AsyncFuncAI/deepwiki-open

15.4

Adjusted Score

15.4

Raw Score

100%

Time Factor

2026-06-03

Last Push

17.3K

Stars

Python

Language

35.3K

Lines of Code

102

Files

393

Pattern Hits

2026-07-14

Scan Date

0.07

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 7MEDIUM 48LOW 338

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 393 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Excessive Try-Catch Wrapping132 hits · 128 pts

Severity	File	Line	Snippet	Context
LOW⚡	test/test_extract_repo_name.py	90	except Exception as e:	CODE
LOW	tests/run_tests.py	37	except Exception as e:	CODE
LOW⚡	tests/unit/test_all_embedders.py	281	except Exception as e:	CODE
LOW⚡	tests/unit/test_all_embedders.py	291	except Exception as e:	CODE
LOW⚡	tests/unit/test_all_embedders.py	308	except Exception as e:	CODE
LOW⚡	tests/unit/test_all_embedders.py	320	except Exception as e:	CODE
LOW	tests/unit/test_all_embedders.py	45	except Exception as e:	CODE
LOW	tests/unit/test_all_embedders.py	173	except Exception as e:	CODE
LOW	tests/unit/test_all_embedders.py	188	except Exception as e:	CODE
LOW	tests/unit/test_all_embedders.py	389	except Exception as e:	CODE
LOW	tests/unit/test_all_embedders.py	413	except Exception as e:	CODE
LOW	tests/unit/test_google_embedder.py	70	except Exception as e:	CODE
LOW	tests/unit/test_google_embedder.py	105	except Exception as e:	CODE
LOW	tests/unit/test_google_embedder.py	152	except Exception as e:	CODE
LOW⚡	tests/integration/test_full_integration.py	38	except Exception as e:	CODE
LOW	tests/integration/test_full_integration.py	67	except Exception as e:	CODE
LOW	tests/integration/test_full_integration.py	103	except Exception as e:	CODE
LOW	tests/integration/test_full_integration.py	137	except Exception as e:	CODE
MEDIUM⚡	tests/api/test_api.py	42	print(f"Error: {response.status_code}")	CODE
MEDIUM⚡	tests/api/test_api.py	45	print(f"Error details: {error_data.get('detail', 'Unknown error')}")	CODE
MEDIUM⚡	tests/api/test_api.py	47	print(f"Error content: {response.content}")	CODE
LOW⚡	tests/api/test_api.py	57	except Exception as e:	CODE
MEDIUM⚡	tests/api/test_api.py	58	print(f"Error: {str(e)}")	CODE
LOW⚡	api/bedrock_client.py	149	except Exception as e:	CODE
LOW	api/bedrock_client.py	295	except Exception as e:	CODE
LOW	api/bedrock_client.py	364	except Exception as e:	CODE
LOW	api/dashscope_client.py	86	except Exception as e:	CODE
LOW	api/dashscope_client.py	226	except Exception as e:	CODE
LOW	api/dashscope_client.py	267	except Exception as e:	CODE
LOW	api/dashscope_client.py	300	except Exception as e:	CODE
LOW	api/dashscope_client.py	481	except Exception as e:	CODE
LOW	api/dashscope_client.py	524	except Exception as e:	CODE
LOW	api/dashscope_client.py	607	except Exception as e:	CODE
LOW	api/dashscope_client.py	770	except Exception as e:	CODE
LOW	api/dashscope_client.py	803	except Exception as e:	CODE
LOW	api/dashscope_client.py	822	except Exception as e:	CODE
LOW	api/dashscope_client.py	702	except Exception as e:	STRING
LOW	api/dashscope_client.py	724	except Exception as e:	STRING
LOW	api/config.py	124	except Exception as e:	CODE
MEDIUM	api/config.py	105	def load_json_config(filename):	CODE
LOW	api/data_pipeline.py	66	except Exception as e:	CODE
LOW	api/data_pipeline.py	155	except Exception as e:	CODE
LOW	api/data_pipeline.py	350	except Exception as e:	CODE
LOW	api/data_pipeline.py	384	except Exception as e:	CODE
LOW	api/data_pipeline.py	534	except Exception as e:	CODE
LOW	api/data_pipeline.py	588	except Exception as e:	CODE
LOW	api/data_pipeline.py	616	except Exception as e:	CODE
LOW	api/data_pipeline.py	659	except Exception as e:	CODE
LOW	api/data_pipeline.py	691	except Exception as e:	CODE
LOW	api/data_pipeline.py	835	except Exception as e:	CODE
LOW	api/data_pipeline.py	869	except Exception:	CODE
LOW	api/data_pipeline.py	901	except Exception as e:	CODE
LOW⚡	api/openrouter_client.py	341	except Exception as e:	CODE
LOW⚡	api/openrouter_client.py	452	except Exception as e_chunk:	CODE
LOW⚡	api/openrouter_client.py	455	except Exception as e_stream:	CODE
LOW	api/openrouter_client.py	222	except Exception as xml_parse_error:	CODE
LOW	api/openrouter_client.py	299	except Exception as rebuild_error:	CODE
LOW	api/openrouter_client.py	309	except Exception as xml_error:	CODE
LOW	api/openrouter_client.py	391	except Exception as e_proc:	CODE
LOW	api/openrouter_client.py	520	except Exception as e_chunk:	CODE
72 more matches not shown…

Modern AI Meta-Vocabulary20 hits · 66 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.fr.md	169	│ ├── rag.py # Génération Augmentée par Récupération (RAG)	CODE
MEDIUM	Ollama-instruction.md	160	"model": "nomic-embed-text" # Change this to another embedding model	CODE
MEDIUM	README.vi.md	152	│ ├── rag.py # Retrieval Augmented Generation (RAG)	CODE
MEDIUM	README.ru.md	168	│ ├── rag.py # RAG: генерация с дополнением	CODE
MEDIUM	api/data_pipeline.py	62	# Use OpenAI embedding model encoding	COMMENT
MEDIUM⚡	api/simple_chat.py	193	# If filePath exists, modify the query for RAG to focus on the file	COMMENT
MEDIUM⚡	api/simple_chat.py	200	# Try to perform RAG retrieval	COMMENT
MEDIUM⚡	api/simple_chat.py	202	# This will use the actual RAG implementation	COMMENT
MEDIUM⚡	api/simple_chat.py	234	# Continue without RAG if there's an error	COMMENT
MEDIUM	api/simple_chat.py	91	# Create a new RAG instance for this request	COMMENT
MEDIUM	api/simple_chat.py	324	# Add a note that we're skipping RAG due to size constraints or because it's the isolated API	COMMENT
MEDIUM	api/prompts.py	3	# System prompt for RAG	COMMENT
MEDIUM	api/prompts.py	30	# Template for RAG	STRING
MEDIUM	api/README.md	127	### 2. Smart Retrieval (RAG)	COMMENT
MEDIUM⚡	api/websocket_wiki.py	200	# If filePath exists, modify the query for RAG to focus on the file	COMMENT
MEDIUM⚡	api/websocket_wiki.py	207	# Try to perform RAG retrieval	COMMENT
MEDIUM⚡	api/websocket_wiki.py	209	# This will use the actual RAG implementation	COMMENT
MEDIUM⚡	api/websocket_wiki.py	241	# Continue without RAG if there's an error	COMMENT
MEDIUM	api/websocket_wiki.py	88	# Create a new RAG instance for this request	COMMENT
MEDIUM	api/websocket_wiki.py	436	# Add a note that we're skipping RAG due to size constraints or because it's the isolated API	COMMENT

Redundant / Tautological Comments41 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/integration/test_full_integration.py	20	# Check if Google embedder config exists	COMMENT
LOW⚡	tests/integration/test_full_integration.py	29	# Check if GoogleEmbedderClient is in CLIENT_CLASSES	COMMENT
LOW⚡	tests/api/test_api.py	40	# Check if the request was successful	COMMENT
LOW	api/bedrock_client.py	308	# Check if client is initialized	COMMENT
LOW	api/dashscope_client.py	207	# Check if it's a ChatCompletion object (non-streaming response)	COMMENT
LOW	api/config.py	197	# Check if model_client is OllamaClient	COMMENT
LOW	api/config.py	217	# Check if model_client is GoogleEmbedderClient	COMMENT
LOW	api/data_pipeline.py	86	# Check if Git is installed	COMMENT
LOW	api/data_pipeline.py	95	# Check if repository already exists	COMMENT
LOW	api/data_pipeline.py	266	# Check if file is in an included directory	COMMENT
LOW	api/data_pipeline.py	274	# Check if file matches included file patterns	COMMENT
LOW	api/data_pipeline.py	296	# Check if file is in an excluded directory	COMMENT
LOW	api/data_pipeline.py	303	# Check if file matches excluded file patterns	COMMENT
LOW	api/data_pipeline.py	316	# Check if file should be processed based on inclusion/exclusion rules	COMMENT
LOW	api/data_pipeline.py	357	# Check if file should be processed based on inclusion/exclusion rules	COMMENT
LOW	api/data_pipeline.py	483	# Check if it's a GitHub-like URL structure	COMMENT
LOW	api/data_pipeline.py	518	# Check if we got an error response	COMMENT
LOW	api/data_pipeline.py	814	# Check if the repository directory already exists and is not empty	COMMENT
LOW⚡	api/openrouter_client.py	176	# Check if the content is XML and ensure it's properly formatted	COMMENT
LOW⚡	api/openrouter_client.py	183	# Check if it's a wiki_structure XML	COMMENT
LOW	api/openrouter_client.py	117	# Check if API key is set	COMMENT
LOW⚡	api/simple_chat.py	313	# Check if filePath is provided and fetch file content if it exists	COMMENT
LOW	api/simple_chat.py	80	# Check if request contains very large input	COMMENT
LOW	api/simple_chat.py	151	# Check if this is a Deep Research request	COMMENT
LOW	api/simple_chat.py	169	# Check if this is a continuation request	COMMENT
LOW	api/simple_chat.py	254	# Check if this is the first iteration	COMMENT
LOW	api/simple_chat.py	257	# Check if this is the final iteration	COMMENT
LOW	api/simple_chat.py	354	# Check if OpenRouter API key is set	COMMENT
LOW	api/simple_chat.py	377	# Check if an API key is set for Openai	COMMENT
LOW	api/simple_chat.py	401	# Check if AWS credentials are set	COMMENT
LOW	api/rag.py	63	# Check if dialog_turns exists and is a list	COMMENT
LOW	api/rag.py	178	# Check if Ollama model exists before proceeding	COMMENT
LOW⚡	api/websocket_wiki.py	425	# Check if filePath is provided and fetch file content if it exists	COMMENT
LOW	api/websocket_wiki.py	77	# Check if request contains very large input	COMMENT
LOW	api/websocket_wiki.py	158	# Check if this is a Deep Research request	COMMENT
LOW	api/websocket_wiki.py	176	# Check if this is a continuation request	COMMENT
LOW	api/websocket_wiki.py	261	# Check if this is the first iteration	COMMENT
LOW	api/websocket_wiki.py	264	# Check if this is the final iteration	COMMENT
LOW	api/websocket_wiki.py	466	# Check if OpenRouter API key is set	COMMENT
LOW	api/websocket_wiki.py	489	# Check if an API key is set for Openai	COMMENT
LOW	api/websocket_wiki.py	513	# Check if an API key is set for Litellm	COMMENT

Hyper-Verbose Identifiers49 hits · 53 pts

Severity	File	Line	Snippet	Context
LOW	test/test_extract_repo_name.py	28	def test_extract_repo_name_github_standard_url(self):	CODE
LOW	test/test_extract_repo_name.py	47	def test_extract_repo_name_gitlab_urls(self):	CODE
LOW⚡	test/test_extract_repo_name.py	62	def test_extract_repo_name_bitbucket_urls(self):	CODE
LOW⚡	test/test_extract_repo_name.py	70	def test_extract_repo_name_local_paths(self):	CODE
LOW⚡	test/test_extract_repo_name.py	80	def test_extract_repo_name_current_implementation_bug(self):	CODE
LOW	test/test_extract_repo_name.py	105	def test_extract_repo_name_edge_cases(self):	CODE
LOW⚡	tests/unit/test_all_embedders.py	272	def test_prepare_data_pipeline(self, is_ollama=None):	CODE
LOW⚡	tests/unit/test_all_embedders.py	311	def test_rag_embedder_type_detection(self):	CODE
LOW⚡	tests/unit/test_all_embedders.py	327	def test_embedder_type_env_var(self, embedder_type=None):	CODE
LOW	tests/unit/test_all_embedders.py	103	def test_embedder_type_detection(self):	CODE
LOW	tests/unit/test_all_embedders.py	149	def test_get_embedder_with_explicit_type(self):	CODE
LOW	tests/unit/test_all_embedders.py	176	def test_get_embedder_with_legacy_params(self):	CODE
LOW	tests/unit/test_all_embedders.py	191	def test_get_embedder_auto_detection(self):	CODE
LOW	tests/unit/test_all_embedders.py	203	def test_google_embedder_client(self):	CODE
LOW	tests/unit/test_all_embedders.py	230	def test_openai_embedder_via_adalflow(self):	CODE
LOW	tests/unit/test_all_embedders.py	340	def _test_single_embedder_type(self, embedder_type):	CODE
LOW	tests/unit/test_all_embedders.py	374	def test_binary_assumptions_in_rag(self):	CODE
LOW	tests/unit/test_all_embedders.py	392	def test_binary_assumptions_in_data_pipeline(self):	CODE
LOW	tests/unit/test_google_embedder.py	23	def test_google_embedder_client():	CODE
LOW	tests/integration/test_full_integration.py	73	def test_google_embedder_with_env():	CODE
LOW	api/bedrock_client.py	183	def _format_prompt_for_provider(self, provider: str, prompt: str, messages=None) -> Dict[str, Any]:	CODE
LOW	api/bedrock_client.py	442	def convert_inputs_to_api_kwargs(	CODE
LOW	api/dashscope_client.py	68	def get_first_message_content(completion: ChatCompletion) -> str:	CODE
LOW	api/dashscope_client.py	96	def handle_streaming_response(generator: Stream[ChatCompletionChunk]):	CODE
LOW	api/dashscope_client.py	305	def convert_inputs_to_api_kwargs(	CODE
LOW	api/data_pipeline.py	434	def transform_documents_and_save_to_db(	CODE
LOW	api/data_pipeline.py	619	def get_bitbucket_file_content(repo_url: str, file_path: str, access_token: str = None) -> str:	CODE
LOW	api/data_pipeline.py	770	def _extract_repo_name_from_url(self, repo_url_or_path: str, repo_type: str) -> str:	CODE
LOW⚡	api/openrouter_client.py	346	async def unexpected_error_generator():	CODE
LOW⚡	api/openrouter_client.py	355	async def model_type_error_generator():	CODE
LOW⚡	api/openrouter_client.py	359	def _process_completion_response(self, data: Dict) -> GeneratorOutput:	CODE
LOW⚡	api/openrouter_client.py	459	async def _process_async_streaming_response(self, response):	CODE
LOW	api/openrouter_client.py	71	def convert_inputs_to_api_kwargs(	CODE
LOW	api/openrouter_client.py	328	async def connection_error_generator():	CODE
LOW	api/openrouter_client.py	395	def _process_streaming_response(self, response):	CODE
LOW	api/ollama_patch.py	21	def check_ollama_model_exists(model_name: str, ollama_host: str = None) -> bool:	CODE
LOW	api/api.py	36	def get_adalflow_default_root_path():	CODE
LOW⚡	api/azureai_client.py	75	def get_first_message_content(completion: ChatCompletion) -> str:	CODE
LOW⚡	api/azureai_client.py	81	# def _get_chat_completion_usage(completion: ChatCompletion) -> OpenAICompletionUsage:	COMMENT
LOW⚡	api/azureai_client.py	90	def handle_streaming_response(generator: Stream[ChatCompletionChunk]):	CODE
LOW	api/azureai_client.py	348	def convert_inputs_to_api_kwargs(	STRING
LOW	api/rag.py	251	def _validate_and_filter_embeddings(self, documents: List) -> List:	CODE
LOW	api/openai_client.py	58	def get_first_message_content(completion: ChatCompletion) -> str:	CODE
LOW	api/openai_client.py	65	# def _get_chat_completion_usage(completion: ChatCompletion) -> OpenAICompletionUsage:	COMMENT
LOW	api/openai_client.py	92	def handle_streaming_response(generator: Stream[ChatCompletionChunk]):	CODE
LOW	api/openai_client.py	270	def convert_inputs_to_api_kwargs(	STRING
LOW	api/openai_client.py	384	def parse_image_generation_response(self, response: List[Image]) -> GeneratorOutput:	STRING
LOW	api/google_embedder_client.py	161	def convert_inputs_to_api_kwargs(	CODE
LOW	src/app/api/wiki/projects/route.ts	22	function isDeleteProjectCachePayload(obj: unknown): obj is DeleteProjectCachePayload {	CODE

Self-Referential Comments15 hits · 52 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/api/test_api.py	14	# Define the API endpoint	COMMENT
MEDIUM	tests/api/test_api.py	17	# Define the request payload	COMMENT
MEDIUM	api/bedrock_client.py	116	# Create a session with the provided credentials	COMMENT
MEDIUM⚡	api/bedrock_client.py	133	# Create a new session with the assumed role credentials	COMMENT
MEDIUM⚡	api/bedrock_client.py	141	# Create the Bedrock client	COMMENT
MEDIUM⚡	api/openrouter_client.py	168	# Create a generator that yields the content	COMMENT
MEDIUM⚡	api/simple_chat.py	307	# Create the prompt with context	COMMENT
MEDIUM	api/simple_chat.py	91	# Create a new RAG instance for this request	COMMENT
MEDIUM	api/simple_chat.py	463	# Create a streaming response	COMMENT
MEDIUM	api/simple_chat.py	568	# Create a simplified prompt without context	COMMENT
MEDIUM	api/api.py	380	# Create a dictionary with metadata and pages	COMMENT
MEDIUM	api/rag.py	103	# Create a new dialog turn using our custom implementation	COMMENT
MEDIUM⚡	api/websocket_wiki.py	419	# Create the prompt with context	COMMENT
MEDIUM	api/websocket_wiki.py	88	# Create a new RAG instance for this request	COMMENT
MEDIUM	api/websocket_wiki.py	772	# Create a simplified prompt without context	COMMENT

Deep Nesting39 hits · 31 pts

Severity	File	Line	Context
LOW	api/bedrock_client.py	183	CODE
LOW	api/bedrock_client.py	250	CODE
LOW	api/bedrock_client.py	304	CODE
LOW	api/bedrock_client.py	442	CODE
LOW	api/dashscope_client.py	197	CODE
LOW	api/dashscope_client.py	305	CODE
LOW	api/dashscope_client.py	391	CODE
LOW	api/dashscope_client.py	498	CODE
LOW	api/dashscope_client.py	748	CODE
LOW	api/dashscope_client.py	844	CODE
LOW	api/config.py	129	CODE
LOW	api/data_pipeline.py	27	CODE
LOW	api/data_pipeline.py	72	CODE
LOW	api/data_pipeline.py	161	CODE
LOW	api/data_pipeline.py	537	CODE
LOW	api/data_pipeline.py	619	CODE
LOW	api/data_pipeline.py	243	CODE
LOW	api/data_pipeline.py	839	CODE
LOW	api/openrouter_client.py	112	CODE
LOW	api/openrouter_client.py	395	CODE
LOW	api/openrouter_client.py	459	CODE
LOW	api/openrouter_client.py	169	CODE
LOW	api/simple_chat.py	77	CODE
LOW	api/simple_chat.py	464	CODE
LOW	api/ollama_patch.py	71	CODE
LOW	api/api.py	276	CODE
LOW	api/api.py	322	CODE
LOW	api/api.py	578	CODE
LOW	api/azureai_client.py	348	CODE
LOW	api/rag.py	59	CODE
LOW	api/rag.py	251	CODE
LOW	api/rag.py	345	CODE
LOW	api/openai_client.py	270	CODE
LOW	api/openai_client.py	411	CODE
LOW	api/openai_client.py	488	CODE
LOW	api/google_embedder_client.py	78	CODE
LOW	api/google_embedder_client.py	92	CODE
LOW	api/websocket_wiki.py	65	CODE
LOW	api/tools/embedder.py	6	CODE

Unused Imports34 hits · 29 pts

Severity	File	Line	Context
LOW	test/test_extract_repo_name.py	9	CODE
LOW	test/test_extract_repo_name.py	12	CODE
LOW	test/test_extract_repo_name.py	12	CODE
LOW	tests/run_tests.py	111	CODE
LOW	tests/run_tests.py	117	CODE
LOW	tests/run_tests.py	123	CODE
LOW	tests/unit/test_google_embedder.py	6	CODE
LOW	api/bedrock_client.py	3	CODE
LOW	api/bedrock_client.py	9	CODE
LOW	api/bedrock_client.py	9	CODE
LOW	api/bedrock_client.py	9	CODE
LOW	api/bedrock_client.py	12	CODE
LOW	api/dashscope_client.py	5	CODE
LOW	api/openrouter_client.py	3	CODE
LOW	api/openrouter_client.py	3	CODE
LOW	api/openrouter_client.py	3	CODE
LOW	api/openrouter_client.py	7	CODE
LOW	api/openrouter_client.py	8	CODE
LOW	api/simple_chat.py	2	CODE
LOW	api/ollama_patch.py	1	CODE
LOW	api/api.py	3	CODE
LOW	api/api.py	3	CODE
LOW	api/api.py	6	CODE
LOW	api/api.py	10	CODE
LOW	api/rag.py	3	CODE
LOW	api/rag.py	5	CODE
LOW	api/main.py	67	CODE
LOW	api/google_embedder_client.py	6	CODE
LOW	api/google_embedder_client.py	13	CODE
LOW	api/google_embedder_client.py	13	CODE
LOW	api/websocket_wiki.py	2	CODE
LOW	api/websocket_wiki.py	3	CODE
LOW	api/websocket_wiki.py	3	CODE
LOW	api/websocket_wiki.py	9	CODE

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	api/data_pipeline.py	461	Retrieves the content of a file from a GitHub repository using the GitHub API. Supports both public GitHub (git	STRING
HIGH	api/data_pipeline.py	538	Retrieves the content of a file from a GitLab repository (cloud or self-hosted). Args: repo_url (str):	STRING
HIGH	api/data_pipeline.py	696	Retrieves the content of a file from a Git repository (GitHub or GitLab). Args: repo_type (str): Type	STRING
HIGH	api/openai_client.py	539	Encode image to base64 string. Args: image_path: Path to image file. Returns:	STRING

Structural Annotation Overuse11 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	Ollama-instruction.md	9	## Step 1: Install Ollama	COMMENT
LOW	Ollama-instruction.md	27	## Step 2: Download Required Models	COMMENT
LOW	Ollama-instruction.md	38	## Step 3: Set Up DeepWiki	COMMENT
LOW	Ollama-instruction.md	72	## Step 4: Use DeepWiki with Ollama	COMMENT
LOW	api/README.md	15	### Step 1: Install Dependencies	COMMENT
LOW	api/README.md	22	### Step 2: Set Up Environment Variables	COMMENT
LOW	api/README.md	109	### Step 3: Start the API Server	COMMENT
LOW	src/app/[owner]/[repo]/page.tsx	1331	// Step 1: Get project info to determine default branch	COMMENT
LOW	src/app/[owner]/[repo]/page.tsx	1353	// Step 2: Paginate to fetch full file tree	COMMENT
LOW⚡	src/app/[owner]/[repo]/page.tsx	1378	// Step 3: Format file paths	COMMENT
LOW⚡	src/app/[owner]/[repo]/page.tsx	1384	// Step 4: Try to fetch README.md content	COMMENT

Decorative Section Separators4 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	litellm-config.yml	2	# -----------------------	COMMENT
MEDIUM⚡	litellm-config.yml	4	# -----------------------	COMMENT
MEDIUM⚡	litellm-config.yml	11	# -----------------------	COMMENT
MEDIUM⚡	litellm-config.yml	13	# -----------------------	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	README.zh-tw.md	258	OPENAI_API_KEY=your_api_key	CODE
HIGH	api/azureai_client.py	144	export AZURE_OPENAI_API_KEY="your_api_key"	CODE
HIGH	api/azureai_client.py	161	api_key="your_api_key",	CODE

Modern Structural Boilerplate11 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_all_embedders.py	23	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/test_google_embedder.py	21	logger = logging.getLogger(__name__)	CODE
LOW	api/config.py	8	logger = logging.getLogger(__name__)	CODE
LOW	api/data_pipeline.py	22	logger = logging.getLogger(__name__)	CODE
LOW	api/simple_chat.py	33	logger = logging.getLogger(__name__)	CODE
LOW	api/ollama_patch.py	15	logger = logging.getLogger(__name__)	CODE
LOW	api/api.py	17	logger = logging.getLogger(__name__)	CODE
LOW⚡	api/azureai_client.py	69	__all__ = ["AzureAIClient"]	CODE
LOW	api/rag.py	46	logger = logging.getLogger(__name__)	CODE
LOW	api/main.py	13	logger = logging.getLogger(__name__)	CODE
LOW	api/websocket_wiki.py	34	logger = logging.getLogger(__name__)	CODE

Fake / Example Data10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	src/messages/zh.json	90	"placeholder": "询问关于此仓库的问题...",	CODE
LOW	src/messages/kr.json	90	"placeholder": "이 저장소에 대해 질문해 보세요...",	CODE
LOW	src/messages/ja.json	90	"placeholder": "このリポジトリについて質問する...",	CODE
LOW	src/messages/ru.json	99	"placeholder": "Задайте вопрос об этом репозитории...",	CODE
LOW	src/messages/en.json	99	"placeholder": "Ask a question about this repository...",	CODE
LOW	src/messages/fr.json	99	"placeholder": "Posez une question sur ce dépôt...",	CODE
LOW	src/messages/pt-br.json	99	"placeholder": "Faça uma pergunta sobre este repositório...",	CODE
LOW	src/messages/zh-tw.json	88	"placeholder": "詢問關於此儲存庫的問題...",	CODE
LOW	src/messages/vi.json	90	"placeholder": "Đặt một câu hỏi về repository này...",	CODE
LOW	src/messages/es.json	90	"placeholder": "Haz una pregunta sobre este repositorio...",	CODE

AI Slop Vocabulary5 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	8459	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
LOW	api/bedrock_client.py	160	# For now, just return the sync client	COMMENT
LOW	api/bedrock_client.py	438	# For now, just call the sync method	COMMENT
MEDIUM	src/components/Ask.tsx	386	const completionNote = "\n\n## Final Conclusion\nAfter multiple iterations of deep research, we've gathered	CODE
MEDIUM	src/components/Ask.tsx	466	const completionNote = "\n\n## Final Conclusion\nAfter multiple iterations of deep research, we've gathered sign	CODE

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	src/app/[owner]/[repo]/page.tsx	1331	// Step 1: Get project info to determine default branch	COMMENT
LOW	src/app/[owner]/[repo]/page.tsx	1353	// Step 2: Paginate to fetch full file tree	COMMENT
LOW⚡	src/app/[owner]/[repo]/page.tsx	1378	// Step 3: Format file paths	COMMENT
LOW⚡	src/app/[owner]/[repo]/page.tsx	1384	// Step 4: Try to fetch README.md content	COMMENT

Over-Commented Block6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/__init__.py	1	# Tests for DeepWiki	COMMENT
LOW	tests/unit/__init__.py	1	# Unit tests	COMMENT
LOW	tests/integration/__init__.py	1	# Integration tests	COMMENT
LOW	tests/api/__init__.py	1	# API tests	COMMENT
LOW	api/azureai_client.py	481	# model_client=OpenAIClient(),	COMMENT
LOW	api/openai_client.py	201	raise ValueError(	COMMENT

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	api/dashscope_client.py	120	CODE
LOW	api/data_pipeline.py	730	CODE
LOW	api/azureai_client.py	468	CODE
LOW	api/openai_client.py	536	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	api/openai_client.py	590	# Example usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings