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AsyncFuncAI/deepwiki-open

Open Source DeepWiki: AI-Powered Wiki Generator for GitHub/Gitlab/Bitbucket Repositories. Join the discord: https://discord.gg/gMwThUMeme

12.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for AsyncFuncAI/deepwiki-open, a Python project with 18,165 GitHub stars. SynthScan examined 38,178 lines of code across 150 source files, recording 349 pattern matches distributed across 16 syntactic categories. The legacy adjusted pattern signal is 12.4 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

12.4
Adjusted Signal
12.4
Raw Pattern Score
100%
Time Factor
2026-09-03
Last Push
18.2K
Stars
Python
Language
38.2K
Lines of Code
150
Files
349
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 26.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 169 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.8/100 · LOW

Are imports declared and package/API names verified? 70 finding(s).

Agent Over-Engineering Ratio 29.6/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 200 finding(s).

PR Review Velocity Impact 44.8/100 · MEDIUM

Which changes need focused human review? 349 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 5MEDIUM 40LOW 304

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 349 distinct pattern matches across 16 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.

Excessive Try-Catch Wrapping88 hits · 100 pts
SeverityFileLineSnippetContext
LOWtests/run_tests.py42 except Exception as e:CODE
LOW⚡tests/unit/test_all_embedders.py328 except Exception as e:CODE
LOW⚡tests/unit/test_all_embedders.py338 except Exception as e:CODE
LOWtests/unit/test_all_embedders.py49 except Exception as e:CODE
LOWtests/unit/test_all_embedders.py205 except Exception as e:CODE
LOWtests/unit/test_all_embedders.py226 except Exception as e:CODE
LOWtests/unit/test_all_embedders.py359 except Exception as e:CODE
LOWtests/unit/test_all_embedders.py375 except Exception as e:CODE
LOWtests/unit/test_all_embedders.py448 except Exception as e:CODE
LOWtests/unit/test_all_embedders.py472 except Exception as e:CODE
LOWtests/unit/test_google_embedder.py86 except Exception as e:CODE
LOWtests/unit/test_google_embedder.py123 except Exception as e:CODE
LOWtests/unit/test_google_embedder.py178 except Exception as e:CODE
LOWtests/integration/test_full_integration.py36 except Exception as e:CODE
LOWtests/integration/test_full_integration.py66 except Exception as e:CODE
LOWtests/integration/test_full_integration.py111 except Exception as e:CODE
LOWtests/integration/test_full_integration.py147 except Exception as e:CODE
MEDIUM⚡tests/api/test_api.py35 print(f"Error: {response.status_code}")CODE
MEDIUM⚡tests/api/test_api.py38 print(f"Error details: {error_data.get('detail', 'Unknown error')}")CODE
MEDIUM⚡tests/api/test_api.py40 print(f"Error content: {response.content}")CODE
LOW⚡tests/api/test_api.py50 except Exception as e:CODE
MEDIUM⚡tests/api/test_api.py51 print(f"Error: {str(e)}")CODE
LOWapi/config.py151 except Exception as e:CODE
MEDIUMapi/config.py132def load_json_config(filename):CODE
LOWapi/repository.py136 except Exception:CODE
LOWapi/routers/system.py71 except Exception as e:CODE
LOWapi/routers/codemap.py26 except Exception as e: # noqa: BLE001CODE
LOWapi/routers/codemap.py47 except Exception as e: # noqa: BLE001CODE
LOWapi/routers/codemap.py66 except Exception as e: # noqa: BLE001CODE
LOW⚡api/routers/chat.py52 except Exception:CODE
LOW⚡api/routers/chat.py54 except Exception as e:CODE
LOW⚡api/routers/chat.py62 except Exception:CODE
LOWapi/routers/chat.py96 except Exception as e:CODE
LOWapi/routers/chat.py113 except Exception as e_handler:CODE
LOWapi/routers/repo.py47 except Exception:CODE
LOWapi/routers/wiki.py125 except Exception as e:CODE
LOWapi/routers/wiki.py131 except Exception as e:CODE
LOWapi/routers/wiki.py191 except Exception as e:CODE
LOWapi/routers/wiki.py211 except Exception:CODE
LOWapi/clients/google_embedder.py118 except Exception:CODE
LOWapi/clients/google_embedder.py164 except Exception as e:CODE
LOWapi/clients/google_embedder.py244 except Exception:CODE
LOWapi/clients/google_embedder.py264 except Exception as e:CODE
LOW⚡api/clients/openrouter.py456 except Exception as e:CODE
LOW⚡api/clients/openrouter.py580 except Exception as e_chunk:CODE
LOW⚡api/clients/openrouter.py583 except Exception as e_stream:CODE
LOWapi/clients/openrouter.py418 except Exception as xml_error:CODE
LOWapi/clients/openrouter.py508 except Exception as e_proc:CODE
LOWapi/clients/openrouter.py659 except Exception as e_chunk:CODE
LOWapi/clients/openrouter.py662 except Exception as e_stream:CODE
LOWapi/clients/dashscope.py87 except Exception as e:CODE
LOWapi/clients/dashscope.py232 except Exception:CODE
LOWapi/clients/dashscope.py271 except Exception as e:CODE
LOWapi/clients/dashscope.py306 except Exception as e:CODE
LOWapi/clients/dashscope.py510 except Exception as e:CODE
LOWapi/clients/dashscope.py553 except Exception as e:CODE
LOWapi/clients/dashscope.py661 except Exception as e:CODE
LOWapi/clients/dashscope.py836 except Exception as e:CODE
LOWapi/clients/dashscope.py879 except Exception as e:CODE
LOWapi/clients/dashscope.py896 except Exception as e:CODE
28 more matches not shown…
Hyper-Verbose Identifiers87 hits · 96 pts
SeverityFileLineSnippetContext
LOWtests/test_repository.py25def test_repo_download_no_git(tmpdir, monkeypatch):CODE
LOWtests/test_repository.py38def test_repo_download_path_exists(tmpdir, mocker):CODE
LOWtests/test_repository.py56def test_repo_git_clone_message_masking(tmpdir, mocker):CODE
LOWtests/test_extract_repo_name.py28 def test_extract_repo_name_github_standard_url(self, repo_url, name):CODE
LOWtests/test_extract_repo_name.py41 def test_extract_repo_name_gitlab_urls(self, repo_url, name):CODE
LOWtests/test_extract_repo_name.py48 def test_extract_repo_name_bitbucket_urls(self):CODE
LOWtests/test_extract_repo_name.py62 def test_extract_repo_name_local_paths(self, repo_url, name):CODE
LOWtests/test_config.py23def test_iterate_files_default_exclusive_mode(exclude_test_config, tmp_path):CODE
LOWtests/test_config.py40def test_iterate_files_included_dirs(exclude_test_config, tmp_path, included_dirs):CODE
LOWtests/test_config.py46def test_iterate_files_included_files(exclude_test_config, tmp_path):CODE
LOWtests/test_config.py59def test_iterate_files_excluded_dirs(exclude_test_config, tmp_path, excluded_dirs):CODE
LOWtests/unit/test_chat.py31def test_every_provider_is_registered(provider, expected):CODE
LOWtests/unit/test_chat.py49def test_create_returns_correct_subclass(monkeypatch, provider, expected):CODE
LOWtests/unit/test_chat.py55def test_create_unknown_provider_raises():CODE
LOW⚡tests/unit/test_all_embedders.py319 def test_prepare_data_pipeline(self, is_ollama=None):CODE
LOWtests/unit/test_all_embedders.py119 def test_embedder_type_detection(self):CODE
LOWtests/unit/test_all_embedders.py181 def test_get_embedder_with_explicit_type(self):CODE
LOWtests/unit/test_all_embedders.py210 def test_get_embedder_with_legacy_params(self):CODE
LOWtests/unit/test_all_embedders.py231 def test_get_embedder_auto_detection(self):CODE
LOWtests/unit/test_all_embedders.py243 def test_google_embedder_client(self):CODE
LOWtests/unit/test_all_embedders.py275 def test_openai_embedder_via_adalflow(self):CODE
LOWtests/unit/test_all_embedders.py364 def test_rag_embedder_type_detection(self):CODE
LOWtests/unit/test_all_embedders.py382 def test_embedder_type_env_var(self, embedder_type=None):CODE
LOWtests/unit/test_all_embedders.py393 def _test_single_embedder_type(self, embedder_type):CODE
LOWtests/unit/test_all_embedders.py431 def test_binary_assumptions_in_rag(self):CODE
LOWtests/unit/test_all_embedders.py451 def test_binary_assumptions_in_data_pipeline(self):CODE
LOWtests/unit/test_google_embedder.py25def test_google_embedder_client():CODE
LOWtests/integration/test_full_integration.py74def test_google_embedder_with_env():CODE
LOWtests/backend/routers/test_wiki_tasks_api.py57def test_submit_then_progress_to_completed(monkeypatch):CODE
LOWtests/backend/routers/test_wiki_tasks_api.py124def test_list_summary_omits_wiki_structure(monkeypatch):CODE
LOWtests/backend/routers/test_wiki_tasks_api.py178def test_stream_completed_emits_done_event(monkeypatch):CODE
LOWtests/backend/routers/test_wiki_tasks_api.py206def test_stream_failed_emits_error_event(monkeypatch):CODE
LOWtests/backend/routers/test_wiki_tasks_api.py236async def test_stream_emits_progress_then_done(monkeypatch):CODE
LOWtests/backend/rag/test_rag.py7def test_rag_valid_filter_documents():CODE
LOWtests/backend/schemas/test_chat.py4def test_chat_completion_request_split_path():CODE
LOWtests/backend/schemas/test_wiki.py13async def test_wiki_cache_async_save(tmp_path) -> None:CODE
LOWtests/backend/schemas/test_wiki.py36async def test_wiki_cache_async_load(tmp_path) -> None:CODE
LOW⚡tests/backend/services/test_wiki_content.py18def test_generate_file_url_github():CODE
LOW⚡tests/backend/services/test_wiki_content.py22def test_generate_file_url_gitlab():CODE
LOW⚡tests/backend/services/test_wiki_content.py27def test_generate_file_url_bitbucket():CODE
LOW⚡tests/backend/services/test_wiki_content.py32def test_generate_file_url_local_returns_bare_path():CODE
LOW⚡tests/backend/services/test_wiki_content.py40def test_resolves_citation_for_file_in_filepaths(): # case 1CODE
LOW⚡tests/backend/services/test_wiki_content.py46def test_resolves_generic_citation_not_in_filepaths(): # case 2CODE
LOW⚡tests/backend/services/test_wiki_content.py55def test_strips_redundant_empty_parens_after_link(): # case 3CODE
LOW⚡tests/backend/services/test_wiki_content.py61def test_resolves_sources_prefix_bare_filename(): # variant 2CODE
LOW⚡tests/backend/services/test_wiki_content.py68def test_unknown_bare_filename_left_untouched():CODE
LOW⚡tests/backend/services/test_wiki_content.py76def test_rebuilds_details_block_when_missing():CODE
LOW⚡tests/backend/services/test_wiki_content.py82def test_local_repo_citations_not_resolved():CODE
LOW⚡tests/backend/services/test_wiki_content.py87def test_escapes_brackets_in_dynamic_route_path():CODE
LOW⚡tests/backend/services/test_wiki_content.py93def test_single_line_citation():CODE
LOW⚡tests/backend/services/test_wiki_content.py98def test_whole_file_citation_no_lines():CODE
LOWtests/backend/services/test_wiki_task.py54async def test_submit_creates_and_completes(monkeypatch):CODE
LOWtests/backend/services/test_wiki_task.py87async def test_submit_joins_active_task(monkeypatch):CODE
LOWtests/backend/services/test_wiki_task.py125async def test_page_failure_yields_placeholder_but_completes(monkeypatch):CODE
LOWtests/backend/services/test_wiki_task.py151async def test_determine_structure_failure_fails_task(monkeypatch):CODE
LOWtests/backend/services/test_wiki_task.py169async def test_generate_page_strips_fences_and_resolves_citations(monkeypatch):CODE
LOWtests/backend/services/test_wiki_task.py261async def test_public_dict_hides_token():CODE
LOWtests/backend/services/test_wiki_structure.py54def test_parse_concise_ignores_sections():STRING
LOWtests/backend/services/test_wiki_structure.py65def test_parse_escapes_bare_ampersand():CODE
LOWtests/backend/services/test_wiki_structure.py74def test_parse_regex_fallback_on_malformed_xml():CODE
27 more matches not shown…
Unused Imports59 hits · 55 pts
SeverityFileLineSnippetContext
LOWtests/run_tests.py119CODE
LOWtests/run_tests.py126CODE
LOWtests/run_tests.py135CODE
LOWapi/clients/__init__.py5CODE
LOWapi/clients/__init__.py5CODE
LOWapi/clients/__init__.py5CODE
LOWapi/clients/__init__.py11CODE
LOWapi/clients/__init__.py12CODE
LOWapi/clients/__init__.py13CODE
LOWapi/clients/__init__.py14CODE
LOWapi/clients/__init__.py15CODE
LOWapi/clients/__init__.py16CODE
LOWapi/clients/__init__.py17CODE
LOWapi/chat/__init__.py1CODE
LOWapi/chat/__init__.py2CODE
LOWapi/chat/_stream.py18CODE
LOWapi/chat/_stream.py19CODE
LOWapi/chat/_stream.py20CODE
LOWapi/rag/__init__.py1CODE
LOWapi/rag/__init__.py1CODE
LOWapi/rag/__init__.py2CODE
LOWapi/schemas/__init__.py1CODE
LOWapi/schemas/__init__.py2CODE
LOWapi/schemas/__init__.py2CODE
LOWapi/schemas/__init__.py3CODE
LOWapi/schemas/__init__.py3CODE
LOWapi/schemas/__init__.py3CODE
LOWapi/schemas/__init__.py3CODE
LOWapi/schemas/__init__.py3CODE
LOWapi/schemas/__init__.py10CODE
LOWapi/schemas/__init__.py10CODE
LOWapi/schemas/__init__.py11CODE
LOWapi/schemas/__init__.py11CODE
LOWapi/schemas/__init__.py11CODE
LOWapi/schemas/__init__.py16CODE
LOWapi/schemas/__init__.py16CODE
LOWapi/schemas/__init__.py16CODE
LOWapi/schemas/__init__.py16CODE
LOWapi/schemas/__init__.py16CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/schemas/__init__.py23CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py1CODE
LOWapi/services/wiki/__init__.py12CODE
LOWapi/services/wiki/__init__.py12CODE
LOWapi/services/wiki/__init__.py12CODE
Decorative Section Separators10 hits · 42 pts
SeverityFileLineSnippetContext
MEDIUM.pre-commit-config.yaml27 # ---------------------------------------------------------------------------COMMENT
MEDIUM.pre-commit-config.yaml29 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡.pre-commit-config.yaml49 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡.pre-commit-config.yaml52 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡.pre-commit-config.yaml58 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡.pre-commit-config.yaml61 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡litellm-config.yml2 # -----------------------COMMENT
MEDIUM⚡litellm-config.yml4 # -----------------------COMMENT
MEDIUM⚡litellm-config.yml11 # -----------------------COMMENT
MEDIUM⚡litellm-config.yml13 # -----------------------COMMENT
Modern AI Meta-Vocabulary13 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMREADME.fr.md170│ ├── rag.py # Génération Augmentée par Récupération (RAG)CODE
MEDIUMOllama-instruction.md160 "model": "nomic-embed-text" # Change this to another embedding modelCODE
MEDIUMREADME.vi.md153│ ├── rag.py # Retrieval Augmented Generation (RAG)CODE
MEDIUMREADME.ru.md169│ ├── rag.py # RAG: генерация с дополнениемCODE
MEDIUMapi/prompts.py3# System prompt for RAGCOMMENT
MEDIUMapi/prompts.py30# Template for RAGSTRING
MEDIUMapi/README.md127### 2. Smart Retrieval (RAG)COMMENT
MEDIUMapi/chat/_prompts.py23 # Add a note that we're skipping RAG due to size constraints or because it's the isolated APICOMMENT
MEDIUMapi/rag/rag.py23# Maximum concurrent RAG preparing countCOMMENT
MEDIUMapi/rag/pipeline.py62 # Use OpenAI embedding model encodingCOMMENT
MEDIUMapi/services/research.py150 # Try to perform RAG retrievalCOMMENT
MEDIUMapi/services/research.py152 # This will use the actual RAG implementationCOMMENT
MEDIUMapi/services/codemap.py224 # ---- Phase 1a: analyzing code (RAG retrieval) ---------------------------------COMMENT
Deep Nesting30 hits · 28 pts
SeverityFileLineSnippetContext
LOWapi/config.py157CODE
LOWapi/config.py420CODE
LOWapi/config.py519CODE
LOWapi/repository.py191CODE
LOWapi/routers/wiki.py82CODE
LOWapi/clients/google_embedder.py83CODE
LOWapi/clients/google_embedder.py97CODE
LOWapi/clients/openrouter.py112CODE
LOWapi/clients/openrouter.py512CODE
LOWapi/clients/openrouter.py587CODE
LOWapi/clients/openrouter.py175CODE
LOWapi/clients/dashscope.py202CODE
LOWapi/clients/dashscope.py311CODE
LOWapi/clients/dashscope.py395CODE
LOWapi/clients/dashscope.py527CODE
LOWapi/clients/dashscope.py809CODE
LOWapi/clients/dashscope.py935CODE
LOWapi/clients/ollama.py16CODE
LOWapi/clients/bedrock.py179CODE
LOWapi/clients/bedrock.py247CODE
LOWapi/clients/bedrock.py306CODE
LOWapi/clients/bedrock.py453CODE
LOWapi/rag/rag.py238CODE
LOWapi/rag/pipeline.py24CODE
LOWapi/rag/pipeline.py387CODE
LOWapi/services/research.py60CODE
LOWapi/services/codemap.py78CODE
LOWapi/services/codemap.py187CODE
LOWapi/services/wiki/io.py173CODE
LOWapi/services/wiki/structure.py20CODE
Self-Referential Comments8 hits · 27 pts
SeverityFileLineSnippetContext
MEDIUMtests/api/test_api.py15 # Define the API endpointCOMMENT
MEDIUMtests/api/test_api.py18 # Define the request payloadCOMMENT
MEDIUMapi/clients/openrouter.py174 # Create a generator that yields the contentCOMMENT
MEDIUMapi/clients/bedrock.py114 # Create a session with the provided credentialsCOMMENT
MEDIUM⚡api/clients/bedrock.py130 # Create a new session with the assumed role credentialsCOMMENT
MEDIUM⚡api/clients/bedrock.py138 # Create the Bedrock clientCOMMENT
MEDIUMapi/rag/rag.py104 # Create a new dialog turn using our custom implementationCOMMENT
MEDIUMapi/services/wiki/io.py159 # Create a dictionary with metadata and pagesCOMMENT
Redundant / Tautological Comments14 hits · 22 pts
SeverityFileLineSnippetContext
LOWtests/integration/test_full_integration.py16 # Check if Google embedder config existsCOMMENT
LOWtests/integration/test_full_integration.py27 # Check if GoogleEmbedderClient is in CLIENT_CLASSESCOMMENT
LOW⚡tests/api/test_api.py33 # Check if the request was successfulCOMMENT
LOWapi/config.py220 # Check if model_client is OllamaClientCOMMENT
LOWapi/config.py241 # Check if model_client is GoogleEmbedderClientCOMMENT
LOWapi/clients/openrouter.py117 # Check if API key is setCOMMENT
LOWapi/clients/openrouter.py185 # Check if the content is XML and ensure it's properly formattedCOMMENT
LOWapi/clients/openrouter.py195 # Check if it's a wiki_structure XMLCOMMENT
LOWapi/clients/dashscope.py212 # Check if it's a ChatCompletion object (non-streaming response)COMMENT
LOWapi/clients/bedrock.py310 # Check if client is initializedCOMMENT
LOWapi/rag/rag.py161 # Check if Ollama model exists before proceedingCOMMENT
LOWapi/services/research.py123 # Check if this is a continuation requestCOMMENT
LOWapi/services/research.py215 # Check if this is the first iterationCOMMENT
LOWapi/services/research.py218 # Check if this is the final iterationCOMMENT
Empty Error Handlers4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHapi/routers/chat.py52except Exception:CODE
HIGHapi/routers/chat.py62except Exception:CODE
HIGHapi/clients/google_embedder.py118except Exception:CODE
HIGHapi/services/wiki/tasks.py307except ValueError:CODE
AI Slop Vocabulary6 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMpackage-lock.json8739 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMtests/backend/services/test_wiki_structure.py111# A comprehensive response cut off mid-way (model hit its output-token limit):COMMENT
LOWapi/clients/bedrock.py156 # For now, just return the sync clientCOMMENT
LOWapi/clients/bedrock.py449 # For now, just call the sync methodCOMMENT
MEDIUMsrc/components/Ask.tsx505 const completionNote = "\n\n## Final Conclusion\nAfter multiple iterations of deep research, we've gathered CODE
MEDIUMsrc/components/Ask.tsx599 const completionNote = "\n\n## Final Conclusion\nAfter multiple iterations of deep research, we've gathered CODE
Structural Annotation Overuse7 hits · 10 pts
SeverityFileLineSnippetContext
LOWOllama-instruction.md9## Step 1: Install OllamaCOMMENT
LOWOllama-instruction.md27## Step 2: Download Required ModelsCOMMENT
LOWOllama-instruction.md38## Step 3: Set Up DeepWikiCOMMENT
LOWOllama-instruction.md72## Step 4: Use DeepWiki with OllamaCOMMENT
LOWapi/README.md15### Step 1: Install DependenciesCOMMENT
LOWapi/README.md22### Step 2: Set Up Environment VariablesCOMMENT
LOWapi/README.md109### Step 3: Start the API ServerCOMMENT
Fake / Example Data10 hits · 10 pts
SeverityFileLineSnippetContext
LOWsrc/messages/zh.json91 "placeholder": "询问关于此仓库的问题...",CODE
LOWsrc/messages/kr.json91 "placeholder": "이 저장소에 대해 질문해 보세요...",CODE
LOWsrc/messages/ja.json91 "placeholder": "このリポジトリについて質問する...",CODE
LOWsrc/messages/ru.json100 "placeholder": "Задайте вопрос об этом репозитории...",CODE
LOWsrc/messages/en.json100 "placeholder": "Ask a question about this repository...",CODE
LOWsrc/messages/fr.json100 "placeholder": "Posez une question sur ce dépôt...",CODE
LOWsrc/messages/pt-br.json100 "placeholder": "Faça uma pergunta sobre este repositório...",CODE
LOWsrc/messages/zh-tw.json89 "placeholder": "詢問關於此儲存庫的問題...",CODE
LOWsrc/messages/vi.json91 "placeholder": "Đặt một câu hỏi về repository này...",CODE
LOWsrc/messages/es.json91 "placeholder": "Haz una pregunta sobre este repositorio...",CODE
Modern Structural Boilerplate8 hits · 8 pts
SeverityFileLineSnippetContext
LOWtests/unit/test_all_embedders.py26logger = logging.getLogger(__name__)CODE
LOWtests/unit/test_google_embedder.py22logger = logging.getLogger(__name__)CODE
LOWapi/logger.py8__all__ = ["get_logger", "setup_logging"]CODE
LOWapi/clients/__init__.py19__all__ = [CODE
LOWapi/chat/__init__.py17__all__ = [CODE
LOWapi/rag/__init__.py4__all__ = [CODE
LOWapi/schemas/__init__.py35__all__ = [CODE
LOWapi/services/wiki/__init__.py18__all__ = [CODE
Magic Placeholder Names1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHREADME.zh-tw.md259 OPENAI_API_KEY=your_api_keyCODE
AI Structural Patterns3 hits · 3 pts
SeverityFileLineSnippetContext
LOWapi/clients/dashscope.py121CODE
LOWapi/rag/pipeline.py288CODE
LOWapi/services/wiki/content.py151CODE
Over-Commented Block1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/utils/websocketClient.ts1/**COMMENT