2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

18.2K

Stars

Lua

Language

62.1K

Lines of Code

237

Files

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 4.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 37 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.0/100 · LOW

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

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 20 finding(s).

PR Review Velocity Impact 10.8/100 · LOW

Which changes need focused human review? 60 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 12MEDIUM 11LOW 37

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 60 distinct pattern matches across 12 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.

Magic Placeholder Names9 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH⚡	README.md	938	> export ANTHROPIC_API_KEY=your-api-key	CODE
HIGH⚡	README.md	944	> export OPENAI_API_KEY=your-api-key	CODE
HIGH⚡	README.md	950	> export AZURE_OPENAI_API_KEY=your-api-key	CODE
HIGH	README.md	1125	export MORPH_API_KEY="your-api-key"	CODE
HIGH⚡	README_zh.md	631	> export ANTHROPIC_API_KEY=your-api-key	CODE
HIGH⚡	README_zh.md	637	> export OPENAI_API_KEY=your-api-key	CODE
HIGH⚡	README_zh.md	643	> export AZURE_OPENAI_API_KEY=your-api-key	CODE
HIGH	lua/avante/config.lua	126	--- export MORPH_API_KEY="your-api-key"	CODE
HIGH	doc/avante.txt	291	export MORPH_API_KEY="your-api-key"	CODE

Modern AI Meta-Vocabulary8 hits · 23 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	1177	## RAG Service	COMMENT
MEDIUM	README.md	1205	### RAG configuration	COMMENT
MEDIUM	README.md	1232	### RAG usage	COMMENT
MEDIUM	README.md	1510	### How to disable agentic mode?	COMMENT
MEDIUM	README_zh.md	804	## RAG 服务	COMMENT
MEDIUM	py/rag-service/README.md	1	# RAG Service Configuration	COMMENT
MEDIUM	py/rag-service/src/service.py	1495	# Initialize embedding model and LLM based on provider using the factory	COMMENT
MEDIUM	lua/avante/providers/claude.lua	637	if prompt_opts.tools and #prompt_opts.tools > 0 and Config.mode == "agentic" then	CODE

Docstring Block Structure2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	py/rag-service/src/providers/factory.py	20	Initialize embedding model based on specified provider and configuration. Dynamically loads the provider modul	STRING
HIGH	py/rag-service/src/providers/factory.py	104	Create LLM model with the specified configuration. Dynamically loads the provider module based on the llm_prov	STRING

Hyper-Verbose Identifiers10 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	py/rag-service/tests/test_indexing_status.py	15	async def test_indexing_status_response(self) -> None:	CODE
LOW	py/rag-service/tests/test_cli.py	14	def test_help_without_dependencies(self) -> None:	CODE
LOW	py/rag-service/tests/test_cli.py	28	def test_invalid_argument_without_dependencies(self) -> None:	CODE
LOW	py/rag-service/src/service.py	352	def is_remote_resource_exists(url: str) -> bool:	CODE
LOW	py/rag-service/src/service.py	790	def append_embedding_sized_documents(doc: Document, base_metadata: dict[str, object] \| None = None) -> None:	CODE
LOW	py/rag-service/src/service.py	869	async def index_remote_resource_async(resource: Resource) -> None:	CODE
LOW	py/rag-service/src/service.py	934	async def index_local_resource_async(resource: Resource) -> None:	CODE
LOW	py/rag-service/src/service.py	1319	async def get_indexing_status_for_resource(request: IndexingStatusRequest):	STRING
LOW	py/rag-service/src/services/resource.py	29	def update_resource_indexing_status(self, uri: str, indexing_status: str, indexing_status_message: str) -> None:	CODE
LOW	py/rag-service/src/services/indexing_history.py	26	def delete_indexing_status_by_document_id(self, document_id: str) -> None:	CODE

Redundant / Tautological Comments8 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	py/rag-service/src/service.py	477	# Check if the file was recently processed	COMMENT
LOW	py/rag-service/src/service.py	491	# Check if the text mainly contains printable characters	COMMENT
LOW	py/rag-service/src/service.py	515	# Check if document with same hash has already been successfully processed	COMMENT
LOW	py/rag-service/src/service.py	1429	# Check if provider or model has changed	COMMENT
LOW⚡	py/rag-service/src/service.py	1146	# Check if the file path starts with the specified directory	STRING
LOW⚡	py/rag-service/src/service.py	1149	# Check if directory is a parent of file_path	STRING
LOW	py/rag-service/src/service.py	1003	# Check if resource already exists	STRING
LOW	py/rag-service/src/services/indexing_history.py	64	# Check if record exists	COMMENT

Deep Nesting6 hits · 6 pts

Severity	File	Line	Context
LOW	py/rag-service/src/service.py	186	CODE
LOW	py/rag-service/src/service.py	506	CODE
LOW	py/rag-service/src/service.py	617	CODE
LOW	py/rag-service/src/service.py	1124	CODE
LOW	py/rag-service/src/service.py	1140	CODE
LOW	py/rag-service/src/services/indexing_history.py	106	CODE

Excessive Try-Catch Wrapping5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	py/rag-service/src/providers/factory.py	61	except Exception as err:	CODE
LOW	py/rag-service/src/providers/factory.py	88	except Exception as err:	CODE
LOW	py/rag-service/src/providers/factory.py	149	except Exception as e:	CODE
LOW	py/rag-service/src/providers/factory.py	171	except Exception as e:	CODE
MEDIUM	lua/avante/repo_map.lua	162	print("Error watching directory " .. project_root .. ":", err)	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	py/rag-service/src/service.py	720	except FileNotFoundError:	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	py/rag-service/src/service.py	743	def update_index_for_file(directory: Path, abs_file_path: Path) -> None:	CODE
LOW	py/rag-service/src/libs/logger.py	5	logger = logging.getLogger(__name__)	CODE
LOW	py/rag-service/src/services/resource.py	29	def update_resource_indexing_status(self, uri: str, indexing_status: str, indexing_status_message: str) -> None:	CODE
LOW	py/rag-service/src/services/resource.py	52	def update_resource_status(self, uri: str, status: str, error: str \| None = None) -> None:	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	py/rag-service/src/service.py	3	CODE
LOW	py/rag-service/src/main.py	3	CODE
LOW	py/rag-service/src/providers/factory.py	8	CODE
LOW	py/rag-service/src/libs/utils.py	1	CODE

Self-Referential Comments2 hits · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	py/rag-service/src/service.py	1139	# Create a filter function to only include documents from the specified directory	STRING
MEDIUM	py/rag-service/src/service.py	1173	# Create a custom post processor	STRING

AI Slop Vocabulary1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	lua/avante/suggestion.lua	186	L4: # just pass	CODE

avante-corp/avante.nvim

Open-Source Code Quality, Security and Technical Debt Review