yusufkaraaslan/Skill_Seekers

Pattern Findings

5066 matches across 20 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers2835 hits · 2551 pts

Severity	File	Line	Snippet
LOW	CONTRIBUTING.md	425	def test_config_validation_with_missing_fields():
LOW	tests/test_conflict_detector.py	9	def test_detector_with_empty_docs_data(self):
LOW	tests/test_conflict_detector.py	16	def test_detector_with_empty_code_data(self):
LOW	tests/test_conflict_detector.py	23	def test_detector_with_both_empty(self):
LOW	tests/test_conflict_detector.py	30	def test_apis_with_non_dict_structure(self):
LOW	tests/test_conflict_detector.py	38	def test_conflict_dataclass_all_fields_none(self):
LOW	tests/test_conflict_detector.py	49	def test_conflict_asdict_with_all_fields(self):
LOW	tests/test_install_skill.py	37	async def test_validation_no_config(self):
LOW	tests/test_install_skill.py	48	async def test_validation_both_configs(self):
LOW	tests/test_install_skill.py	65	async def test_dry_run_with_config_name(self):
LOW	tests/test_install_skill.py	87	async def test_dry_run_with_config_path(self):
LOW	tests/test_install_skill.py	112	async def test_enhancement_is_mandatory(self):
LOW	tests/test_install_skill.py	142	async def test_full_workflow_with_fetch(
LOW	tests/test_install_skill.py	214	async def test_workflow_with_existing_config(
LOW	tests/test_install_skill.py	283	async def test_scrape_phase_failure(self, mock_open, mock_scrape):
LOW	tests/test_install_skill.py	310	async def test_enhancement_phase_failure(self, mock_open, mock_subprocess, mock_scrape):
LOW	tests/test_install_skill_e2e.py	359	def test_cli_validation_error_no_config(self):
LOW	tests/test_install_skill_e2e.py	398	async def test_cli_full_workflow_mocked(
LOW	tests/test_install_skill_e2e.py	434	def test_cli_via_unified_command(self, test_config_file):
LOW	tests/test_setup_scripts.py	39	def test_references_correct_mcp_directory(self, script_content):
LOW	tests/test_setup_scripts.py	62	def test_requirements_txt_path(self, script_content):
LOW	tests/test_setup_scripts.py	102	def test_referenced_files_exist(self):
LOW	tests/test_setup_scripts.py	114	def test_config_directory_exists(self):
LOW	tests/test_setup_scripts.py	119	def test_script_is_executable(self, script_path):
LOW	tests/test_setup_scripts.py	125	def test_json_config_path_format(self, script_content):
LOW	tests/test_setup_scripts.py	140	def test_pytest_command_references(self, script_content):
LOW	tests/test_setup_scripts.py	158	def test_all_scripts_have_shebang(self, all_bash_scripts):
LOW	tests/test_setup_scripts.py	166	def test_all_scripts_syntax_valid(self, all_bash_scripts):
LOW	tests/test_setup_scripts.py	172	def test_all_scripts_use_set_e(self, all_bash_scripts):
LOW	tests/test_setup_scripts.py	183	def test_no_deprecated_backticks(self, all_bash_scripts):
LOW	tests/test_setup_scripts.py	200	def test_github_workflows_reference_correct_paths(self):
LOW	tests/test_setup_scripts.py	212	def test_readme_references_correct_paths(self):
LOW	tests/test_setup_scripts.py	226	def test_documentation_references_correct_paths(self):
LOW	tests/test_setup_scripts.py	240	def test_mcp_directory_structure():
LOW	tests/test_dependency_analyzer.py	73	def test_syntax_error_handling(self):
LOW	tests/test_dependency_analyzer.py	197	def test_multiple_dependencies(self):
LOW	tests/test_dependency_analyzer.py	228	def test_no_circular_dependencies(self):
LOW	tests/test_dependency_analyzer.py	238	def test_simple_circular_dependency(self):
LOW	tests/test_dependency_analyzer.py	565	def test_unsupported_language(self):
LOW	tests/test_dependency_analyzer.py	572	def test_file_with_only_comments(self):
LOW	tests/test_cli_paths.py	20	def test_doc_scraper_uses_modern_commands(self):
LOW	tests/test_cli_paths.py	35	def test_enhance_skill_local_uses_modern_commands(self):
LOW	tests/test_cli_paths.py	54	def test_estimate_pages_uses_modern_commands(self):
LOW	tests/test_cli_paths.py	69	def test_package_skill_uses_modern_commands(self):
LOW	tests/test_cli_paths.py	84	def test_github_scraper_uses_modern_commands(self):
LOW	tests/test_cli_paths.py	103	def test_main_cli_help_output(self):
LOW	tests/test_cli_paths.py	127	def test_main_cli_version_output(self):
LOW	tests/test_cli_paths.py	151	def test_no_hardcoded_paths_in_cli_scripts(self):
LOW	tests/test_cli_paths.py	197	def test_main_cli_file_exists(self):
LOW	tests/test_language_detector.py	77	def test_detect_from_html_with_css_class(self):
LOW	tests/test_language_detector.py	90	def test_detect_from_html_with_parent_class(self):
LOW	tests/test_language_detector.py	107	def test_unity_monobehaviour_detection(self):
LOW	tests/test_language_detector.py	128	def test_unity_lifecycle_methods(self):
LOW	tests/test_language_detector.py	144	def test_unity_coroutine_detection(self):
LOW	tests/test_language_detector.py	159	def test_unity_serializefield_attribute(self):
LOW	tests/test_language_detector.py	211	def test_generic_csharp_vs_unity(self):
LOW	tests/test_language_detector.py	321	def test_javascript_detection(self):
LOW	tests/test_language_detector.py	339	def test_typescript_detection(self):
LOW	tests/test_language_detector.py	553	def test_confidence_threshold(self):
LOW	tests/test_language_detector.py	567	def test_html_with_embedded_css(self):
2775 more matches not shown…

Decorative Section Separators722 hits · 2373 pts

Severity	File	Line	Snippet
MEDIUM	setup.sh	26	# =============================================================================
MEDIUM	setup.sh	28	# =============================================================================
MEDIUM	setup.sh	49	# =============================================================================
MEDIUM	setup.sh	51	# =============================================================================
MEDIUM	setup.sh	98	# =============================================================================
MEDIUM	setup.sh	100	# =============================================================================
MEDIUM	setup.sh	139	# =============================================================================
MEDIUM	setup.sh	141	# =============================================================================
MEDIUM	setup.sh	197	# =============================================================================
MEDIUM	setup.sh	199	# =============================================================================
MEDIUM	setup.sh	384	# =============================================================================
MEDIUM	setup.sh	386	# =============================================================================
MEDIUM	setup.sh	460	# =============================================================================
MEDIUM	setup.sh	462	# =============================================================================
MEDIUM	setup_mcp.sh	57	# =============================================================================
MEDIUM	setup_mcp.sh	59	# =============================================================================
MEDIUM	setup_mcp.sh	64	# =============================================================================
MEDIUM	setup_mcp.sh	66	# =============================================================================
MEDIUM	setup_mcp.sh	102	# =============================================================================
MEDIUM	setup_mcp.sh	104	# =============================================================================
MEDIUM	setup_mcp.sh	472	# =============================================================================
MEDIUM	setup_mcp.sh	474	# =============================================================================
MEDIUM	setup_mcp.sh	29	# =============================================================================
MEDIUM	setup_mcp.sh	31	# =============================================================================
MEDIUM	setup_mcp.sh	171	# =============================================================================
MEDIUM	setup_mcp.sh	173	# =============================================================================
MEDIUM	setup_mcp.sh	217	# =============================================================================
MEDIUM	setup_mcp.sh	219	# =============================================================================
MEDIUM	setup_mcp.sh	277	# =============================================================================
MEDIUM	setup_mcp.sh	279	# =============================================================================
MEDIUM	setup_mcp.sh	548	# =============================================================================
MEDIUM	setup_mcp.sh	550	# =============================================================================
MEDIUM	setup_mcp.sh	582	# =============================================================================
MEDIUM	setup_mcp.sh	584	# =============================================================================
MEDIUM	tests/test_workflow_runner.py	81	# ─────────────────────────── run_workflows ──────────────────────────────────
MEDIUM	tests/test_workflow_runner.py	22	# ─────────────────────────── helpers ────────────────────────────────────────
MEDIUM	tests/test_workflow_runner.py	40	# ─────────────────────────── collect_workflow_vars ──────────────────────────
MEDIUM	tests/test_workflow_runner.py	381	# ────────────────── bundled preset loading (integration) ─────────────────────
MEDIUM	tests/test_mcp_fastmcp.py	170	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	172	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	263	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	265	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	425	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	427	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	526	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	528	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	581	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	583	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	729	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	731	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	784	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	786	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	833	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	835	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	44	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	46	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	113	# ============================================================================
MEDIUM	tests/test_mcp_fastmcp.py	115	# ============================================================================
MEDIUM	tests/test_unified.py	24	# ===========================
MEDIUM	tests/test_unified.py	26	# ===========================
662 more matches not shown…

Excessive Try-Catch Wrapping454 hits · 438 pts

Severity	File	Line	Snippet
LOW	QWEN.md	253	except Exception as e:
LOW	tests/test_integration_adaptors.py	122	except Exception:
LOW	tests/test_integration_adaptors.py	148	except Exception as e:
LOW	tests/test_integration_adaptors.py	228	except Exception as e:
LOW	tests/test_integration_adaptors.py	298	except Exception as e:
LOW	tests/test_integration_adaptors.py	373	except Exception as e:
LOW	tests/test_integration_adaptors.py	432	except Exception as e:
LOW	tests/test_integration_adaptors.py	533	except Exception as e:
LOW	tests/test_c3_integration.py	288	except Exception as e:
LOW	tests/test_real_world_fastmcp.py	105	except Exception as e:
LOW	tests/test_utilities.py	207	except Exception as e:
LOW	tests/test_utilities.py	218	except Exception as e:
LOW	tests/test_video_scraper.py	3103	except Exception:
LOW	tests/test_unified_mcp_integration.py	206	except Exception as e:
LOW	tests/test_guide_enhancer.py	463	except Exception:
LOW	tests/test_bootstrap_skill_e2e.py	164	except Exception as e:
LOW	tests/test_adaptors/test_adaptors_e2e.py	531	except Exception as e:
LOW	tests/test_adaptors/test_adaptors_e2e.py	858	except Exception as e:
LOW	docs/plans/video/01_VIDEO_RESEARCH.md	258	except Exception:
LOW	docs/plans/video/03_VIDEO_PIPELINE.md	361	except Exception as e:
LOW	docs/plans/video/03_VIDEO_PIPELINE.md	369	except Exception:
LOW	docs/plans/video/03_VIDEO_PIPELINE.md	377	except Exception:
LOW	docs/plans/video/03_VIDEO_PIPELINE.md	388	except Exception:
LOW	docs/plans/video/03_VIDEO_PIPELINE.md	399	except Exception:
LOW	docs/roadmap/INTELLIGENCE_SYSTEM_ARCHITECTURE.md	749	except Exception as e:
LOW	docs/zh-CN/reference/CODE_QUALITY.md	157	except Exception:
LOW	docs/zh-CN/reference/CODE_QUALITY.md	165	except Exception as e:
LOW	docs/integrations/WEAVIATE.md	282	except Exception as e:
LOW	docs/integrations/WEAVIATE.md	722	except Exception as e:
LOW	docs/integrations/QDRANT.md	774	except Exception as e:
LOW	docs/reference/CODE_QUALITY.md	157	except Exception:
LOW	docs/reference/CODE_QUALITY.md	165	except Exception as e:
LOW	docs/strategy/ARBITRARY_LIMITS_AND_DEAD_CODE_PLAN.md	277	except Exception as e:
LOW	examples/test_http_server.py	63	except Exception as e:
LOW	examples/test_http_server.py	84	except Exception as e:
LOW	examples/pinecone-upsert/quickstart.py	248	except Exception as e:
LOW	examples/pinecone-upsert/quickstart.py	343	except Exception as e:
LOW	examples/continue-dev-universal/context_server.py	168	except Exception as e:
LOW	examples/weaviate-example/3_query_example.py	49	except Exception as e:
LOW	examples/weaviate-example/3_query_example.py	97	except Exception as e:
LOW	examples/weaviate-example/3_query_example.py	132	except Exception as e:
LOW	examples/weaviate-example/3_query_example.py	172	except Exception as e:
LOW	examples/weaviate-example/3_query_example.py	203	except Exception as e:
LOW	examples/weaviate-example/3_query_example.py	235	except Exception as e:
LOW	examples/weaviate-example/2_upload_to_weaviate.py	59	except Exception as e:
LOW	examples/llama-index-query-engine/quickstart.py	163	except Exception as e:
LOW	examples/llama-index-query-engine/quickstart.py	212	except Exception as e:
LOW	examples/cursor-react-skill/generate_cursorrules.py	138	except Exception as e:
LOW	examples/chroma-example/3_query_example.py	41	except Exception as e:
LOW	examples/chroma-example/3_query_example.py	49	except Exception as e:
LOW	examples/chroma-example/3_query_example.py	101	except Exception as e:
LOW	examples/chroma-example/3_query_example.py	143	except Exception as e:
LOW	examples/chroma-example/3_query_example.py	174	except Exception as e:
LOW	examples/chroma-example/3_query_example.py	214	except Exception as e:
LOW	examples/chroma-example/3_query_example.py	242	except Exception as e:
LOW	examples/chroma-example/2_upload_to_chroma.py	50	except Exception as e:
LOW	examples/chroma-example/2_upload_to_chroma.py	95	except Exception as e:
LOW	examples/chroma-example/2_upload_to_chroma.py	115	except Exception as e:
LOW	examples/haystack-pipeline/quickstart.py	126	except Exception as e:
LOW	examples/langchain-rag-pipeline/quickstart.py	204	except Exception as e:
394 more matches not shown…

Docstring Block Structure80 hits · 400 pts

Severity	File	Line	Snippet
HIGH	CONTRIBUTING.md	344	Scrape a single page and extract content. Args: url: The URL to scrape selectors: Dictionary o
HIGH	docs/zh-CN/reference/CODE_QUALITY.md	534	Scrape documentation from a website using BFS traversal. Args: base_url: The root URL to start scraping fro
HIGH	docs/reference/CODE_QUALITY.md	534	Scrape documentation from a website using BFS traversal. Args: base_url: The root URL to start scraping fro
HIGH	examples/continue-dev-universal/context_server.py	42	Load framework documentation from Skill Seekers output. Args: framework: Framework name (vue, react, d
HIGH	src/skill_seekers/benchmark/runner.py	51	Run single benchmark. Args: name: Benchmark name benchmark_func: Function that
HIGH	src/skill_seekers/benchmark/runner.py	93	Run multiple benchmarks. Args: benchmarks: Dict of name -> benchmark function
HIGH	src/skill_seekers/benchmark/runner.py	121	Compare two benchmark reports. Args: baseline_path: Path to baseline report cu
HIGH	src/skill_seekers/benchmark/runner.py	250	Get path to latest benchmark with given name. Args: name: Benchmark name Returns:
HIGH	src/skill_seekers/benchmark/framework.py	134	Time an operation. Args: operation: Operation name iterations: Number of itera
HIGH	src/skill_seekers/benchmark/framework.py	166	Track memory usage. Args: operation: Operation name Yields: None
HIGH	src/skill_seekers/benchmark/framework.py	212	Measure function execution. Args: func: Function to measure *args: Positional
HIGH	src/skill_seekers/benchmark/framework.py	243	Decorator for timing functions. Args: operation: Operation name (defaults to func.__name__
HIGH	src/skill_seekers/embedding/server.py	123	Generate embedding for a single text. Args: request: Embedding request Returns:
HIGH	src/skill_seekers/embedding/server.py	162	Generate embeddings for multiple texts. Args: request: Batch embedding request Re
HIGH	src/skill_seekers/embedding/server.py	227	Generate embeddings for skill content. Args: request: Skill embedding request Ret
HIGH	src/skill_seekers/embedding/generator.py	190	Generate embedding for a single text. Args: text: Text to embed model: Model n
HIGH	src/skill_seekers/embedding/generator.py	224	Generate embeddings for multiple texts. Args: texts: List of texts to embed mo
HIGH	src/skill_seekers/mcp/server_fastmcp.py	777	Extract configuration patterns from config files with optional AI enhancement. Analyzes configuration files in
HIGH	src/skill_seekers/mcp/server_fastmcp.py	1182	Submit a custom config file to the community. Args: config_path: Path to config JSON file to submit (e
HIGH	src/skill_seekers/mcp/git_repo.py	49	Clone repository if not cached, else pull latest changes. Args: source_name: Source identi
HIGH	src/skill_seekers/mcp/git_repo.py	152	Load specific config by name from repository. Args: repo_path: Path to cloned repo
HIGH	src/skill_seekers/mcp/git_repo.py	192	Load and validate config JSON file. Args: config_path: Path to config file Return
HIGH	src/skill_seekers/mcp/git_repo.py	212	Inject authentication token into git URL. Converts SSH URLs to HTTPS and adds token for authentication
HIGH	src/skill_seekers/mcp/marketplace_publisher.py	188	Validate skill name to prevent path traversal and injection. Args: name: Skill name to val
HIGH	src/skill_seekers/mcp/marketplace_manager.py	42	Add or update a marketplace repository. Args: name: Marketplace identifier (lowercase, alp
HIGH	src/skill_seekers/mcp/source_manager.py	47	Add or update a config source. Args: name: Source identifier (lowercase, alphanumeric + hy
HIGH	src/skill_seekers/mcp/source_manager.py	119	Get source by name. Args: name: Source identifier Returns: Source dic
HIGH	src/skill_seekers/mcp/source_manager.py	187	Update specific fields of an existing source. Args: name: Source identifier **
HIGH	src/skill_seekers/mcp/tools/source_tools.py	348	Submit a custom config to skill-seekers-configs repository via GitHub issue. Validates the config (both legacy
HIGH	src/skill_seekers/cli/skill_converter.py	111	Get the appropriate converter for a source type. Args: source_type: Source type from SourceDetector (web, g
HIGH	src/skill_seekers/cli/pptx_scraper.py	797	Group slides into sections based on layout type and section breaks. Section breaks are detected from: 1
HIGH	src/skill_seekers/cli/codebase_scraper.py	989	Analyze local codebase and extract code knowledge. Args: directory: Directory to analyze outpu
HIGH	src/skill_seekers/cli/video_visual.py	640	Detect scene boundaries in a video using scenedetect. Args: video_path: Path to video file. Returns:
HIGH	src/skill_seekers/cli/video_visual.py	671	Extract keyframes at specified timestamps using OpenCV. Args: video_path: Path to video file. times
HIGH	src/skill_seekers/cli/video_visual.py	992	Extract text from a video frame using EasyOCR. Applies frame-type-aware preprocessing and OCR parameters for be
HIGH	src/skill_seekers/cli/browser_renderer.py	123	Render a page with JavaScript execution and return the HTML. Args: url: URL to render Retu
HIGH	src/skill_seekers/cli/config_validator.py	527	Validate config file and return validator instance. Args: config_path: Path to config JSON file R
HIGH	src/skill_seekers/cli/how_to_guide_builder.py	844	Main entry point - build guides from workflow examples. Args: examples: List of TestExampl
HIGH	src/skill_seekers/cli/video_scraper.py	112	Parse a time string into seconds. Accepted formats: - Plain seconds: ``"330"`` or ``"330.5"`` - MM:
HIGH	src/skill_seekers/cli/openapi_scraper.py	222	Load and parse a spec from a local file. Supports both YAML (.yaml, .yml) and JSON (.json) files. Args
HIGH	src/skill_seekers/cli/openapi_scraper.py	249	Fetch and parse a spec from a remote URL. Args: url: URL to fetch the spec from. Returns:
HIGH	src/skill_seekers/cli/openapi_scraper.py	286	Parse raw content as YAML or JSON. Tries JSON first (faster), falls back to YAML. YAML is a superset of
HIGH	src/skill_seekers/cli/openapi_scraper.py	320	Detect the OpenAPI/Swagger version from the spec. Args: spec: Parsed spec dictionary. Retu
HIGH	src/skill_seekers/cli/openapi_scraper.py	349	Load previously extracted data from a JSON file. Args: json_path: Path to the JSON file. Defaults t
HIGH	src/skill_seekers/cli/rate_limit_handler.py	136	Check if response indicates rate limit and handle it. Args: response: requests.Response ob
HIGH	src/skill_seekers/cli/rate_limit_handler.py	218	Handle rate limit based on strategy. Args: rate_info: Dict with rate limit information
HIGH	src/skill_seekers/cli/doc_scraper.py	2318	Load and validate configuration from JSON file. Automatically fetches configs from SkillSeekersWeb.com API if not f
HIGH	src/skill_seekers/cli/install_agent.py	59	Resolve the installation path for a given agent. Handles both global paths (~/.<agent>/skills/) and project-re
HIGH	src/skill_seekers/cli/utils.py	366	Retry an operation with exponential backoff. Useful for network operations that may fail due to transient errors.
HIGH	src/skill_seekers/cli/utils.py	423	Async version of retry_with_backoff for async operations. Args: operation: Async function to retry (takes n
HIGH	src/skill_seekers/cli/utils.py	511	Percent-encode square brackets in a URL's path and query components. Unencoded ``[`` and ``]`` in the path are tech
HIGH	src/skill_seekers/cli/confluence_scraper.py	1269	Load previously extracted data from a JSON file. Args: json_path: Path to the intermediate extracte
HIGH	src/skill_seekers/cli/html_scraper.py	62	Collect HTML files from a path (file or directory). For a single file, returns a list with that file. For a directo
HIGH	src/skill_seekers/cli/source_detector.py	50	Detect source type and extract information. Args: source: User input (URL, path, repo, etc.)
HIGH	src/skill_seekers/cli/video_metadata.py	111	Extract metadata from a YouTube video URL without downloading. Args: url: YouTube video URL. Returns:
HIGH	src/skill_seekers/cli/video_metadata.py	200	Resolve a YouTube playlist URL to a list of video URLs. Args: url: YouTube playlist URL. Returns:
HIGH	src/skill_seekers/cli/video_metadata.py	236	Resolve a YouTube channel URL to a list of recent video URLs. Args: url: YouTube channel URL. max_v
HIGH	src/skill_seekers/cli/generate_router.py	295	Extract readable topic from skill name. Examples: - "fastmcp-oauth" -> "OAuth authentication"
HIGH	src/skill_seekers/cli/generate_router.py	457	Convert GitHub issue title to natural question format. Examples: - "OAuth fails on redirect" →
HIGH	src/skill_seekers/cli/generate_router.py	526	Parse issue title to extract problem-solution pattern. Analyzes the structure of closed issue titles t
20 more matches not shown…

Deep Nesting312 hits · 256 pts

Severity	File	Line
LOW	tests/test_pinecone_adaptor.py	873
LOW	tests/test_create_arguments.py	101
LOW	tests/test_adaptors/test_adaptors_e2e.py	324
LOW	tests/test_adaptors/test_adaptors_e2e.py	702
LOW	tests/test_adaptors/test_adaptors_e2e.py	796
LOW	tests/test_adaptors/test_adaptors_e2e.py	820
LOW	examples/llama-index-query-engine/quickstart.py	122
LOW	examples/chroma-example/2_upload_to_chroma.py	66
LOW	scripts/translate_doc.py	199
LOW	api/config_analyzer.py	182
LOW	src/skill_seekers/benchmark/runner.py	120
LOW	src/skill_seekers/embedding/server.py	161
LOW	src/skill_seekers/mcp/server.py	66
LOW	src/skill_seekers/mcp/git_repo.py	41
LOW	src/skill_seekers/mcp/server_legacy.py	66
LOW	src/skill_seekers/mcp/server_legacy.py	615
LOW	src/skill_seekers/mcp/server_legacy.py	754
LOW	src/skill_seekers/mcp/server_legacy.py	985
LOW	src/skill_seekers/mcp/server_legacy.py	1261
LOW	src/skill_seekers/mcp/server_legacy.py	1550
LOW	src/skill_seekers/mcp/server_legacy.py	1877
LOW	src/skill_seekers/mcp/marketplace_manager.py	185
LOW	src/skill_seekers/mcp/tools/splitting_tools.py	30
LOW	src/skill_seekers/mcp/tools/config_tools.py	158
LOW	src/skill_seekers/mcp/tools/scraping_tools.py	81
LOW	src/skill_seekers/mcp/tools/scraping_tools.py	211
LOW	src/skill_seekers/mcp/tools/scraping_tools.py	380
LOW	src/skill_seekers/mcp/tools/packaging_tools.py	32
LOW	src/skill_seekers/mcp/tools/packaging_tools.py	108
LOW	src/skill_seekers/mcp/tools/packaging_tools.py	300
LOW	src/skill_seekers/mcp/tools/packaging_tools.py	433
LOW	src/skill_seekers/mcp/tools/source_tools.py	36
LOW	src/skill_seekers/mcp/tools/source_tools.py	347
LOW	src/skill_seekers/cli/asciidoc_scraper.py	146
LOW	src/skill_seekers/cli/asciidoc_scraper.py	433
LOW	src/skill_seekers/cli/asciidoc_scraper.py	574
LOW	src/skill_seekers/cli/asciidoc_scraper.py	669
LOW	src/skill_seekers/cli/asciidoc_scraper.py	710
LOW	src/skill_seekers/cli/asciidoc_scraper.py	751
LOW	src/skill_seekers/cli/agent_client.py	219
LOW	src/skill_seekers/cli/agent_client.py	286
LOW	src/skill_seekers/cli/agent_client.py	355
LOW	src/skill_seekers/cli/pptx_scraper.py	105
LOW	src/skill_seekers/cli/pptx_scraper.py	364
LOW	src/skill_seekers/cli/pptx_scraper.py	453
LOW	src/skill_seekers/cli/pptx_scraper.py	597
LOW	src/skill_seekers/cli/pptx_scraper.py	965
LOW	src/skill_seekers/cli/pptx_scraper.py	1030
LOW	src/skill_seekers/cli/pptx_scraper.py	1152
LOW	src/skill_seekers/cli/pptx_scraper.py	1256
LOW	src/skill_seekers/cli/pptx_scraper.py	1315
LOW	src/skill_seekers/cli/chat_scraper.py	427
LOW	src/skill_seekers/cli/chat_scraper.py	538
LOW	src/skill_seekers/cli/chat_scraper.py	1328
LOW	src/skill_seekers/cli/chat_scraper.py	1416
LOW	src/skill_seekers/cli/chat_scraper.py	1474
LOW	src/skill_seekers/cli/chat_scraper.py	1536
LOW	src/skill_seekers/cli/github_scraper.py	103
LOW	src/skill_seekers/cli/github_scraper.py	405
LOW	src/skill_seekers/cli/github_scraper.py	713
252 more matches not shown…

Verbosity Indicators141 hits · 227 pts

Severity	File	Line	Snippet
LOW	tests/test_mcp_fastmcp.py	743	# Step 1: Generate config
LOW	tests/test_mcp_fastmcp.py	749	# Step 2: Validate config
LOW	tests/test_mcp_fastmcp.py	757	# Step 1: Add source
LOW	tests/test_mcp_fastmcp.py	763	# Step 2: Fetch config
LOW	tests/test_mcp_fastmcp.py	771	# Step 1: Split config
LOW	tests/test_mcp_fastmcp.py	777	# Step 2: Generate router
LOW	tests/test_git_sources_e2e.py	133	# Step 2: List available configs
LOW	tests/test_git_sources_e2e.py	139	# Step 3: Fetch specific config
LOW	tests/test_git_sources_e2e.py	142	# Step 4: Verify config content
LOW	tests/test_git_sources_e2e.py	182	# Step 2: List sources
LOW	tests/test_git_sources_e2e.py	187	# Step 3: Get source details
LOW	tests/test_git_sources_e2e.py	191	# Step 4: Clone via source name
LOW	tests/test_git_sources_e2e.py	199	# Step 5: Fetch config
LOW	tests/test_git_sources_e2e.py	204	# Step 6: Update source (re-add with different priority)
LOW	tests/test_git_sources_e2e.py	214	# Step 7: Remove source
LOW	tests/test_git_sources_e2e.py	218	# Step 8: Verify removal
LOW	tests/test_git_sources_e2e.py	241	# Step 1: Add multiple sources with different priorities
LOW	tests/test_git_sources_e2e.py	246	# Step 2: Verify sources are sorted by priority
LOW	tests/test_git_sources_e2e.py	253	# Step 3: Enable/disable sources
LOW	tests/test_git_sources_e2e.py	256	# Step 4: List enabled sources only
LOW	tests/test_git_sources_e2e.py	337	# Step 1: Clone repository
LOW	tests/test_git_sources_e2e.py	342	# Step 2: Modify local cache manually
LOW	tests/test_git_sources_e2e.py	349	# Step 3: Force refresh
LOW	tests/test_git_sources_e2e.py	357	# Step 4: Verify cache was reset
LOW	tests/test_git_sources_e2e.py	377	# Step 1: Clone repository
LOW	tests/test_git_sources_e2e.py	382	# Step 2: Try to fetch non-existent config
LOW	tests/test_git_sources_e2e.py	386	# Step 3: Verify helpful error message with suggestions
LOW	tests/test_git_sources_e2e.py	460	# Step 1: Add source with one instance
LOW	tests/test_git_sources_e2e.py	464	# Step 2: Create new instance
LOW	tests/test_git_sources_e2e.py	467	# Step 3: Verify source persists
LOW	tests/test_git_sources_e2e.py	473	# Step 4: Modify source with new instance
LOW	tests/test_git_sources_e2e.py	480	# Step 5: Verify changes persist
LOW	tests/test_git_sources_e2e.py	505	# Step 1: Clone to cache_dir_1
LOW	tests/test_git_sources_e2e.py	511	# Step 2: Clone same repo to cache_dir_2
LOW	tests/test_git_sources_e2e.py	517	# Step 3: Verify both caches are independent
LOW	tests/test_git_sources_e2e.py	522	# Step 4: Modify one cache
LOW	tests/test_git_sources_e2e.py	527	# Step 5: Verify other cache is unaffected
LOW	tests/test_git_sources_e2e.py	552	# Step 1: Add GitHub source
LOW	tests/test_git_sources_e2e.py	560	# Step 2: Verify GITHUB_TOKEN was auto-detected
LOW	tests/test_git_sources_e2e.py	563	# Step 3: Add GitLab source
LOW	tests/test_git_sources_e2e.py	571	# Step 4: Verify GITLAB_TOKEN was auto-detected
LOW	tests/test_git_sources_e2e.py	599	# Step 1: Team lead creates repository (already done by fixture)
LOW	tests/test_git_sources_e2e.py	601	# Step 2: Team lead registers source
LOW	tests/test_git_sources_e2e.py	607	# Step 3: Developer 1 clones and uses config
LOW	tests/test_git_sources_e2e.py	617	# Step 4: Developer 2 uses same source (should use cache, not re-clone)
LOW	tests/test_git_sources_e2e.py	624	# Step 5: Team lead updates repository
LOW	tests/test_git_sources_e2e.py	635	# Step 6: Developers pull updates
LOW	tests/test_git_sources_e2e.py	643	# Step 7: Config is removed from repo
LOW	tests/test_git_sources_e2e.py	652	# Step 8: Error handling works correctly
LOW	tests/test_git_sources_e2e.py	122	# Step 1: Clone repository
LOW	tests/test_git_sources_e2e.py	169	# Step 1: Add source to registry
LOW	tests/test_git_sources_e2e.py	278	# Step 1: Clone repository
LOW	tests/test_git_sources_e2e.py	286	# Step 2: Add new commit to original repo
LOW	tests/test_git_sources_e2e.py	305	# Step 3: Pull updates
LOW	tests/test_git_sources_e2e.py	313	# Step 4: Verify new config is available
LOW	tests/test_mcp_server.py	564	# Step 1: Generate config using skill_seeker_server
LOW	tests/test_mcp_server.py	573	# Step 2: Validate config
LOW	tests/test_mcp_server.py	578	# Step 3: List configs
LOW	tests/test_issue_277_discord_e2e.py	61	# Step 1: Detect llms.txt
LOW	tests/test_issue_277_discord_e2e.py	64	# Step 2: Download the largest variant (same logic as doc_scraper)
81 more matches not shown…

Redundant / Tautological Comments148 hits · 206 pts

Severity	File	Line	Snippet
LOW	setup.sh	266	# Check if HTTP transport needed
LOW	setup.sh	271	# Check if this is an HTTP agent
LOW	setup.sh	298	# Check if config already exists
LOW	setup.sh	307	# Check if skill-seeker already configured
LOW	setup.sh	388	# Check if any selected agent needs HTTP
LOW	setup.sh	425	# Check if server started
LOW	setup_mcp.sh	107	# Check if we're in a virtual environment
LOW	setup_mcp.sh	476	# Check if any selected agent needs HTTP
LOW	setup_mcp.sh	192	# Check if uvicorn is available
LOW	setup_mcp.sh	346	# Check if HTTP transport needed
LOW	setup_mcp.sh	351	# Check if this is an HTTP agent
LOW	setup_mcp.sh	378	# Check if config already exists
LOW	setup_mcp.sh	387	# Check if skill-seeker already configured
LOW	setup_mcp.sh	513	# Check if server started
LOW	tests/test_source_manager.py	185	# Read file directly
LOW	tests/test_source_manager.py	335	# Read file directly
LOW	tests/test_git_sources_e2e.py	27	# Check if MCP is available
LOW	tests/test_integration_adaptors.py	132	# Check if Weaviate client is installed
LOW	tests/test_integration_adaptors.py	138	# Check if Weaviate is running
LOW	tests/test_integration_adaptors.py	282	# Check if ChromaDB is installed
LOW	tests/test_integration_adaptors.py	288	# Check if Chroma is running
LOW	tests/test_integration_adaptors.py	415	# Check if Qdrant client is installed
LOW	tests/test_integration_adaptors.py	422	# Check if Qdrant is running
LOW	tests/test_cloud_storage.py	20	# Check if cloud storage dependencies are available
LOW	tests/test_issue_219_e2e.py	24	# Check if anthropic is available
LOW	tests/test_create_arguments.py	110	# Check if this flag already exists in source-specific args
LOW	tests/test_how_to_guide_builder.py	1041	# Check if all keywords are in integration_keywords list
LOW	tests/test_server_fastmcp_http.py	13	# Check if starlette is available
LOW	tests/test_config_extractor.py	159	# Check if parsing failed due to missing PyYAML
LOW	tests/test_config_extractor.py	317	# Check if parsing failed due to missing toml/tomli
LOW	examples/http_transport_examples.sh	107	# Check if port is already in use
LOW	examples/pinecone-upsert/quickstart.py	38	# Check if index exists
LOW	examples/pinecone-upsert/quickstart.py	237	# Display results
LOW	examples/pinecone-upsert/quickstart.py	278	# Check if documents exist
LOW	examples/continue-dev-universal/quickstart.py	76	# Check if already exists
LOW	examples/weaviate-example/1_generate_skill.py	23	# Check if skill-seekers is installed
LOW	examples/weaviate-example/1_generate_skill.py	76	# Check if output file exists
LOW	examples/weaviate-example/2_upload_to_weaviate.py	51	# Check if ready
LOW	examples/weaviate-example/2_upload_to_weaviate.py	84	# Check if class already exists
LOW	examples/llama-index-query-engine/quickstart.py	180	# Check if documents exist
LOW	examples/faiss-example/3_query_example.py	43	# Display results
LOW	examples/chroma-example/1_generate_skill.py	23	# Check if skill-seekers is installed
LOW	examples/chroma-example/1_generate_skill.py	76	# Check if output file exists
LOW	examples/chroma-example/2_upload_to_chroma.py	71	# Check if collection exists
LOW	examples/haystack-pipeline/quickstart.py	20	# Check if Haystack is installed
LOW	examples/haystack-pipeline/quickstart.py	95	# Display results
LOW	examples/langchain-rag-pipeline/quickstart.py	145	# Check if documents exist
LOW	scripts/run_benchmarks.sh	26	# Check if package is installed
LOW	scripts/check_translation_sync.sh	2	# Check if Chinese translations are in sync with English originals
LOW	scripts/check_translation_sync.sh	19	# Check if Chinese version exists
LOW	scripts/check_translation_sync.sh	30	# Check if English is newer
LOW	src/skill_seekers/embedding/cache.py	27	# Check if cached
LOW	src/skill_seekers/mcp/server_fastmcp.py	1803	# Check if MCP is available
LOW	src/skill_seekers/mcp/agent_detector.py	120	# Check if parent directory exists (agent is likely installed)
LOW	src/skill_seekers/mcp/server_legacy.py	96	# Check if process finished
LOW	src/skill_seekers/mcp/server_legacy.py	772	# Set max_pages to None (unlimited)
LOW	src/skill_seekers/mcp/server_legacy.py	874	# Check if API key exists - only upload if available
LOW	src/skill_seekers/mcp/server_legacy.py	993	# Check if file exists
LOW	src/skill_seekers/mcp/server_legacy.py	2156	# Check if this is an update
LOW	src/skill_seekers/mcp/source_manager.py	95	# Check if source exists
88 more matches not shown…

Cross-File Repetition36 hits · 180 pts

Severity	File	Snippet
HIGH	tests/test_adaptors/test_markdown_adaptor.py	test that package creates zip file with correct structure
HIGH	tests/test_adaptors/test_minimax_adaptor.py	test that package creates zip file with correct structure
HIGH	tests/test_adaptors/test_claude_adaptor.py	test that package creates zip file with correct structure
HIGH	tests/test_adaptors/test_openai_adaptor.py	test that package creates zip file with correct structure
HIGH	tests/test_adaptors/test_chroma_adaptor.py	test upload returns instructions (no actual upload).
HIGH	tests/test_adaptors/test_qdrant_adaptor.py	test upload returns instructions (no actual upload).
HIGH	tests/test_adaptors/test_langchain_adaptor.py	test upload returns instructions (no actual upload).
HIGH	tests/test_adaptors/test_llama_index_adaptor.py	test upload returns instructions (no actual upload).
HIGH	tests/test_adaptors/test_haystack_adaptor.py	test upload returns instructions (no actual upload).
HIGH	tests/test_adaptors/test_faiss_adaptor.py	test upload returns instructions (no actual upload).
HIGH	tests/test_adaptors/test_weaviate_adaptor.py	test upload returns instructions (no actual upload).
HIGH	tests/test_adaptors/test_chroma_adaptor.py	test that api key validation returns false (no api needed).
HIGH	tests/test_adaptors/test_qdrant_adaptor.py	test that api key validation returns false (no api needed).
HIGH	tests/test_adaptors/test_langchain_adaptor.py	test that api key validation returns false (no api needed).
HIGH	tests/test_adaptors/test_llama_index_adaptor.py	test that api key validation returns false (no api needed).
HIGH	tests/test_adaptors/test_haystack_adaptor.py	test that api key validation returns false (no api needed).
HIGH	tests/test_adaptors/test_faiss_adaptor.py	test that api key validation returns false (no api needed).
HIGH	tests/test_adaptors/test_weaviate_adaptor.py	test that api key validation returns false (no api needed).
HIGH	tests/test_adaptors/test_gemini_adaptor.py	test successful enhancement - skipped (needs real api for integration test)
HIGH	tests/test_adaptors/test_claude_adaptor.py	test successful enhancement - skipped (needs real api for integration test)
HIGH	tests/test_adaptors/test_openai_adaptor.py	test successful enhancement - skipped (needs real api for integration test)
HIGH	docs/zh-CN/reference/C3_x_Router_Architecture.md	fetch from github and split into 3 streams. usage: fetcher = githubthreestreamfetcher( repo_url="https://github.com/face
HIGH	docs/reference/C3_x_Router_Architecture.md	fetch from github and split into 3 streams. usage: fetcher = githubthreestreamfetcher( repo_url="https://github.com/face
HIGH	src/skill_seekers/cli/github_fetcher.py	fetch from github and split into 3 streams. usage: fetcher = githubthreestreamfetcher( repo_url="https://github.com/face
HIGH	docs/zh-CN/reference/C3_x_Router_Architecture.md	unified analyzer for any codebase (local or github). key insight: c3.x is a depth mode, not a source type. usage: analyz
HIGH	docs/reference/C3_x_Router_Architecture.md	unified analyzer for any codebase (local or github). key insight: c3.x is a depth mode, not a source type. usage: analyz
HIGH	src/skill_seekers/cli/unified_codebase_analyzer.py	unified analyzer for any codebase (local or github). key insight: c3.x is a depth mode, not a source type. usage: analyz
HIGH	src/skill_seekers/cli/asciidoc_scraper.py	simple quality heuristic for code blocks (0-10 scale).
HIGH	src/skill_seekers/cli/epub_scraper.py	simple quality heuristic for code blocks (0-10 scale).
HIGH	src/skill_seekers/cli/word_scraper.py	simple quality heuristic for code blocks (0-10 scale).
HIGH	src/skill_seekers/cli/asciidoc_scraper.py	extract key concepts from headings across all sections.
HIGH	src/skill_seekers/cli/epub_scraper.py	extract key concepts from headings across all sections.
HIGH	src/skill_seekers/cli/word_scraper.py	extract key concepts from headings across all sections.
HIGH	src/skill_seekers/cli/adaptors/claude.py	read reference markdown files from skill directory. args: references_dir: path to references directory max_chars: maximu
HIGH	src/skill_seekers/cli/adaptors/gemini.py	read reference markdown files from skill directory. args: references_dir: path to references directory max_chars: maximu
HIGH	src/skill_seekers/cli/adaptors/openai.py	read reference markdown files from skill directory. args: references_dir: path to references directory max_chars: maximu

Unused Imports188 hits · 160 pts

Severity	File	Line
LOW	tests/conftest.py	16
LOW	tests/test_git_sources_e2e.py	29
LOW	tests/test_git_sources_e2e.py	30
LOW	tests/test_mcp_server.py	25
LOW	tests/test_cloud_storage.py	22
LOW	tests/test_cloud_storage.py	29
LOW	tests/test_cloud_storage.py	36
LOW	tests/test_issue_219_e2e.py	26
LOW	tests/test_issue_219_e2e.py	39
LOW	tests/test_issue_219_e2e.py	39
LOW	tests/test_pdf_advanced_features.py	32
LOW	tests/test_pdf_advanced_features.py	33
LOW	tests/test_doctor.py	3
LOW	tests/test_video_scraper.py	23
LOW	tests/test_video_scraper.py	30
LOW	tests/test_video_scraper.py	2394
LOW	tests/test_kotlin_support.py	8
LOW	tests/test_pdf_scraper.py	21
LOW	tests/test_workflow_prompt_injection.py	10
LOW	tests/test_unified_mcp_integration.py	23
LOW	tests/test_signal_collectors.py	8
LOW	tests/test_mcp_workflow_tools.py	11
LOW	tests/test_mcp_git_sources.py	16
LOW	tests/test_scan_command.py	9
LOW	tests/test_github_scraper.py	27
LOW	tests/test_word_scraper.py	26
LOW	tests/test_word_scraper.py	27
LOW	tests/test_browser_renderer.py	6
LOW	examples/llama-index-query-engine/quickstart.py	22
LOW	examples/faiss-example/1_generate_skill.py	3
LOW	examples/faiss-example/2_build_faiss_index.py	5
LOW	examples/qdrant-example/2_upload_to_qdrant.py	4
LOW	examples/qdrant-example/1_generate_skill.py	3
LOW	src/skill_seekers/__init__.py	8
LOW	src/skill_seekers/benchmark/__init__.py	31
LOW	src/skill_seekers/benchmark/__init__.py	31
LOW	src/skill_seekers/benchmark/__init__.py	32
LOW	src/skill_seekers/benchmark/__init__.py	33
LOW	src/skill_seekers/benchmark/__init__.py	33
LOW	src/skill_seekers/embedding/__init__.py	21
LOW	src/skill_seekers/embedding/__init__.py	21
LOW	src/skill_seekers/embedding/__init__.py	21
LOW	src/skill_seekers/embedding/__init__.py	22
LOW	src/skill_seekers/embedding/__init__.py	23
LOW	src/skill_seekers/mcp/__init__.py	32
LOW	src/skill_seekers/mcp/tools/workflow_tools.py	12
LOW	src/skill_seekers/mcp/tools/__init__.py	17
LOW	src/skill_seekers/mcp/tools/__init__.py	19
LOW	src/skill_seekers/mcp/tools/__init__.py	22
LOW	src/skill_seekers/mcp/tools/__init__.py	25
LOW	src/skill_seekers/mcp/tools/__init__.py	28
LOW	src/skill_seekers/mcp/tools/__init__.py	31
LOW	src/skill_seekers/mcp/tools/__init__.py	34
LOW	src/skill_seekers/mcp/tools/__init__.py	37
LOW	src/skill_seekers/mcp/tools/__init__.py	40
LOW	src/skill_seekers/mcp/tools/__init__.py	43
LOW	src/skill_seekers/mcp/tools/__init__.py	46
LOW	src/skill_seekers/mcp/tools/__init__.py	49
LOW	src/skill_seekers/mcp/tools/__init__.py	52
LOW	src/skill_seekers/mcp/tools/__init__.py	55
128 more matches not shown…

Self-Referential Comments50 hits · 150 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_dependency_analyzer.py	187	# Create a simple dependency: main.py -> utils.py
MEDIUM	tests/test_source_detector.py	121	# Create a test directory
MEDIUM	tests/test_source_detector.py	270	# Create a directory that looks like a domain
MEDIUM	tests/test_source_detector.py	104	# Create a test directory
MEDIUM	tests/test_mcp_fastmcp.py	395	# Create a dummy source directory
MEDIUM	tests/test_mcp_fastmcp.py	437	# Create a mock skill directory
MEDIUM	tests/test_mcp_fastmcp.py	372	# Create a dummy PDF config
MEDIUM	tests/test_mcp_fastmcp.py	408	# Create a dummy source directory
MEDIUM	tests/test_mcp_fastmcp.py	461	# Create a mock zip file
MEDIUM	tests/test_chunking_integration.py	45	# Create a reference file
MEDIUM	tests/test_rag_chunker.py	119	# This function is longer than our chunk size
MEDIUM	tests/test_mcp_server.py	193	# Create a test config
MEDIUM	tests/test_mcp_server.py	358	# Create a mock skill directory
MEDIUM	tests/test_create_integration_basic.py	55	# Create a test directory
MEDIUM	tests/test_create_integration_basic.py	72	# Create a dummy PDF file
MEDIUM	tests/test_create_integration_basic.py	90	# Create a minimal config file
MEDIUM	tests/test_config_publisher.py	135	# Create a mock source that returns proper data
MEDIUM	tests/test_config_publisher.py	181	# Create a working repo with existing config
MEDIUM	tests/test_terminal_detection.py	146	# Create a test skill directory with minimal setup
MEDIUM	tests/test_utilities.py	166	# Create a real zip file
MEDIUM	tests/test_video_scraper.py	396	# Create a temp file
MEDIUM	tests/test_video_scraper.py	2924	# Create a temp skill dir with a video reference file
MEDIUM	tests/test_video_scraper.py	489	# Create a fake video file and matching SRT
MEDIUM	tests/test_video_scraper.py	2329	# Create a dark frame (simulating dark-theme IDE)
MEDIUM	tests/test_video_scraper.py	2365	# Create a light frame (white background, dark text)
MEDIUM	tests/test_video_scraper.py	2403	# Create a simple white image with black text
MEDIUM	tests/test_video_scraper.py	2488	# Create a minimal image file
MEDIUM	tests/test_marketplace_publisher.py	298	# Create a working repo with initial marketplace structure, then bare-clone it
MEDIUM	tests/test_marketplace_publisher.py	212	# Create a cached repo without .git so publish() takes the clone path
MEDIUM	tests/test_pinecone_adaptor.py	300	# Create a dummy package file
MEDIUM	tests/test_pinecone_adaptor.py	769	# Create a minimal weaviate package
MEDIUM	tests/test_unified_analyzer.py	205	# Create a test file that C3.x can analyze
MEDIUM	tests/test_unified_scraper_orchestration.py	347	# Create a fake data file that the converter will "produce"
MEDIUM	tests/test_pdf_extractor.py	682	# Create a mock page that raises AssertionError on markdown extraction
MEDIUM	tests/test_pdf_extractor.py	711	# Create a mock page that raises RuntimeError
MEDIUM	tests/test_pdf_extractor.py	738	# Create a mock page that raises TypeError
MEDIUM	tests/test_pdf_extractor.py	763	# Create a mock page with structured content
MEDIUM	tests/test_unified_mcp_integration.py	70	# Create a truly legacy config (no "sources" key — just base_url + selectors)
MEDIUM	tests/test_signal_collectors.py	73	# Create a manifest file then make it unreadable by injecting a read error.
MEDIUM	tests/test_codebase_scraper.py	447	# Create a documentation directory with some content
MEDIUM	tests/test_smart_summarization.py	20	# Create a realistic reference content with more text to make summarization worthwhile
MEDIUM	tests/test_word_scraper.py	489	# Create a real file with wrong extension
MEDIUM	tests/test_epub_scraper.py	388	# Create a real file with wrong extension
MEDIUM	tests/test_epub_scraper.py	1479	os.makedirs(dir_path) # Create a directory with .epub name
MEDIUM	examples/weaviate-example/2_upload_to_weaviate.py	98	# Create the class
MEDIUM	src/skill_seekers/cli/config_manager.py	77	# Create main config and progress directories
MEDIUM	src/skill_seekers/cli/unified_skill_builder.py	1152	# Create main index
MEDIUM	src/skill_seekers/cli/unified_skill_builder.py	1256	# Create main index
MEDIUM	src/skill_seekers/cli/enhance_skill_local.py	782	# Create a shell script to run in the terminal
MEDIUM	src/skill_seekers/cli/parsers/extractors/base_parser.py	154	# Create a wrapper that looks like a path

Synthetic Comment Markers11 hits · 68 pts

Severity	File	Line	Snippet
HIGH	CHANGELOG.md	13	- `skill-seekers scan <dir>` command (#327) — point at any project; an AI agent inspects manifests, README, Dockerfi
HIGH	CHANGELOG.md	27	- Safety (#327) — atomic JSON writes via `os.replace` so SIGINT mid-write can't corrupt a config and silently flip i
HIGH	CHANGELOG.md	1301	- Combines manual header with auto-generated codebase analysis
HIGH	tests/test_scan_command.py	892	# First call → detection. Second call → AI-generated config.
HIGH	docs/features/BOOTSTRAP_SKILL_TECHNICAL.md	330	# AI-generated (generic):
HIGH	docs/getting-started/05-scan-a-project.md	122	# 🤖 18 AI-generated (preview — would invoke AI)
HIGH	src/skill_seekers/cli/scan_command.py	79	generated: list[Path] = field(default_factory=list) # subset: freshly AI-generated
HIGH	src/skill_seekers/cli/scan_command.py	1170	# Would have been AI-generated (subject to cap) or failed.
HIGH	src/skill_seekers/cli/test_example_extractor.py	80	ai_analysis: dict \| None = None # AI-generated analysis (C3.6)
HIGH	src/skill_seekers/cli/pattern_recognizer.py	56	ai_analysis: dict \| None = None # AI-generated analysis (C3.6)
HIGH	src/skill_seekers/cli/presets/manager.py	72	"how_to_guides": True, # ON - AI-generated guides

Magic Placeholder Names12 hits · 62 pts

Severity	File	Line	Snippet
HIGH	docs/features/UNIFIED_SCRAPING.md	673	skill-seekers create --config configs/react_unified.json --api-key YOUR_API_KEY
HIGH	docs/integrations/WEAVIATE.md	91	auth_client_secret=weaviate.AuthApiKey(api_key="your-api-key"),
HIGH	docs/integrations/WEAVIATE.md	224	auth_client_secret=weaviate.AuthApiKey(api_key="your-api-key"),
HIGH	docs/integrations/LANGCHAIN.md	208	pinecone.init(api_key="your-api-key", environment="us-west1-gcp")
HIGH	docs/integrations/QDRANT.md	224	api_key="your-api-key"
HIGH	docs/integrations/PINECONE.md	62	export PINECONE_API_KEY=your-api-key
HIGH	docs/integrations/PINECONE.md	182	pc = Pinecone(api_key="your-api-key")
HIGH	examples/pinecone-upsert/README.md	192	pc = Pinecone(api_key="your-api-key")
HIGH	examples/pinecone-upsert/quickstart.py	269	print(" export PINECONE_API_KEY=your-api-key")
HIGH	examples/weaviate-example/README.md	105	--api-key YOUR_API_KEY
HIGH	examples/weaviate-example/README.md	146	--api-key YOUR_API_KEY
HIGH	src/skill_seekers/cli/adaptors/qdrant.py	300	# api_key="your-api-key"

AI Slop Vocabulary23 hits · 48 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_generate_router_github.py	403	# Create comprehensive GitHub streams
MEDIUM	tests/test_preset_system.py	68	"""Test comprehensive preset configuration."""
MEDIUM	tests/test_preset_system.py	156	"""Test applying comprehensive preset."""
MEDIUM	tests/test_preset_system.py	220	# --comprehensive flag
MEDIUM	tests/test_preset_system.py	237	# Using --preset comprehensive
MEDIUM	tests/test_unified_parsers.py	25	"""Test RST parser with comprehensive example."""
MEDIUM	tests/test_guide_enhancer.py	506	"""Test comprehensive enhancement prompt generation"""
MEDIUM	scripts/run_benchmarks.sh	3	# Runs comprehensive benchmarks for all platform adaptors
MEDIUM	src/skill_seekers/workflows/unity-game-dev.yaml	2	description: Unity game development patterns, MonoBehaviour lifecycle, component architecture, memory management, and C#
MEDIUM	src/skill_seekers/mcp/server_legacy.py	1922	# Use ConfigValidator for comprehensive validation
MEDIUM	src/skill_seekers/mcp/tools/source_tools.py	418	# Use ConfigValidator for comprehensive validation
MEDIUM	src/skill_seekers/cli/scan_command.py	1294	# Nested event loop (Jupyter, async test harness): surface a clear
MEDIUM	src/skill_seekers/cli/unified_skill_builder.py	1506	"""Generate comprehensive ARCHITECTURE.md (C3.5 main deliverable)."""
MEDIUM	src/skill_seekers/cli/how_to_guide_builder.py	116	# AI enhancement (comprehensive - NEW)
MEDIUM	src/skill_seekers/cli/how_to_guide_builder.py	1085	# Add best practices as variations
MEDIUM	src/skill_seekers/cli/how_to_guide_builder.py	1099	# Add explanation to steps based on best practices
LOW	src/skill_seekers/cli/dependency_analyzer.py	793	# For now, just return the imported module if it exists in our file_nodes
LOW	src/skill_seekers/cli/estimate_pages.py	315	# If we can't parse the config, just use the filename
MEDIUM	src/skill_seekers/cli/utils.py	297	# ARCHITECTURE.md is high confidence (comprehensive)
MEDIUM	src/skill_seekers/cli/generate_router.py	215	# Build comprehensive description from all sub-skills
MEDIUM	src/skill_seekers/cli/generate_router.py	716	# Add comprehensive footer items
MEDIUM	src/skill_seekers/cli/generate_router.py	734	# NEW: Generate comprehensive description from all sub-skills
LOW	src/skill_seekers/cli/pattern_recognizer.py	441	# Check if it has logic (not just pass)

Cross-Language Confusion9 hits · 40 pts

Severity	File	Line	Snippet
HIGH	tests/test_pattern_recognizer.py	98	if (instance == null) {
HIGH	tests/test_pattern_recognizer.py	410	if (instance == null) {
HIGH	tests/test_pattern_recognizer.py	674	if (instance == null) instance = new DatabaseConnection();
HIGH	tests/test_kotlin_support.py	22	val email: String? = null,
HIGH	tests/test_kotlin_support.py	158	val user = User(2, "", null)
HIGH	src/skill_seekers/mcp/config_publisher.py	210	repo.remotes.origin.push(target_branch)
HIGH	src/skill_seekers/mcp/marketplace_publisher.py	161	repo.git.push(push_url, target_branch)
HIGH	src/skill_seekers/cli/scan_command.py	1218	pipelines (`scan && build`) detect that the scan didn't produce anything.
HIGH	src/skill_seekers/cli/install_agent.py	449	print(" sudo mkdir -p ~/.amp && sudo chown -R $USER ~/.amp")

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet
CRITICAL	docs/UML/html/index.html/assets/js/jquery-2.1.0.min.js	3	while(c--)d=g[c].name,0===d.indexOf("data-")&&(d=o.camelCase(d.slice(5)),P(f,d,e[d]));L.set(f,"hasDataAttrs",!0)}return
CRITICAL	src/skill_seekers/cli/storage/azure_storage.py	11	from azure.core.exceptions import ResourceNotFoundError

Over-Commented Block20 hits · 19 pts

Severity	File	Line	Snippet
LOW	tests/test_sync_config_e2e.py	21
LOW	docs/archive/legacy/USAGE.md	301
LOW	docs/plans/video/07_VIDEO_DEPENDENCIES.md	401	# scenedetect ❌ Not installed
LOW	docs/features/BOOTSTRAP_SKILL_TECHNICAL.md	561	head -10 scripts/skill_header.md
LOW	docs/features/ENHANCEMENT_MODES.md	281	### Check Status Command
LOW	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	41	for url in all_urls: # How do you even get all URLs?
LOW	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	61	# Day 5: Add metadata
LOW	docs/zh-CN/reference/LARGE_DOCUMENTATION.md	341	# - aws-compute (EC2, Lambda)
LOW	docs/integrations/LANGCHAIN.md	121	```bash
LOW	docs/integrations/LLAMA_INDEX.md	121	```
LOW	docs/reference/LARGE_DOCUMENTATION.md	341	# - aws-compute (EC2, Lambda)
LOW	examples/http_transport_examples.sh	1	#!/bin/bash
LOW	examples/http_transport_examples.sh	61	# TESTING
LOW	examples/http_transport_examples.sh	81	# }
LOW	examples/haystack-pipeline/requirements.txt	1	# Haystack Pipeline Example Requirements
LOW	templates/github-actions/update-skills.yml	1	# GitHub Actions template for auto-updating Skill Seekers skills
LOW	templates/github-actions/update-skills.yml	61	fail-fast: false
LOW	src/skill_seekers/cli/skill_converter.py	81	# Callers must construct it directly, not via get_converter().
LOW	src/skill_seekers/cli/scan_command.py	621	"""
LOW	src/skill_seekers/cli/main.py	41

Fake / Example Data15 hits · 17 pts

Severity	File	Line	Snippet
LOW	tests/test_chunking_integration.py	34	content = "# Test Skill\n\n" + ("Lorem ipsum dolor sit amet. " * 2000)
LOW	tests/test_chunking_integration.py	34	content = "# Test Skill\n\n" + ("Lorem ipsum dolor sit amet. " * 2000)
LOW	tests/test_chunking_integration.py	148	""" + ("Lorem ipsum dolor sit amet. " * 1000) # Make it large enough to force chunking
LOW	tests/test_chunking_integration.py	148	""" + ("Lorem ipsum dolor sit amet. " * 1000) # Make it large enough to force chunking
LOW	tests/test_chunking_integration.py	263	content = "Lorem ipsum dolor sit amet. " * 2000 # >512 tokens
LOW	tests/test_chunking_integration.py	263	content = "Lorem ipsum dolor sit amet. " * 2000 # >512 tokens
LOW	tests/test_config_publisher.py	27	repo.config_writer().set_value("user", "email", "test@test.com").release()
LOW	tests/test_adaptor_benchmarks.py	63	skill_content = f"# {skill_name.title()} Skill\n\n" + "Lorem ipsum dolor sit amet. " * 500
LOW	tests/test_adaptor_benchmarks.py	63	skill_content = f"# {skill_name.title()} Skill\n\n" + "Lorem ipsum dolor sit amet. " * 500
LOW	tests/test_marketplace_publisher.py	303	repo.config_writer().set_value("user", "email", "test@test.com").release()
LOW	tests/test_marketplace_publisher.py	311	"owner": {"name": "Test", "email": "test@test.com"},
LOW	tests/test_quality_metrics.py	110	(skill_dir / "SKILL.md").write_text("# Skill\n\nLorem ipsum dolor sit amet")
LOW	tests/test_quality_metrics.py	110	(skill_dir / "SKILL.md").write_text("# Skill\n\nLorem ipsum dolor sit amet")
LOW	docs/reference/CONFIG_FORMAT.md	371	"username": "user@example.com",
LOW	src/skill_seekers/cli/quality_metrics.py	197	placeholders = [r"\blorem ipsum\b", r"\bplaceholder\b", r"\bcoming soon\b"]

Overly Generic Function Names6 hits · 7 pts

Severity	File	Line	Snippet
LOW	tests/test_framework_detection.py	122	(app_dir / "utils.py").write_text("def my_function():\n return 'hello'\n")
LOW	tests/test_video_scraper.py	582	_classify_content_type("import os\ndef process_data(): return result"),
LOW	tests/test_code_analyzer.py	450	def test_function(a, b):
LOW	tests/test_code_analyzer.py	178	def helper():
LOW	tests/test_benchmark.py	187	def my_function(x):
LOW	tests/test_scraper_features.py	122	html = "<code>def my_function():\n pass</code>"

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet
LOW	templates/github-actions/update-skills.yml	6	# Usage:

Slop Phrases1 hit · 0 pts

Severity	File	Line	Snippet
LOW	src/skill_seekers/cli/video_setup.py	827	print(f"\nDon't forget to activate the venv first:")

Score History

Severity Breakdown

Pattern Findings