3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-22

Last Push

5.7K

Stars

Language

620.1K

Lines of Code

2.3K

Files

1.9K

Pattern Hits

2026-10-31

Scan Date

0.00

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 13.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1820 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 56 finding(s).

PR Review Velocity Impact 14.9/100 · LOW

Which changes need focused human review? 1864 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 10HIGH 0MEDIUM 23LOW 1831

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 1864 distinct pattern matches across 11 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.

Over-Commented Block1773 hits · 1764 pts

Severity	File	Line	Snippet	Context
LOW	cubefs.go	1	// Copyright 2024 The CubeFS Authors.	COMMENT
LOW	objectnode/acl_handler.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/webhook.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/post_policy_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/fs_store.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/cors.go	1	// Copyright 2020 The CubeFS Authors.	COMMENT
LOW	objectnode/audit.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/api_handler.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_signature_chunk.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/policy_stringset.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/acl_api.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/policy_test.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/policy_stringlikeop_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/server.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/server.go	61	// The ObjectNode needs to communicate with the Master during the startup and running process to update the	COMMENT
LOW	objectnode/server.go	81	configStrict = "strict"	COMMENT
LOW	objectnode/server.go	101	// Example:	COMMENT
LOW	objectnode/server.go	121	// "enable": true,	COMMENT
LOW	objectnode/auth_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/object_lock.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/api_handler_object.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/fs_store_user.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/auth.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/api_handler_bucket.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/sts.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_query_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_signature_chunk_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/policy_handler_test.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/chunk.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_header_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/s3api_name.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/audit_webhook_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/etag.go	1	// Copyright 2020 The CubeFS Authors.	COMMENT
LOW	objectnode/cors_handler.go	1	// Copyright 2020 The CubeFS Authors.	COMMENT
LOW	objectnode/ratelimit.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_signature_v4.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/acl_test.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/policy.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/api_handler_multipart.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/sts_handler.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/etag_test.go	1	// Copyright 2020 The CubeFS Authors.	COMMENT
LOW	objectnode/fs_store_object.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/audit_kafka.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/policy_statement.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_signature_v2_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_header.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/result_error.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/acl_api_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/util.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/wildcard_test.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/fs_volume_meta.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/post_policy.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/multipart_form_test.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/auth_signature_v2.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/kafka.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/policy_valueset.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/lifecycle.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
LOW	objectnode/api_middleware.go	1	// Copyright 2019 The CubeFS Authors.	COMMENT
LOW	objectnode/api_middleware.go	201	r.Body = NewClosableChunkedReader(r.Body)	COMMENT
LOW	objectnode/http_transport.go	1	// Copyright 2023 The CubeFS Authors.	COMMENT
1713 more matches not shown…

Hallucination Indicators10 hits · 140 pts

Severity	File	Line	Snippet	Context
CRITICAL	blobstore/shardnode/storage/disk.go	349	nodeHost, err := d.cfg.RaftConfig.TransportConfig.Resolver.Resolve(ctx, uint64(node.DiskID))	CODE
CRITICAL	blobstore/shardnode/storage/disk.go	400	nodeHost, err := d.cfg.RaftConfig.TransportConfig.Resolver.Resolve(ctx, uint64(d.diskInfo.DiskID))	CODE
CRITICAL⚡	docs/source/ecology/hadoop.md	185	at org.apache.hadoop.conf.Configuration.getClass(Configuration.java:2349)	CODE
CRITICAL⚡	docs/source/ecology/hadoop.md	186	at org.apache.hadoop.fs.FileSystem.getFileSystemClass(FileSystem.java:2790)	CODE
CRITICAL⚡	docs/source/ecology/hadoop.md	187	at org.apache.hadoop.fs.FileSystem.createFileSystem(FileSystem.java:2810)	CODE
CRITICAL⚡	docs/source/ecology/hadoop.md	191	at org.apache.hadoop.fs.FileSystem.get(FileSystem.java:387)	CODE
CRITICAL⚡	docs-zh/source/ecology/hadoop.md	185	at org.apache.hadoop.conf.Configuration.getClass(Configuration.java:2349)	CODE
CRITICAL⚡	docs-zh/source/ecology/hadoop.md	186	at org.apache.hadoop.fs.FileSystem.getFileSystemClass(FileSystem.java:2790)	CODE
CRITICAL⚡	docs-zh/source/ecology/hadoop.md	187	at org.apache.hadoop.fs.FileSystem.createFileSystem(FileSystem.java:2810)	CODE
CRITICAL⚡	docs-zh/source/ecology/hadoop.md	191	at org.apache.hadoop.fs.FileSystem.get(FileSystem.java:387)	CODE

Decorative Section Separators20 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/userTest.sh	183	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	185	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	273	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	275	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	360	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	362	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	391	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	393	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	428	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	430	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	464	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	466	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	550	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	552	#--------------------------------------	COMMENT
MEDIUM	test/userTest.sh	801	#----------------------------------------------------	COMMENT
MEDIUM	test/userTest.sh	803	#----------------------------------------------------	COMMENT
MEDIUM	test/userTest.sh	890	#---------------------------------------------------	COMMENT
MEDIUM	test/userTest.sh	892	#---------------------------------------------------	COMMENT
MEDIUM	test/userTest.sh	1064	#-----------------------------------	COMMENT
MEDIUM	test/userTest.sh	1066	#-----------------------------------	COMMENT

Hyper-Verbose Identifiers25 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	docker/s3tests/test_object_head.py	49	def test_head_object_if_match(self):	CODE
LOW	docker/s3tests/test_object_head.py	75	def test_head_object_if_modified_since(self):	CODE
LOW	docker/s3tests/test_object_head.py	106	def test_head_object_if_none_match(self):	CODE
LOW	docker/s3tests/test_object_head.py	135	def test_head_object_if_unmodified_since(self):	CODE
LOW	docker/s3tests/test_signature.py	202	def test_signature_volume_credential(self):	CODE
LOW	docker/s3tests/test_object_put.py	79	def __do_test_put_objects_override(self, file_size, file_num):	CODE
LOW	docker/s3tests/test_object_put.py	100	def __do_test_put_objects_independent(self, file_size, file_num):	CODE
LOW	docker/s3tests/test_object_put.py	306	def test_put_object_with_metadata(self):	CODE
LOW	docker/s3tests/test_transfer.py	143	def __simulation_java_parallel_download(self, object_name,part_size_const, file_size):	CODE
LOW	docker/s3tests/test_transfer.py	185	def test_simulation_part_number(self):	CODE
LOW	docker/s3tests/test_copy_object.py	196	def test_copy_modify_metadata(self):	CODE
LOW⚡	docker/s3tests/base.py	147	def assert_head_bucket_result(self, result):	CODE
LOW⚡	docker/s3tests/base.py	154	def assert_get_bucket_location_result(self, result, location=None):	CODE
LOW⚡	docker/s3tests/base.py	164	def assert_get_bucket_cors_result(self, result, cors_config=None):	CODE
LOW⚡	docker/s3tests/base.py	171	def assert_cors_request_result(self, result, response_code=200, response_origin=None, response_method=None):	CODE
LOW⚡	docker/s3tests/base.py	179	def assert_head_object_result(self, result, etag=None, content_type=None, content_length=None, metadata=None):	CODE
LOW	docker/s3tests/base.py	212	def assert_get_object_range_result(self, result, status_code=206, content_length=None, content_range=None):	CODE
LOW⚡	docker/s3tests/base.py	239	def assert_delete_object_result(self, result):	CODE
LOW⚡	docker/s3tests/base.py	242	def assert_delete_objects_result(self, result):	CODE
LOW⚡	docker/s3tests/base.py	245	def assert_put_tagging_result(self, result):	CODE
LOW⚡	docker/s3tests/base.py	248	def assert_get_tagging_result(self, result, expect_tag_set=None):	CODE
LOW⚡	docker/s3tests/base.py	260	def assert_delete_tagging_result(self, result):	CODE
LOW⚡	docker/s3tests/base.py	263	def assert_get_bucket_acl_result(self, result, acl):	CODE
LOW⚡	docker/s3tests/base.py	268	def assert_get_bucket_policy_result(self, result, policy=None):	CODE
LOW	docker/s3tests/base.py	281	def assert_result_status_code(self, result, status_code=200):	CODE

Verbosity Indicators8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	blobstore/blobnode/core/disk/disk_test.go	887	// Step 1: Create disk with NodeID = 0 (simulating old version format)	COMMENT
LOW⚡	blobstore/blobnode/core/disk/disk_test.go	920	// Step 2: Reload disk with new NodeID (simulating upgrade to v1.5.2)	COMMENT
LOW⚡	blobstore/blobnode/core/disk/disk_test.go	930	// Step 3: Verify NodeID is updated	COMMENT
LOW	blobstore/cli/clustermgr/node.go	125	// Step 1: Get all disks and build node info	COMMENT
LOW	blobstore/cli/clustermgr/node.go	305	// Step 2: Get volume info using ListVolume	COMMENT
LOW	blobstore/cli/clustermgr/node.go	330	// Step 3: Parse volume units to find affected volumes and build chunk distribution	COMMENT
LOW	blobstore/cli/clustermgr/node.go	371	// Step 4: Greedy algorithm to find maximum safe migration set	COMMENT
LOW	blobstore/cli/clustermgr/node.go	466	// Step 5: Output results	COMMENT

Structural Annotation Overuse8 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	blobstore/blobnode/core/disk/disk_test.go	887	// Step 1: Create disk with NodeID = 0 (simulating old version format)	COMMENT
LOW⚡	blobstore/blobnode/core/disk/disk_test.go	920	// Step 2: Reload disk with new NodeID (simulating upgrade to v1.5.2)	COMMENT
LOW⚡	blobstore/blobnode/core/disk/disk_test.go	930	// Step 3: Verify NodeID is updated	COMMENT
LOW	blobstore/cli/clustermgr/node.go	125	// Step 1: Get all disks and build node info	COMMENT
LOW	blobstore/cli/clustermgr/node.go	305	// Step 2: Get volume info using ListVolume	COMMENT
LOW	blobstore/cli/clustermgr/node.go	330	// Step 3: Parse volume units to find affected volumes and build chunk distribution	COMMENT
LOW	blobstore/cli/clustermgr/node.go	371	// Step 4: Greedy algorithm to find maximum safe migration set	COMMENT
LOW	blobstore/cli/clustermgr/node.go	466	// Step 5: Output results	COMMENT

Excessive Try-Catch Wrapping11 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	docker/s3tests/test_cors.py	66	except Exception as e:	CODE
LOW	docker/s3tests/test_bucket_policy.py	43	except Exception as e:	CODE
LOW	docker/s3tests/test_bucket_policy.py	57	except Exception as e:	CODE
LOW	docker/s3tests/test_object_get_range.py	76	except Exception as e:	CODE
LOW	docker/s3tests/test_object_head.py	67	except Exception as e:	CODE
LOW	docker/s3tests/test_object_head.py	98	except Exception as e:	CODE
LOW	docker/s3tests/test_object_head.py	127	except Exception as e:	CODE
LOW	docker/s3tests/test_object_head.py	155	except Exception as e:	CODE
LOW	docker/s3tests/test_object_put.py	257	except Exception as e:	CODE
LOW	docker/s3tests/test_object_put.py	290	except Exception as e:	CODE
MEDIUM	blobstore/cli/common/json.go	59	return fmt.Sprint("Error: ", err)	CODE

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/check_pull_request.yml	41	# Commits spec, you can use these options to customize the parsing of the type, scope and	COMMENT
MEDIUM	.github/workflows/codeql.yml	57	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT
LOW	depends/jacobsa/fuse/fusetesting/readdir.go	44	// Don't forget to close it later.	COMMENT

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	docker/s3tests/test_cors.py	19	CODE
LOW	docker/s3tests/test_object_get_range.py	18	CODE
LOW	docker/s3tests/test_object_list_page.py	17	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	docker/s3tests/test_object_list_page.py	91		CODE
LOW	docker/s3tests/test_object_list_page.py	192		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	depends/spf13/cobra/fish_completions.go	72	# Check if the command-line is already provided. This is useful for testing.	COMMENT

cubefs/cubefs

Open-Source Code Quality, Security and Technical Debt Review