy src/model.py:47
TransformerBlock software healthy src/model.py:79
Encoder software healthy src/model.py:100
MLMHead software healthy src/model.py:147
TextTokenizer software healthy src/tokenizer.py:17
PairDataset software healthy src/data.py:35
TextDataset software healthy src/data.py:75
Trainer software healthy src/trainer.py:55

LabelLayerStatusPath
models software healthy models
tokenizer software healthy models/tokenizer
embeddings software healthy models/embeddings
evaluation software healthy evaluation
scripts software healthy scripts
runs software healthy runs
contrastive software healthy runs/contrastive
mlm software healthy runs/mlm
src software healthy src

LabelLayerStatusPath
repobility-clone-j8fyzyey software healthy /tmp/repobility-clone-j8fyzyey

LabelLayerStatusPath
127.0.0.1 network healthy scripts/serve.py

LabelLayerStatusPath
gpu (detected) hardware healthy README.md
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