3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.1K

Stars

C++

Language

1.1M

Lines of Code

2.4K

Files

3.6K

Pattern Hits

2026-10-31

Scan Date

0.05

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 12.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2995 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 191 finding(s).

Agent Over-Engineering Ratio 10.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1988 finding(s).

PR Review Velocity Impact 18.5/100 · LOW

Which changes need focused human review? 3629 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 130MEDIUM 131LOW 3368

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 3629 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers1513 hits · 1421 pts

Severity	File	Line	Snippet	Context
LOW	test_gemma4_moe.py	49	def compare_hf_and_fastllm_tokenizer(label, model_path, messages):	CODE
LOW	test_gemma4_moe.py	109	def print_fastllm_child_summary(label, result):	CODE
LOW	tools/fastllm_triton_server.py	179	def fastllm_chunk_gdn_prefill_h_kernel(	CODE
LOW	tools/fastllm_triton_server.py	330	def fastllm_chunk_gdn_prefill_o_kernel(	CODE
LOW	tools/fastllm_triton_server.py	432	def fastllm_chunk_gdn_varlen_prefill_h_kernel(	CODE
LOW	tools/fastllm_triton_server.py	598	def fastllm_chunk_gdn_varlen_prefill_o_kernel(	CODE
LOW	tools/fastllm_triton_server.py	760	def fastllm_chunk_gdn_kkt_kernel(	CODE
LOW	tools/fastllm_triton_server.py	809	def fastllm_chunk_gdn_postconv_kernel(	CODE
LOW	tools/fastllm_triton_server.py	941	def fastllm_chunk_gdn_recompute_kernel(	CODE
LOW	tools/fastllm_triton_server.py	2488	def chunk_gdn_prefill_cache_paths(payload):	CODE
LOW	tools/fastllm_triton_server.py	2524	def chunk_gdn_varlen_prefill_cache_paths(payload):	CODE
LOW	tools/fastllm_triton_server.py	2558	def chunk_gdn_postconv_cache_paths(payload):	CODE
LOW	tools/fastllm_triton_server.py	2616	def chunk_gdn_recompute_cache_paths(payload):	CODE
LOW	tools/fastllm_triton_server.py	2893	def compile_chunk_gdn_prefill(payload):	CODE
LOW	tools/fastllm_triton_server.py	3042	def compile_chunk_gdn_varlen_prefill(payload):	CODE
LOW	tools/fastllm_triton_server.py	3190	def compile_chunk_gdn_postconv(payload):	CODE
LOW	tools/fastllm_triton_server.py	3348	def compile_chunk_gdn_recompute(payload):	CODE
LOW	tools/fastllm_pytools/server.py	87	def _prewarm_request_executor(executor, workers: int) -> int:	CODE
LOW	tools/fastllm_pytools/server.py	259	def apply_default_generation_config_overrides(model, args):	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	135	def _load_video_frames_from_path(path: str) -> Tuple[List[np.ndarray], Optional[float], np.ndarray]:	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	280	def apply_chat_template_with_optional_thinking(tokenizer, conversation, add_generation_prompt, enable_thinking):	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	713	def _load_video_frames_from_path(path: str) -> Tuple[List[np.ndarray], Optional[float], np.ndarray]:	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	858	def apply_chat_template_with_optional_thinking(tokenizer, conversation, add_generation_prompt, enable_thinking):	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	1399	def _load_video_frames_from_path(path: str) -> Tuple[List[Image.Image], Optional[float], np.ndarray]:	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	1600	def apply_chat_template_with_optional_thinking(tokenizer, conversation, add_generation_prompt, enable_thinking):	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal_native.py	163	def _load_video_frames_from_path(path: str) -> Tuple[List[np.ndarray], Optional[float], np.ndarray]:	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal_native.py	310	def apply_chat_template_with_optional_thinking(	CODE
LOW	tools/fastllm_pytools/benchmark.py	225	def _format_tokens_per_second(value: float) -> str:	CODE
LOW⚡	tools/fastllm_pytools/util.py	130	def _uses_non_nvidia_cuda_compatible_build() -> bool:	CODE
LOW	tools/fastllm_pytools/util.py	287	def _nvidia_cuda_compute_capabilities(device_ids):	CODE
LOW	tools/fastllm_pytools/util.py	353	def _thread_tp_cuda_device_ids(tp):	CODE
LOW	tools/fastllm_pytools/util.py	364	def _cuda_graph_auto_supported(cuda_spec) -> bool:	CODE
LOW	tools/fastllm_pytools/util.py	375	def _configure_multicuda_worker_affinity(tp, threads):	CODE
LOW	tools/fastllm_pytools/util.py	450	def _first_thread_tp_cuda_device(tp) -> str:	CODE
LOW	tools/fastllm_pytools/util.py	473	def _thread_tp_cuda_device_spec(tp) -> str:	CODE
LOW	tools/fastllm_pytools/util.py	504	def _thread_tp_cuda_device_count(tp) -> int:	CODE
LOW	tools/fastllm_pytools/util.py	538	def _configure_expert_parallel(args, is_naive_n05_model):	CODE
LOW	tools/fastllm_pytools/util.py	569	def apply_image_embedding_cache_env(args):	CODE
LOW	tools/fastllm_pytools/util.py	581	def apply_multimodal_warmup_env(args, is_qwen35_model):	CODE
LOW	tools/fastllm_pytools/util.py	641	def _fastllm_env_flag_enabled(name: str, fallback_name: str = "") -> bool:	CODE
LOW	tools/fastllm_pytools/util.py	649	def _single_cuda_total_memory_bytes(device) -> int:	CODE
LOW	tools/fastllm_pytools/util.py	803	def _configure_triton_compiler_python() -> str:	CODE
LOW	tools/fastllm_pytools/util.py	912	def _prefers_laguna_hybrid_tp(architecture: str, model_type: str = "") -> bool:	CODE
LOW	tools/fastllm_pytools/util.py	1136	def _configure_embedded_dspark(args):	CODE
LOW	tools/fastllm_pytools/gemma4_multimodal.py	49	def get_aspect_ratio_preserving_size(height, width, patch_size, max_patches, pooling_kernel_size):	CODE
LOW	tools/fastllm_pytools/gemma4_multimodal.py	181	def sanitize_conversation_for_template(conversation):	CODE
LOW	tools/fastllm_pytools/gemma4_multimodal.py	248	def apply_chat_template_with_optional_thinking(tokenizer, conversation, add_generation_prompt, enable_thinking):	CODE
LOW	tools/fastllm_pytools/gemma4_multimodal.py	259	def build_prompt_with_expanded_image_tokens(tokenizer, conversation, num_soft_tokens_per_image, add_generation_prompt, e	CODE
LOW	tools/fastllm_pytools/download.py	144	def should_regenerate_filelist(self) -> bool:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	168	def _preload_cuda_runtime_dependencies() -> Dict[str, Any]:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	1260	def _attach_local_chat_template(tokenizer, path):	CODE
LOW⚡	tools/fastllm_pytools/llm.py	1270	def _load_fast_tokenizer_from_tokenizer_json(path):	CODE
LOW	tools/fastllm_pytools/llm.py	97	def _discover_nvidia_lib_dirs() -> List[str]:	CODE
LOW	tools/fastllm_pytools/llm.py	329	def _dispatch_model_load_progress(stage, current, total, completed_bytes, total_bytes):	CODE
LOW	tools/fastllm_pytools/llm.py	344	def set_model_load_progress_callback(callback):	CODE
LOW	tools/fastllm_pytools/llm.py	363	def report_model_load_progress(stage, current = 0, total = 0,	CODE
LOW	tools/fastllm_pytools/llm.py	774	def get_moe_cuda_cache_route_stats(device: int = 0, phase: str = None):	CODE
LOW	tools/fastllm_pytools/llm.py	806	def get_moe_cuda_cache_prefill_stats(device: int = 0):	CODE
LOW	tools/fastllm_pytools/llm.py	904	def set_layered_moe_device_map(device_map):	CODE
LOW	tools/fastllm_pytools/llm.py	1358	def _hf_tokenizer_compat_kwargs(path):	CODE
1453 more matches not shown…

Over-Commented Block1037 hits · 1036 pts

Severity	File	Line	Snippet	Context
LOW	simple_install.sh	21	#python3 setup.py bdist_wheel	COMMENT
LOW	tools/ssd_read_bench.cpp	1	#include <algorithm>	COMMENT
LOW	tools/numas_fp8_moe_bench.cpp	1	#include "fastllm.h"	COMMENT
LOW	tools/naive_n05_speculative_bench.cpp	1	#include "model.h"	COMMENT
LOW	tools/fastllm_pytools/llm.py	281	continue	COMMENT
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	21	#from .llama_tool_parser import Llama3JsonToolParser	COMMENT
LOW	tools/fastllm_pytools/ui_plugins/claude/styles.css	1	/* Harness-like quiet sidebar, open transcript and a compact composer. */	COMMENT
LOW	tools/fastllm_pytools/ui_plugins/claude/styles.css	21	#claude-approvals { order:3; flex-shrink:0; }	COMMENT
LOW	tools/src/pytools.cpp	1	//	COMMENT
LOW	tools/src/cpu_thread_bench.h	1	#pragma once	COMMENT
LOW	test/basic/test_qwen35_mtp_sampling.cpp	1	#include "models/qwen3_5.h"	COMMENT
LOW	test/basic/test_cuda_v41_mxfp4.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_naive_n05_tp_model.cpp	1	#include "devices/cuda/fastllm-cuda.cuh"	COMMENT
LOW	test/basic/test_disk_qwen_gguf_cache.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cpu_gguf_moe_decode.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cpu_gguf_repack.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_fp8_perchannel_dispatch.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_paged_sm70_small_t.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_prefill_paths.cpp	1	#define CUDA_API_PER_THREAD_DEFAULT_STREAM	COMMENT
LOW	test/basic/test_qwen35_mtp_sample_row.cpp	1	#include "models/qwen3_5.h"	COMMENT
LOW	test/basic/test_naive_n05_attention.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_numas_moe_pipeline.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_numas_moe_batch_register.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_fp8_cache_tp.cpp	1	#define CUDA_API_PER_THREAD_DEFAULT_STREAM	COMMENT
LOW	test/basic/test_disk_glm5_gguf_cache.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_hf_parallel_merge.cpp	1	#include "model.h"	COMMENT
LOW	test/basic/test_deepseek_v41_hybrid_attention.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_single_query_attention.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_paged_fragmented_attention.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_naive_n05_tp.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_numas_nvfp4_moe.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_qwen4_gdn_output.cpp	1	#include <cuda_runtime_api.h>	COMMENT
LOW	test/basic/test_naive_n05_decode_graph.cpp	1	#ifndef CUDA_API_PER_THREAD_DEFAULT_STREAM	COMMENT
LOW	test/basic/test_qwen35_dflash_shortlist.cpp	1	#include "models/qwen3_5.h"	COMMENT
LOW	test/basic/test_disk_moe_cache.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_deepseek_v41_topk.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cuda_mxfp8_linear.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cpu_isa_compat.cpp	1	// Build this test with UNIT_TEST=ON. On GCC, exercise old x86 targets with	COMMENT
LOW	test/basic/test_deepseek_v41_disk_engram.cpp	1	#include "models/deepseekv41.h"	COMMENT
LOW	test/basic/test_cuda_glm5_gguf_cache.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_cpu_gguf_iq_native.cpp	1	#include "ggml-iq-native.h"	COMMENT
LOW	test/basic/test_disk_v41_gguf_cache.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_device_operator_lifetime.cpp	1	#include "device.h"	COMMENT
LOW	test/basic/test_naive_n05_rope_cache.cpp	1	#ifndef CUDA_API_PER_THREAD_DEFAULT_STREAM	COMMENT
LOW	test/basic/test_cuda_swiglu_fp8.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_glm5_next_gguf.cpp	1	#include "gguf.h"	COMMENT
LOW	test/basic/test_cuda_qwen4_attention_fusion.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_deepseek_v41_prefill.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_naive_n05_dsa_batch.cpp	1	#ifndef CUDA_API_PER_THREAD_DEFAULT_STREAM	COMMENT
LOW	test/basic/test_glm5_next_dsa.cpp	1	#include "../../src/models/glm5_next_dsa.h"	COMMENT
LOW	test/basic/test_naive_n05_prefill.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/cuda_delayed_down_upload.h	1	#pragma once	COMMENT
LOW	test/basic/test_numas_fp8_eager_moe.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/cuda_moe_prefill_test.h	1	#pragma once	COMMENT
LOW	test/basic/test_numas_nvfp4_hybrid_cold.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_naive_n05_decode.cpp	1	#include "fastllm.h"	COMMENT
LOW	test/basic/test_qwen35_vision_tp.cpp	1	#include "models/qwen3_5.h"	COMMENT
LOW	test/basic/test_qwen35_mtp_tp.cpp	1	#include "models/qwen3_5.h"	COMMENT
LOW	test/basic/test_naive_n05_logits.cpp	1	#ifndef CUDA_API_PER_THREAD_DEFAULT_STREAM	COMMENT
LOW	test/basic/test_legacy_paged_scheduler.cpp	1	#include "models/basellm.h"	COMMENT
977 more matches not shown…

Empty Error Handlers120 hits · 600 pts

Severity	File	Line	Snippet	Context
HIGH	tools/lingbot_world/server.py	347	except (BrokenPipeError, ConnectionResetError):	CODE
HIGH	tools/lingbot_world/server.py	253	except OSError:	CODE
HIGH	tools/fastllm_pytools/launcher_agent_models.py	23	except (OSError, ValueError, AttributeError, TypeError):	CODE
HIGH	tools/fastllm_pytools/agent_runtime_install.py	45	except (OSError, ValueError):	CODE
HIGH	tools/fastllm_pytools/agent_runtime_install.py	122	except ProcessLookupError:	CODE
HIGH	tools/fastllm_pytools/agent_runtime_install.py	129	except ProcessLookupError:	CODE
HIGH	tools/fastllm_pytools/launcher_agent_proxy.py	220	except (OSError, ConnectionClosed, WebSocketDisconnect):	CODE
HIGH	tools/fastllm_pytools/launcher_agent_proxy.py	180	except httpx.HTTPError:	CODE
HIGH	tools/fastllm_pytools/launcher_agent_proxy.py	225	except RuntimeError:	CODE
HIGH	tools/fastllm_pytools/auto_config.py	108	except (OSError, ValueError):	CODE
HIGH	tools/fastllm_pytools/launcher_agent_session.py	70	except (OSError, ValueError):	CODE
HIGH	tools/fastllm_pytools/util.py	172	except Exception:	CODE
HIGH	tools/fastllm_pytools/util.py	191	except Exception:	CODE
HIGH	tools/fastllm_pytools/util.py	237	except Exception:	CODE
HIGH	tools/fastllm_pytools/util.py	1435	except:	CODE
HIGH	tools/fastllm_pytools/util.py	1731	except:	CODE
HIGH	tools/fastllm_pytools/util.py	1737	except:	CODE
HIGH	tools/fastllm_pytools/util.py	1742	except:	CODE
HIGH	tools/fastllm_pytools/cpu_tuning.py	62	except (OSError, ValueError, IndexError):	CODE
HIGH	tools/fastllm_pytools/cpu_tuning.py	103	except ValueError:	CODE
HIGH	tools/fastllm_pytools/cpu_tuning.py	57	except (OSError, ValueError):	CODE
HIGH	tools/fastllm_pytools/hf_model.py	131	except:	CODE
HIGH	tools/fastllm_pytools/download.py	153	except FileNotFoundError:	CODE
HIGH	tools/fastllm_pytools/llm.py	87	except:	CODE
HIGH	tools/fastllm_pytools/llm.py	120	except Exception:	CODE
HIGH	tools/fastllm_pytools/llm.py	126	except Exception:	CODE
HIGH	tools/fastllm_pytools/llm.py	1293	except Exception:	CODE
HIGH	tools/fastllm_pytools/llm.py	1288	except Exception:	CODE
HIGH	tools/fastllm_pytools/llm.py	1866	except Exception:	CODE
HIGH	tools/fastllm_pytools/llm.py	1673	except Exception:	CODE
HIGH	tools/fastllm_pytools/llm.py	3095	except:	CODE
HIGH	tools/fastllm_pytools/llm.py	2711	except:	CODE
HIGH	tools/fastllm_pytools/llm.py	3159	except:	CODE
HIGH	tools/fastllm_pytools/llm.py	3237	except:	CODE
HIGH	tools/fastllm_pytools/llm.py	3280	except:	CODE
HIGH	tools/fastllm_pytools/deepseek_v41_history.py	65	except Exception:	CODE
HIGH	tools/fastllm_pytools/webui_utils.py	10	except (UnicodeDecodeError, LookupError):	CODE
HIGH	tools/fastllm_pytools/webui_history.py	172	except (TypeError, json.JSONDecodeError):	CODE
HIGH	tools/fastllm_pytools/webui_history.py	201	except (TypeError, json.JSONDecodeError):	CODE
HIGH	tools/fastllm_pytools/hybrid_auto.py	214	except OSError:	CODE
HIGH	tools/fastllm_pytools/hybrid_auto.py	265	except (OSError, ValueError):	CODE
HIGH	tools/fastllm_pytools/launcher_agent_management.py	29	except (OSError, ValueError, AttributeError):	CODE
HIGH	tools/fastllm_pytools/torch2flm.py	216	except:	CODE
HIGH	tools/fastllm_pytools/webui_server.py	148	except (OSError, AttributeError):	CODE
HIGH	tools/fastllm_pytools/webui_server.py	127	except Exception:	CODE
HIGH	tools/fastllm_pytools/webui_server.py	154	except Exception:	CODE
HIGH	tools/fastllm_pytools/data_agent.py	71	except (TypeError, ValueError):	CODE
HIGH	tools/fastllm_pytools/data_agent.py	76	except (TypeError, ValueError):	CODE
HIGH	tools/fastllm_pytools/data_agent.py	87	except (TypeError, ValueError):	CODE
HIGH	tools/fastllm_pytools/data_agent.py	694	except OSError:	CODE
HIGH	tools/fastllm_pytools/knowledge_agent.py	226	except (ValueError, IndexError):	CODE
HIGH	tools/fastllm_pytools/tui.py	792	except ValueError:	CODE
HIGH	tools/fastllm_pytools/tui.py	1479	except (AttributeError, curses.error):	CODE
HIGH	tools/fastllm_pytools/tui.py	1483	except curses.error:	CODE
HIGH	tools/fastllm_pytools/tui.py	2584	except ValueError:	CODE
HIGH	tools/fastllm_pytools/tui.py	2564	except curses.error:	CODE
HIGH	tools/fastllm_pytools/harness_install.py	143	except ProcessLookupError:	CODE
HIGH	tools/fastllm_pytools/launcher.py	2591	except KeyboardInterrupt:	CODE
HIGH	tools/fastllm_pytools/launcher.py	2418	except (OSError, subprocess.SubprocessError, json.JSONDecodeError):	CODE
HIGH	tools/fastllm_pytools/launcher.py	2441	except OSError:	CODE
60 more matches not shown…

Deep Nesting335 hits · 296 pts

Severity	File	Line	Context
LOW	check_mem.py	9	CODE
LOW	tools/naive_n05_speculative_check.py	42	CODE
LOW	tools/fastllm_triton_server.py	2211	CODE
LOW	tools/naive_n05_flash_logits.py	47	CODE
LOW	tools/deepseek_v41_export_q2.py	42	CODE
LOW	tools/deepseek_v41_export_q2.py	104	CODE
LOW	tools/naive_n05_export_nvfp4.py	49	CODE
LOW	tools/lingbot_world/server.py	124	CODE
LOW	tools/lingbot_world/server.py	281	CODE
LOW	tools/lingbot_world/server.py	205	CODE
LOW	tools/lingbot_world/server.py	292	CODE
LOW	tools/wheel/package_wheel.py	37	CODE
LOW	tools/fastllm_pytools/pptx_generator.py	524	CODE
LOW	tools/fastllm_pytools/agent_runtime_install.py	99	CODE
LOW	tools/fastllm_pytools/agent_runtime_install.py	166	CODE
LOW	tools/fastllm_pytools/nomas_prompt.py	85	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	211	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	789	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	1531	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	1716	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	1779	CODE
LOW	tools/fastllm_pytools/launcher_opencode.py	51	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal_native.py	239	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal_native.py	353	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal_native.py	370	CODE
LOW	tools/fastllm_pytools/auto_config.py	178	CODE
LOW	tools/fastllm_pytools/auto_config.py	493	CODE
LOW	tools/fastllm_pytools/launcher_agent_session.py	58	CODE
LOW	tools/fastllm_pytools/launcher_agent_session.py	105	CODE
LOW	tools/fastllm_pytools/launcher_agent_session.py	194	CODE
LOW	tools/fastllm_pytools/util.py	142	CODE
LOW	tools/fastllm_pytools/util.py	185	CODE
LOW	tools/fastllm_pytools/util.py	375	CODE
LOW	tools/fastllm_pytools/util.py	518	CODE
LOW	tools/fastllm_pytools/util.py	1145	CODE
LOW	tools/fastllm_pytools/cpu_tuning.py	19	CODE
LOW	tools/fastllm_pytools/hf_model.py	22	CODE
LOW	tools/fastllm_pytools/gemma4_multimodal.py	181	CODE
LOW	tools/fastllm_pytools/download.py	164	CODE
LOW	tools/fastllm_pytools/llm.py	97	CODE
LOW	tools/fastllm_pytools/llm.py	168	CODE
LOW	tools/fastllm_pytools/llm.py	1270	CODE
LOW	tools/fastllm_pytools/llm.py	1383	CODE
LOW	tools/fastllm_pytools/llm.py	981	CODE
LOW	tools/fastllm_pytools/llm.py	1431	CODE
LOW	tools/fastllm_pytools/llm.py	2243	CODE
LOW	tools/fastllm_pytools/llm.py	2283	CODE
LOW	tools/fastllm_pytools/llm.py	2490	CODE
LOW	tools/fastllm_pytools/llm.py	2613	CODE
LOW	tools/fastllm_pytools/llm.py	2751	CODE
LOW	tools/fastllm_pytools/llm.py	3121	CODE
LOW	tools/fastllm_pytools/llm.py	3187	CODE
LOW	tools/fastllm_pytools/llm.py	3492	CODE
LOW	tools/fastllm_pytools/deepseek_v41_multimodal.py	137	CODE
LOW	tools/fastllm_pytools/deepseek_v41_multimodal.py	143	CODE
LOW	tools/fastllm_pytools/hybrid_auto.py	106	CODE
LOW	tools/fastllm_pytools/hybrid_auto.py	191	CODE
LOW	tools/fastllm_pytools/hybrid_auto.py	298	CODE
LOW	tools/fastllm_pytools/hybrid_auto.py	644	CODE
LOW	tools/fastllm_pytools/hybrid_auto.py	717	CODE
275 more matches not shown…

Excessive Try-Catch Wrapping254 hits · 256 pts

Severity	File	Line	Snippet	Context
LOW	tools/fastllm_triton_server.py	21	except Exception as exc: # pragma: no cover - this is reported through /compile.	CODE
LOW	tools/fastllm_triton_server.py	4621	except Exception as exc:	CODE
LOW	tools/lingbot_world/server.py	249	except Exception as e:	CODE
LOW	tools/lingbot_world/server.py	269	except Exception as e:	CODE
LOW	tools/lingbot_world/server.py	349	except Exception as e:	CODE
MEDIUM	tools/lingbot_world/server.py	205	def run(self):	CODE
MEDIUM	tools/lingbot_world/server.py	344	def dispatch(self):	CODE
LOW	tools/fastllm_pytools/agent_runtime_install.py	243	except Exception as error:	CODE
LOW	tools/fastllm_pytools/agent_runtime_install.py	254	except Exception as error:	CODE
MEDIUM	tools/fastllm_pytools/agent_runtime_install.py	240	def _run(self, generation, install):	CODE
LOW	tools/fastllm_pytools/server.py	226	except Exception as e:	CODE
LOW	tools/fastllm_pytools/server.py	244	except Exception as e:	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	149	except Exception as exc:	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	727	except Exception as exc:	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	1413	except Exception as exc:	CODE
LOW	tools/fastllm_pytools/launcher_agent_runtime.py	83	except Exception as error:	CODE
MEDIUM	tools/fastllm_pytools/launcher_agent_runtime.py	63	def _run(self, service, api_key, bind_host, browser_origin, cancelled, install):	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal_native.py	177	except Exception as exc:	CODE
MEDIUM	tools/fastllm_pytools/util.py	178	def _normalize_mtp_arg(value) -> int:	CODE
MEDIUM	tools/fastllm_pytools/util.py	185	def _total_memory_gib() -> float:	CODE
MEDIUM	tools/fastllm_pytools/util.py	228	def _cuda_device_count() -> int:	CODE
LOW⚡	tools/fastllm_pytools/util.py	127	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/util.py	139	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/util.py	172	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/util.py	181	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/util.py	191	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	157	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	237	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	241	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	284	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	322	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	446	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	680	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	792	except Exception:	CODE
LOW	tools/fastllm_pytools/util.py	2161	except Exception:	CODE
LOW	tools/fastllm_pytools/download.py	111	except Exception as e:	CODE
MEDIUM	tools/fastllm_pytools/download.py	112	color_print(f"Error: {str(e)}", "RED")	CODE
MEDIUM	tools/fastllm_pytools/download.py	89	def run(self):	CODE
MEDIUM	tools/fastllm_pytools/llm.py	279	print(f"Error loading {libname}: {e}")	CODE
MEDIUM	tools/fastllm_pytools/llm.py	2783	print("Error: can't detect architectures for this model.")	CODE
MEDIUM	tools/fastllm_pytools/llm.py	2787	print("Error: CogVLM multimodal only supports images.")	CODE
MEDIUM	tools/fastllm_pytools/llm.py	2847	print("Error: Gemma4 multimodal needs a Hugging Face tokenizer.")	CODE
MEDIUM	tools/fastllm_pytools/llm.py	2967	print("Error: can't support architectures: " + architecture)	CODE
MEDIUM	tools/fastllm_pytools/llm.py	1861	def _get_architecture(self) -> str:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	114	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	120	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	126	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	149	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	158	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	1257	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	1906	except Exception:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	1914	except Exception as e:	CODE
LOW⚡	tools/fastllm_pytools/llm.py	1923	except Exception:	CODE
LOW	tools/fastllm_pytools/llm.py	196	except Exception as e:	CODE
LOW	tools/fastllm_pytools/llm.py	219	except Exception as e:	CODE
LOW	tools/fastllm_pytools/llm.py	243	except Exception as e:	CODE
LOW	tools/fastllm_pytools/llm.py	277	except Exception as e:	CODE
LOW	tools/fastllm_pytools/llm.py	341	except Exception:	CODE
LOW	tools/fastllm_pytools/llm.py	1288	except Exception:	CODE
LOW	tools/fastllm_pytools/llm.py	1293	except Exception:	CODE
194 more matches not shown…

Unused Imports176 hits · 174 pts

Severity	File	Line	Context
LOW	tools/deepseek_v4_logits_align.py	9	CODE
LOW	tools/dots3_note_transformers_logits.py	10	CODE
LOW	tools/deepseek_v4_vllm_nsys_workload.py	4	CODE
LOW	tools/qwen4_exp_transformers_check.py	18	CODE
LOW	tools/deepseek_v4_fastllm_nsys_workload.py	4	CODE
LOW	tools/deepseek_v4_fastllm_logits.py	4	CODE
LOW	tools/dots3_note_fastllm_logits.py	4	CODE
LOW	tools/glm5_next_fastllm_logits.py	4	CODE
LOW	tools/naive_n05_flash_logits.py	9	CODE
LOW	tools/deepseek_v4_nsys_compare.py	11	CODE
LOW	tools/qwen4_exp_reference_check.py	15	CODE
LOW	tools/glm5_next_transformers_logits.py	4	CODE
LOW	tools/fastllm_pytools/agent_runtime_install.py	3	CODE
LOW	tools/fastllm_pytools/server.py	1	CODE
LOW	tools/fastllm_pytools/server.py	15	CODE
LOW	tools/fastllm_pytools/server.py	16	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	582	CODE
LOW	tools/fastllm_pytools/qwen35_multimodal.py	1163	CODE
LOW	tools/fastllm_pytools/cpu_tuning.py	6	CODE
LOW	tools/fastllm_pytools/download.py	5	CODE
LOW	tools/fastllm_pytools/download.py	10	CODE
LOW	tools/fastllm_pytools/download.py	12	CODE
LOW	tools/fastllm_pytools/download.py	13	CODE
LOW	tools/fastllm_pytools/llm.py	17	CODE
LOW	tools/fastllm_pytools/llm.py	86	CODE
LOW	tools/fastllm_pytools/export.py	1	CODE
LOW	tools/fastllm_pytools/export.py	4	CODE
LOW	tools/fastllm_pytools/export.py	5	CODE
LOW	tools/fastllm_pytools/chat.py	1	CODE
LOW	tools/fastllm_pytools/chat.py	3	CODE
LOW	tools/fastllm_pytools/cli.py	1	CODE
LOW	…ls/fastllm_pytools/openai_server/fastllm_completion.py	31	CODE
LOW	…ls/fastllm_pytools/openai_server/fastllm_completion.py	32	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_reranker.py	1	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_reranker.py	2	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_reranker.py	3	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_reranker.py	4	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_reranker.py	7	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_embed.py	1	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_embed.py	2	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_embed.py	3	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_embed.py	4	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_embed.py	7	CODE
LOW	…tools/openai_server/tool_parsers/hermes_tool_parser.py	13	CODE
LOW	…ols/openai_server/tool_parsers/glm4_moe_tool_parser.py	11	CODE
LOW	…ols/openai_server/tool_parsers/glm4_moe_tool_parser.py	12	CODE
LOW	…ytools/openai_server/tool_parsers/hy_v3_tool_parser.py	13	CODE
LOW	…ools/openai_server/tool_parsers/kimi_k2_tool_parser.py	9	CODE
LOW	…ools/openai_server/tool_parsers/kimi_k2_tool_parser.py	10	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	4	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	4	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	5	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	6	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	7	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	8	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	9	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	10	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	13	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	14	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	18	CODE
116 more matches not shown…

AI Slop Vocabulary53 hits · 138 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/fastllm_pytools/llm.py	116	# 2) Fallback: scan site-packages directly (more robust across envs)	COMMENT
MEDIUM	…ytools/openai_server/tool_parsers/llama_tool_parser.py	54	# This pattern is more robust and can handle nested JSON objects	COMMENT
MEDIUM	…ytools/openai_server/tool_parsers/llama_tool_parser.py	200	# re-set stuff pertaining to progress in the current tool	COMMENT
MEDIUM	…ytools/openai_server/tool_parsers/jamba_tool_parser.py	207	# re-set stuff pertaining to progress in the current tool	COMMENT
MEDIUM	…ools/openai_server/tool_parsers/granite_tool_parser.py	172	# re-set stuff pertaining to progress in the current tool	COMMENT
MEDIUM	…ools/openai_server/tool_parsers/mistral_tool_parser.py	264	# re-set stuff pertaining to progress in the current tool	COMMENT
LOW	…pytools/openai_server/tool_parsers/xlam_tool_parser.py	465	# If we encounter an error, just return the delta text as regular content	COMMENT
MEDIUM	…enai_server/tool_parsers/granite_20b_fc_tool_parser.py	190	# re-set stuff pertaining to progress in the current tool	COMMENT
MEDIUM	…ytools/openai_server/tool_parsers/step3_tool_parser.py	45	# Explicit state flags for robust streaming	COMMENT
MEDIUM⚡	tools/fastllm_pytools/ui_plugins/harness/styles.css	1	#view-harness.active { display: flex; flex-direction: column; flex: 1; min-height: 0; width: 100%; max-width: none; anim	COMMENT
MEDIUM⚡	tools/fastllm_pytools/ui_plugins/harness/styles.css	4	#harness-content { flex: 1; min-height: 0; }	COMMENT
MEDIUM⚡	tools/fastllm_pytools/ui_plugins/harness/styles.css	5	#harness-content > iframe { display: block; width: 100%; height: 100%; border: 0; }	COMMENT
MEDIUM⚡	tools/fastllm_pytools/ui_plugins/harness/styles.css	9	#harness-progress-detail { color: var(--muted); font-size: 12px; }	COMMENT
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1273	first = self.page.frame_locator('#harness-content iframe').locator('#draft')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1283	second = other.frame_locator('#harness-content iframe').locator('#draft')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1285	expect(self.page.locator('#harness-content iframe')).to_have_attribute('src', re.compile(r'^http://localhost	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1286	expect(other.locator('#harness-content iframe')).to_have_attribute('src', re.compile(r'^http://127\.0\.0\.1:	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1307	expect(self.page.locator('#harness-content iframe')).to_have_attribute('src', new_first)	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1308	expect(other.locator('#harness-content iframe')).to_have_attribute('src', new_second)	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1354	expect(self.page.locator('#harness-content iframe')).to_be_visible()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1355	embedded = self.page.frame_locator('#harness-content iframe')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1361	self.page.locator('#harness-stop').click()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1362	expect(self.page.locator('#harness-content iframe')).to_have_count(0)	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1384	expect(self.page.locator('#harness-retry')).to_have_text('Install and open Harness')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1385	expect(self.page.locator('#harness-install-note')).to_be_visible()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1388	expect(self.page.locator('#harness-progress')).to_be_hidden()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1396	expect(self.page.locator('#harness-retry')).to_have_text('Install and open Harness')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1399	self.page.locator('#harness-retry').click()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1400	expect(self.page.locator('#harness-progress')).to_be_visible()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1401	expect(self.page.locator('#harness-progress-stage')).to_have_text('Downloading the runtime…')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1402	expect(self.page.locator('#harness-progress-detail')).to_have_text('1.0 / 4.0 MiB')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1403	expect(self.page.locator('#harness-progress-bar')).to_have_attribute('value', '1048576')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1404	expect(self.page.locator('#harness-install-note')).to_contain_text('450 MiB')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1406	expect(self.page.locator('#harness-retry')).to_be_disabled()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1409	expect(self.page.locator('#harness-progress')).to_be_visible()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1413	expect(self.page.locator('#harness-progress-detail')).to_have_text('12 package requests completed')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1414	self.assertIsNone(self.page.locator('#harness-progress-bar').get_attribute('value'))	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1415	self.page.locator('#harness-stop').click()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1416	expect(self.page.locator('#harness-progress')).to_be_hidden()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1417	expect(self.page.locator('#harness-retry')).to_have_text('Install and open Harness')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1423	self.page.locator('#harness-retry').click()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1424	expect(self.page.locator('#harness-progress')).to_be_visible()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1428	expect(self.page.locator('#harness-error')).to_have_text('Download failed')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1429	expect(self.page.locator('#harness-retry')).to_have_text('Retry')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1430	self.page.locator('#harness-retry').click()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1431	expect(self.page.locator('#harness-progress')).to_be_visible()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1484	expect(self.page.locator('#harness-retry')).to_have_text('Install and open Harness')	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1486	self.page.locator('#harness-retry').click()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1487	expect(self.page.locator('#harness-progress')).to_be_visible()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1501	expect(self.page.locator('#harness-retry')).to_be_enabled()	CODE
MEDIUM⚡	test/api/test_launcher_webui_browser.py	1502	expect(self.page.locator('#harness-progress')).to_be_hidden()	CODE
MEDIUM	…ss/include/cutlass/gemm/kernel/tile_scheduler_params.h	914	// the problem can leverage a basic split-K decomposition for the stream-K tiles.	COMMENT
MEDIUM	src/models/kimi_k3.cpp	1542	// with kvCacheDataType. Keep this helper robust when a	COMMENT

Decorative Section Separators47 hits · 122 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	17	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	19	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	41	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	43	# ============================================================	COMMENT
MEDIUM⚡	tools/fastllm_pytools/encoding_dsv4.py	100	# ============================================================	STRING
MEDIUM⚡	tools/fastllm_pytools/encoding_dsv4.py	102	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	188	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	190	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	338	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	340	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	414	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	416	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	479	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv4.py	481	# ============================================================	STRING
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	34	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	36	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	62	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	64	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	81	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	83	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	189	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	191	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	278	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	280	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	431	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	433	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	448	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	450	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	486	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	488	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	567	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	569	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	762	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	764	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	907	# ============================================================	COMMENT
MEDIUM	tools/fastllm_pytools/encoding_dsv41.py	909	# ============================================================	COMMENT
MEDIUM⚡	test/basic/test_deepseek_v41_toolcall.py	98	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	test/basic/test_deepseek_v41_toolcall.py	100	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	36	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	38	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	221	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	223	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	328	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	330	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	396	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	398	# ------------------------------------------------------------------	COMMENT
MEDIUM	test/basic/test_deepseek_v41_toolcall.py	502	# ------------------------------------------------------------------	COMMENT

AI Structural Patterns32 hits · 26 pts

Severity	File	Line	Context
LOW	tools/fastllm_pytools/qwen35_multimodal_native.py	683	CODE
LOW	tools/fastllm_pytools/hf_model.py	276	CODE
LOW	tools/fastllm_pytools/hf_model.py	22	CODE
LOW	tools/fastllm_pytools/download.py	244	CODE
LOW	tools/fastllm_pytools/llm.py	723	CODE
LOW	tools/fastllm_pytools/llm.py	1314	CODE
LOW	tools/fastllm_pytools/llm.py	1428	CODE
LOW	tools/fastllm_pytools/llm.py	1431	CODE
LOW	tools/fastllm_pytools/llm.py	2283	CODE
LOW	tools/fastllm_pytools/llm.py	2595	CODE
LOW	tools/fastllm_pytools/llm.py	2613	CODE
LOW	tools/fastllm_pytools/llm.py	2751	CODE
LOW	tools/fastllm_pytools/llm.py	3307	CODE
LOW	tools/fastllm_pytools/llm.py	3317	CODE
LOW	tools/fastllm_pytools/llm.py	3347	CODE
LOW	tools/fastllm_pytools/llm.py	3368	CODE
LOW	tools/fastllm_pytools/llm.py	3448	CODE
LOW	tools/fastllm_pytools/openai_server/fastllm_reranker.py	29	CODE
LOW	test/benchmark/naive_attention/validate.py	20	CODE
LOW	test/gsm8k/gsm8k_api_eval.py	78	CODE
LOW	test/api/test_dots_reasoning.py	51	CODE
LOW	test/api/test_qwen4_exp_reasoning.py	70	CODE
LOW	test/api/test_dots_tool_choice.py	101	CODE
LOW	test/api/test_qwen35_reasoning.py	66	CODE
LOW	test/toolcall/test_toolcall_generation_constraint.py	133	CODE
LOW	test/toolcall/test_toolcall_generation_constraint.py	161	CODE
LOW	third_party/hipify_torch/hipify_torch/hipify_python.py	1063	CODE
LOW	pyfastllm/fastllm/models.py	128	CODE
LOW	pyfastllm/fastllm/utils/quantizer.py	94	CODE
LOW	pyfastllm/fastllm/functions/numpy_ops.py	19	CODE
LOW	pyfastllm/fastllm/functions/fastllm_ops.py	72	CODE
LOW	pyfastllm/fastllm/hub/chatglm2.py	16	CODE

Cross-Language Confusion4 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH⚡	…ls/fastllm_pytools/openai_server/qwen_tool_guidance.py	14	"Preserve each argument's JSON type: for JSON null, write the literal "	CODE
HIGH	test/api/test_launcher_claude.py	22	return fs.existsSync(path.join(home,id)) ? {sessionId:id} : undefined;	CODE
HIGH	test/api/test_launcher_claude.py	25	const id = o.resume \|\| o.sessionId;	CODE
HIGH	test/api/test_launcher_claude.py	54	const value = block.text \|\| block.thinking;	CODE

Modern Structural Boilerplate19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	tools/fastllm_pytools/__init__.py	1	__all__ = ["llm"]	CODE
LOW	…tools/openai_server/tool_parsers/hermes_tool_parser.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…ols/openai_server/tool_parsers/glm4_moe_tool_parser.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…ytools/openai_server/tool_parsers/hy_v3_tool_parser.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…ools/openai_server/tool_parsers/kimi_k2_tool_parser.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…s/openai_server/tool_parsers/qwen3coder_tool_parser.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…fastllm_pytools/openai_server/tool_parsers/__init__.py	32	__all__ = [	CODE
LOW	…s/openai_server/tool_parsers/minimax_m2_tool_parser.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…/openai_server/tool_parsers/poolside_v1_tool_parser.py	43	logger = logging.getLogger(__name__)	CODE
LOW	…ools/openai_server/tool_parsers/minimax_tool_parser.py	228	def _update_thinking_state(self, text: str) -> None:	CODE
LOW	…ools/openai_server/tool_parsers/minimax_tool_parser.py	346	def _set_current_tool_index(self, index: int) -> None:	CODE
LOW	…ools/openai_server/tool_parsers/kimi_k3_tool_parser.py	40	logger = logging.getLogger(__name__)	CODE
LOW	…/openai_server/tool_parsers/deepseekv41_tool_parser.py	41	logger = logging.getLogger(__name__)	CODE
LOW	…ols/openai_server/tool_parsers/abstract_tool_parser.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…/openai_server/tool_parsers/deepseekv31_tool_parser.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…pytools/openai_server/tool_parsers/dots_tool_parser.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…s/openai_server/tool_parsers/deepseekv3_tool_parser.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…s/openai_server/tool_parsers/deepseekv4_tool_parser.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…tllm_agent_runtime/src/ftllm_agent_runtime/__init__.py	11	__all__ = [	CODE

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	tools/minimax_h3/demo.html	40	function curl(){const lines=[`curl ${location.origin}/v1/videos`];if($('key').value)lines.push("-H 'Authorization: Beare	CODE
HIGH	desktop/build_parameter_docs.py	77	"api_key": ("为模型 API 设置访问密钥，客户端使用相同密钥。留空不设置密钥；它与 Launcher URL 中的控制 token 是两种凭据。", "your-api-key"),	CODE
HIGH	desktop/build_parameter_docs.py	118	"api_key": ("WebUI 后端访问模型 API 使用的密钥，应与 server 的 --api_key 相同。", "your-api-key"),	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	…ols/openai_server/tool_parsers/phi4mini_tool_parser.py	extract the tool calls from a complete model response.	STRING
HIGH	…nai_server/tool_parsers/llama4_pythonic_tool_parser.py	extract the tool calls from a complete model response.	STRING
HIGH	…ols/openai_server/tool_parsers/pythonic_tool_parser.py	extract the tool calls from a complete model response.	STRING

Verbosity Indicators8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	include/utils/utils.h	142	// Step 1: Check OSXSAVE bit (CPUID EAX=1, ECX bit 27)	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	576	// Step 1: reduce fragment input (Src) into tRS_rSrc	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	587	// Step 2: copy the partial results in tRS_rSrc to sRows in shared memory	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	599	// Step 3: copy the partial results in sRows to tSR_sRow for reduction	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	613	// Step 4: atomically reduce the results to global memory	COMMENT
LOW	…/cutlass/transform/collective/sm90_wgmma_transpose.hpp	341	/// Step 0: Step 1:	COMMENT
LOW⚡	…/cutlass/transform/collective/sm90_wgmma_transpose.hpp	559	/// Step 0: Step 1: Step 2: Step 3:	COMMENT
LOW⚡	…/cutlass/transform/collective/sm90_wgmma_transpose.hpp	569	/// Step 4: Step 5: Step 6: Step 7:	COMMENT

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	include/utils/utils.h	142	// Step 1: Check OSXSAVE bit (CPUID EAX=1, ECX bit 27)	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	576	// Step 1: reduce fragment input (Src) into tRS_rSrc	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	587	// Step 2: copy the partial results in tRS_rSrc to sRows in shared memory	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	599	// Step 3: copy the partial results in sRows to tSR_sRow for reduction	COMMENT
LOW	…/cutlass/epilogue/threadblock/fusion/visitor_store.hpp	613	// Step 4: atomically reduce the results to global memory	COMMENT
LOW	…/cutlass/transform/collective/sm90_wgmma_transpose.hpp	341	/// Step 0: Step 1:	COMMENT
LOW⚡	…/cutlass/transform/collective/sm90_wgmma_transpose.hpp	559	/// Step 0: Step 1: Step 2: Step 3:	COMMENT
LOW⚡	…/cutlass/transform/collective/sm90_wgmma_transpose.hpp	569	/// Step 4: Step 5: Step 6: Step 7:	COMMENT

Redundant / Tautological Comments7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tools/fastllm_pytools/server.py	207	# Check if development mode is enabled	COMMENT
LOW	tools/fastllm_pytools/server.py	233	# Check if development mode is enabled	COMMENT
LOW	tools/fastllm_pytools/encoding_dsv41.py	698	# Check if previous message has a task - if so, this is a task output (no thinking)	COMMENT
LOW	…pytools/openai_server/tool_parsers/xlam_tool_parser.py	337	# Check if this tool has empty arguments	COMMENT
LOW	…ytools/openai_server/tool_parsers/step3_tool_parser.py	159	# Check if we are between tool calls.	COMMENT
LOW	third_party/hipify_torch/hipify_torch/hipify_python.py	500	# Check if one of the following headers is already included.	COMMENT
LOW	pyfastllm/setup.py	109	# Set CMAKE_BUILD_PARALLEL_LEVEL to control the parallel build level	COMMENT

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tools/lingbot_world/demo.html	11	<section class="panel"><div class="viewport"><canvas id="canvas"></canvas><div class="placeholder" id="placeholder"><str	CODE
LOW	tools/lingbot_world/demo.html	24	function draw(image){canvas.width=image.width;canvas.height=image.height;canvas.style.display='block';$('placeholder').s	CODE
LOW	tools/fastllm_pytools/plugin_assets/native-agent.js	55	$("placeholder").classList.toggle("hidden", running);	CODE
LOW	tools/fastllm_pytools/launcher_assets/app.js	310	for (const name of ["aria-label", "placeholder", "title"]) {	CODE
LOW	tools/fastllm_pytools/ui_plugins/claude/page.html	8	<div id="claude-placeholder" data-session-part="placeholder" class="webui-placeholder">	CODE
LOW	tools/fastllm_pytools/ui_plugins/codex/page.html	8	<div id="codex-placeholder" data-session-part="placeholder" class="webui-placeholder">	CODE
LOW	example/webui/web/js/highlight.min.js	313	}),ae=["a","abbr","address","article","aside","audio","b","blockquote","body","button","canvas","caption","cite","code",	CODE
LOW	example/Win32Demo/bin/web/js/highlight.min.js	313	}),ae=["a","abbr","address","article","aside","audio","b","blockquote","body","button","canvas","caption","cite","code",	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	portable/activate.sh	1	# This file is sourced by the public launchers. FTLLM_BUNDLE_ROOT must already	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	third_party/hipify_torch/hipify_torch/hipify_python.py	674	# make sure to check the end-of-word marker present	COMMENT

ztxz16/fastllm

Open-Source Code Quality, Security and Technical Debt Review