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ALvetX/S1-Omni-pro-main

https://github.com/ALvetX/S1-Omni-pro-main · scanned 2026-06-17 01:12 UTC (1 month, 2 weeks ago)

54 raw signals (0 security + 54 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +0.5 (diff) · 38 actionable findings from 1 signal source. 16 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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66.7% cov · 38 findings

Severity distribution — click a segment to filter

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Severity: Critical 1 High 5 Medium 6 Low 25 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 38 Crowd 0 Layer: Software 17 Security 7 Quality 14

Exclude dismissed / FP Exclude test files

All 649 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.

Label	Layer	Status	Path
`_get_args`	software	healthy	`web_demo_mm.py:24`
`_load_model_processor`	software	healthy	`web_demo_mm.py:66`
`_parse_text`	software	healthy	`web_demo_mm.py:108`
`_remove_image_special`	software	healthy	`web_demo_mm.py:140`
`_is_video_file`	software	healthy	`web_demo_mm.py:145`
`_gc`	software	healthy	`web_demo_mm.py:150`
`_transform_messages`	software	healthy	`web_demo_mm.py:157`
`_prepare_inputs_for_vllm`	software	healthy	`web_demo_mm.py:178`
`_launch_demo`	software	healthy	`web_demo_mm.py:201`
`call_local_model`	software	healthy	`web_demo_mm.py:203`
`create_predict_fn`	software	healthy	`web_demo_mm.py:241`
`predict`	software	healthy	`web_demo_mm.py:243`
`create_regenerate_fn`	software	healthy	`web_demo_mm.py:282`
`regenerate`	software	dead	`web_demo_mm.py:284`
`add_text`	software	dead	`web_demo_mm.py:306`
`add_file`	software	dead	`web_demo_mm.py:314`
`reset_user_input`	software	dead	`web_demo_mm.py:321`
`reset_state`	software	dead	`web_demo_mm.py:324`
`main`	software	healthy	`web_demo_mm.py:371`
`description`	software	healthy	`cookbooks/utils/agent_function_call.py:149`
`__init__`	software	healthy	`cookbooks/utils/agent_function_call.py:228`
`call`	software	dead	`cookbooks/utils/agent_function_call.py:233`
`_key`	software	healthy	`cookbooks/utils/agent_function_call.py:262`
`_click`	software	healthy	`cookbooks/utils/agent_function_call.py:122`
`_long_press`	software	healthy	`cookbooks/utils/agent_function_call.py:125`
`_swipe`	software	healthy	`cookbooks/utils/agent_function_call.py:128`
`_type`	software	healthy	`cookbooks/utils/agent_function_call.py:265`
`_system_button`	software	healthy	`cookbooks/utils/agent_function_call.py:134`
`_open`	software	healthy	`cookbooks/utils/agent_function_call.py:137`
`_wait`	software	healthy	`cookbooks/utils/agent_function_call.py:283`
`_terminate`	software	healthy	`cookbooks/utils/agent_function_call.py:286`
`_mouse_click`	software	healthy	`cookbooks/utils/agent_function_call.py:259`
`_mouse_move`	software	healthy	`cookbooks/utils/agent_function_call.py:268`
`_left_click_drag`	software	healthy	`cookbooks/utils/agent_function_call.py:271`
`_scroll`	software	healthy	`cookbooks/utils/agent_function_call.py:274`
`_hscroll`	software	healthy	`cookbooks/utils/agent_function_call.py:277`
`_answer`	software	healthy	`cookbooks/utils/agent_function_call.py:280`
`create_module_from_string`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:25`
`timeout_handler`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:45`
`__enter__`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:59`
`__exit__`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:66`
`run_test`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:72`
`custom_compare_`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:426`
`stripped_string_compare`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:442`
`call_method`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:448`
`_inner_call_method`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:464`
`reliability_guard`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:475`
`extract_last_code_block`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:555`
`check_correctness`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:563`
`_temp_run`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:566`

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

Label	Layer	Status	Path
`README.md`	software	healthy	`README.md`
`LICENSE`	software	healthy	`LICENSE`
`web_demo_mm.py`	software	healthy	`web_demo_mm.py`
`agent_function_call.py`	software	healthy	`cookbooks/utils/agent_function_call.py`
`test_mmcode.py`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py`
`take_screenshot.py`	software	healthy	`cookbooks/utils/multimodal_coding/take_screenshot.py`
`cam_infos.json`	software	healthy	`cookbooks/assets/spatial_understanding/cam_infos.json`
`2026-06-13-s1-protein-asl-tversky-simplification-design.md`	software	healthy	`docs/superpowers/specs/2026-06-13-s1-protein-asl-tversky-si…`
`2026-06-09-s1-protein-esm2-design.md`	software	healthy	`docs/superpowers/specs/2026-06-09-s1-protein-esm2-design.md`
`2026-06-15-s1-protein-full-training-design.md`	software	healthy	`docs/superpowers/specs/2026-06-15-s1-protein-full-training-…`
`2026-06-13-s1-protein-oom-optimization-design.md`	software	healthy	`docs/superpowers/specs/2026-06-13-s1-protein-oom-optimizati…`
`2026-06-13-s1-protein-full-finetune-design.md`	software	healthy	`docs/superpowers/specs/2026-06-13-s1-protein-full-finetune-…`
`2026-06-09-s1-protein-esm2-plan.md`	software	healthy	`docs/superpowers/plans/2026-06-09-s1-protein-esm2-plan.md`
`2026-06-15-s1-protein-full-training-plan.md`	software	healthy	`docs/superpowers/plans/2026-06-15-s1-protein-full-training-…`
`stat_pre_label_range.py`	software	healthy	`rl_test_data/stat_pre_label_range.py`
`common_utils.py`	software	healthy	`evaluation/RealWorldQA/common_utils.py`
`infer_instruct.sh`	software	healthy	`evaluation/RealWorldQA/infer_instruct.sh`
`dataset_utils.py`	software	healthy	`evaluation/RealWorldQA/dataset_utils.py`
`eval_think.sh`	software	healthy	`evaluation/RealWorldQA/eval_think.sh`
`requirements.txt`	software	healthy	`evaluation/RealWorldQA/requirements.txt`
`README.md`	software	healthy	`evaluation/RealWorldQA/README.md`
`infer_think.sh`	software	healthy	`evaluation/RealWorldQA/infer_think.sh`
`eval_instruct.sh`	software	healthy	`evaluation/RealWorldQA/eval_instruct.sh`
`eval_utils.py`	software	healthy	`evaluation/RealWorldQA/eval_utils.py`
`run_realworldqa.py`	software	healthy	`evaluation/RealWorldQA/run_realworldqa.py`
`common_utils.py`	software	healthy	`evaluation/mmmu/common_utils.py`
`infer_instruct.sh`	software	healthy	`evaluation/mmmu/infer_instruct.sh`
`dataset_utils.py`	software	healthy	`evaluation/mmmu/dataset_utils.py`
`eval_think.sh`	software	healthy	`evaluation/mmmu/eval_think.sh`
`requirements.txt`	software	healthy	`evaluation/mmmu/requirements.txt`
`README.md`	software	healthy	`evaluation/mmmu/README.md`
`infer_think.sh`	software	healthy	`evaluation/mmmu/infer_think.sh`
`eval_instruct.sh`	software	healthy	`evaluation/mmmu/eval_instruct.sh`
`eval_utils.py`	software	healthy	`evaluation/mmmu/eval_utils.py`
`run_mmmu.py`	software	healthy	`evaluation/mmmu/run_mmmu.py`
`common_utils.py`	software	healthy	`evaluation/MathVision/common_utils.py`
`infer_instruct.sh`	software	healthy	`evaluation/MathVision/infer_instruct.sh`
`dataset_utils.py`	software	healthy	`evaluation/MathVision/dataset_utils.py`
`eval_think.sh`	software	healthy	`evaluation/MathVision/eval_think.sh`
`requirements.txt`	software	healthy	`evaluation/MathVision/requirements.txt`
`README.md`	software	healthy	`evaluation/MathVision/README.md`
`infer_think.sh`	software	healthy	`evaluation/MathVision/infer_think.sh`
`eval_instruct.sh`	software	healthy	`evaluation/MathVision/eval_instruct.sh`
`run_mathv.py`	software	healthy	`evaluation/MathVision/run_mathv.py`
`eval_utils.py`	software	healthy	`evaluation/MathVision/eval_utils.py`
`infer_instruct.sh`	software	healthy	`evaluation/ODinW-13/infer_instruct.sh`
`run_odinw.py`	software	healthy	`evaluation/ODinW-13/run_odinw.py`
`dataset_utils.py`	software	healthy	`evaluation/ODinW-13/dataset_utils.py`
`eval_think.sh`	software	healthy	`evaluation/ODinW-13/eval_think.sh`
`requirements.txt`	software	healthy	`evaluation/ODinW-13/requirements.txt`

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

Label	Layer	Status	Path
`MobileUse`	software	healthy	`cookbooks/utils/agent_function_call.py:7`
`ComputerUse`	software	healthy	`cookbooks/utils/agent_function_call.py:147`
`CODE_TYPE`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:35`
`TimeoutException`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:41`
`Capturing`	software	healthy	`cookbooks/utils/multimodal_coding/test_mmcode.py:58`
`OpenAIWrapper`	software	healthy	`evaluation/RealWorldQA/eval_utils.py:19`
`DashScopeWrapper`	software	healthy	`evaluation/RealWorldQA/eval_utils.py:78`
`OpenAIWrapper`	software	healthy	`evaluation/mmmu/eval_utils.py:13`
`DashScopeWrapper`	software	healthy	`evaluation/mmmu/eval_utils.py:72`
`OpenAIWrapper`	software	healthy	`evaluation/MathVision/eval_utils.py:203`
`DashScopeWrapper`	software	healthy	`evaluation/MathVision/eval_utils.py:247`
`OpenAIWrapper`	software	healthy	`evaluation/VideoMME/eval_utils.py:36`
`DashScopeWrapper`	software	healthy	`evaluation/VideoMME/eval_utils.py:95`
`PredictRequest`	software	healthy	`qwen-vl-finetune/s1_omni_fastapi_server.py:20`
`PredictResponse`	software	healthy	`qwen-vl-finetune/s1_omni_fastapi_server.py:24`
`ModelReplica`	software	healthy	`qwen-vl-finetune/s1_omni_fastapi_server.py:30`
`PendingRequest`	software	healthy	`qwen-vl-finetune/s1_omni_fastapi_server.py:39`
`ProteinDataAlignmentTest`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`DummyBackboneOutput`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`EmbeddingBackbone`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`Model`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`DummyEsmOutput`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`DummyEsm`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`DummyEsmTokenizer`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`S1ProteinEsmForwardTest`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`S1ProteinLossTest`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`S1ProteinTrainingEntrypointTest`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_infer_entrypoints.py…`
`DummyConfig`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_save.py:16`
`DummyBackbone`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_save.py:21`
`DummyPeftBackbone`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_save.py:34`
`S1ProteinSaveTest`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_save.py:48`
`DummyAccelerator`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_save.py:136`
`DummyTrainer`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_save.py:144`
`EvalProteinTest`	software	healthy	`qwen-vl-finetune/tests/test_eval_protein.py:10`
`DummyBackboneOutput`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_label_mask.py:16`
`DummyBackbone`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_label_mask.py:27`
`BoundaryAwareTokenizer`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_label_mask.py:59`
`SplitSpaceTokenizer`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_label_mask.py:94`
`S1ProteinLabelMaskTest`	software	healthy	`qwen-vl-finetune/tests/test_s1_protein_label_mask.py:123`
`InferProteinThresholdTest`	software	healthy	`qwen-vl-finetune/tests/test_infer_s1_protein_threshold.py:75`
`PrecomputeArguments`	software	healthy	`qwen-vl-finetune/scripts/precompute_s1_omni_pooled_hidden.p…`
`DataArguments`	software	healthy	`qwen-vl-finetune/tools/pack_data.py:34`
`MultimodalProcessor`	software	healthy	`qwen-vl-finetune/tools/pack_data.py:46`
`S1ProteinOutput`	software	healthy	`qwen-vl-finetune/qwenvl/modeling_s1_protein.py:53`
`S1Protein`	software	healthy	`qwen-vl-finetune/qwenvl/modeling_s1_protein.py:86`
`S1OmniOutput`	software	healthy	`qwen-vl-finetune/qwenvl/modeling_s1_omni.py:34`
`S1OmniConfigMixin`	software	healthy	`qwen-vl-finetune/qwenvl/modeling_s1_omni.py:44`
`S1Omni`	software	healthy	`qwen-vl-finetune/qwenvl/modeling_s1_omni.py:50`
`S1OmniTrainer`	software	healthy	`qwen-vl-finetune/qwenvl/train/train_qwen.py:78`
`ModelArguments`	software	healthy	`qwen-vl-finetune/qwenvl/train/argument.py:7`

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

Label	Layer	Status	Path
`cookbooks`	software	healthy	`cookbooks`
`utils`	software	healthy	`cookbooks/utils`
`multimodal_coding`	software	healthy	`cookbooks/utils/multimodal_coding`
`assets`	software	healthy	`cookbooks/assets`
`spatial_understanding`	software	healthy	`cookbooks/assets/spatial_understanding`
`docs`	software	healthy	`docs`
`superpowers`	software	healthy	`docs/superpowers`
`specs`	software	healthy	`docs/superpowers/specs`
`plans`	software	healthy	`docs/superpowers/plans`
`rl_test_data`	software	healthy	`rl_test_data`
`evaluation`	software	healthy	`evaluation`
`RealWorldQA`	software	healthy	`evaluation/RealWorldQA`
`mmmu`	software	healthy	`evaluation/mmmu`
`MathVision`	software	healthy	`evaluation/MathVision`
`ODinW-13`	software	healthy	`evaluation/ODinW-13`
`VideoMME`	software	healthy	`evaluation/VideoMME`
`qwen-vl-utils`	software	healthy	`qwen-vl-utils`
`src`	software	healthy	`qwen-vl-utils/src`
`qwen_vl_utils`	software	healthy	`qwen-vl-utils/src/qwen_vl_utils`
`qwen-vl-finetune`	software	healthy	`qwen-vl-finetune`
`tests`	software	healthy	`qwen-vl-finetune/tests`
`scripts`	software	healthy	`qwen-vl-finetune/scripts`
`tools`	software	healthy	`qwen-vl-finetune/tools`
`demo`	software	healthy	`qwen-vl-finetune/demo`
`sft_data`	software	healthy	`qwen-vl-finetune/sft_data`
`qwenvl`	software	healthy	`qwen-vl-finetune/qwenvl`
`train`	software	healthy	`qwen-vl-finetune/qwenvl/train`
`docker`	software	healthy	`docker`
`model`	software	healthy	`model`
`ZhejiangLab-LifeScience`	software	healthy	`model/ZhejiangLab-LifeScience`
`esm2_t6_8M_UR50D_rna_binding_site_predictor`	software	healthy	`model/ZhejiangLab-LifeScience/esm2_t6_8M_UR50D_rna_binding_…`

Label	Layer	Status	Path
`GET /health`	api	healthy	`qwen-vl-finetune/s1_omni_fastapi_server.py`
`POST /predict`	api	healthy	`qwen-vl-finetune/s1_omni_fastapi_server.py`

Label	Layer	Status	Path
`ALvetX__S1-Omni-pro-main`	software	healthy	`/data/fable5_failed_archive/ALvetX__S1-Omni-pro-main`

Label	Layer	Status	Path
`127.0.0.1`	network	healthy	`README.md`

Label	Layer	Status	Path
`port:8901`	network	healthy	`docker/docker_web_demo.sh`

Label	Layer	Status	Path
`gpu (detected)`	hardware	healthy	`README.md`

Label	Layer	Status	Path
`generic_api_key::qwen-vl-finetune/scripts/s1_omni_train.sh`	security	healthy	`qwen-vl-finetune/scripts/s1_omni_train.sh`

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ALvetX/S1-Omni-pro-main

Complete repo analysis

function 50+

file 50+

class 50+

directory 31

endpoint 2

repo 1

service 1

port 1

gpu 1

secret 1