yusufkaraaslan/Skill_Seekers

7.9

Adjusted Score

7.9

Raw Score

100%

Time Factor

2026-08-27

Last Push

14.8K

Stars

Python

Language

1.1M

Lines of Code

2.9K

Files

6.2K

Pattern Hits

2026-08-29

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 2HIGH 194MEDIUM 997LOW 4965

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 6158 distinct pattern matches across 24 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.

Hyper-Verbose Identifiers3263 hits · 2922 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	425	def test_config_validation_with_missing_fields():	CODE
LOW⚡	tests/test_mcp_inprocess_tools.py	40	def test_captures_stdout_and_returns_zero_for_none(self):	CODE
LOW⚡	tests/test_mcp_inprocess_tools.py	49	def test_patches_and_restores_sys_argv(self):	CODE
LOW⚡	tests/test_mcp_inprocess_tools.py	105	def test_system_exit_int_passes_through(self):	CODE
LOW⚡	tests/test_mcp_inprocess_tools.py	112	def test_system_exit_none_maps_to_zero(self):	CODE
LOW⚡	tests/test_mcp_inprocess_tools.py	119	def test_system_exit_message_maps_to_one_with_stderr(self):	CODE
LOW⚡	tests/test_mcp_inprocess_tools.py	147	def test_log_handler_removed_after_call(self):	CODE
LOW	tests/test_mcp_inprocess_tools.py	62	def test_sys_argv_restored_on_exception(self):	CODE
LOW	tests/test_mcp_inprocess_tools.py	73	def test_parses_argv_through_a_real_parser(self):	CODE
LOW	tests/test_mcp_inprocess_tools.py	135	def test_skill_seekers_logger_output_is_captured(self):	CODE
LOW	tests/test_mcp_inprocess_tools.py	176	async def test_argv_passed_to_module(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	190	async def test_unlimited_maps_to_minus_one(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	204	async def test_nonzero_exit_maps_to_error_text(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	220	async def test_system_exit_does_not_propagate(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	232	async def test_output_does_not_claim_hard_timeout_cap(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	267	async def test_missing_input_short_circuits(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	323	async def test_real_parser_round_trip(self, tmp_path):	CODE
LOW	tests/test_mcp_inprocess_tools.py	361	async def test_module_sys_exit_contained(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	376	async def test_argv_matches_real_parser_flags(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_mcp_inprocess_tools.py	419	async def test_enhance_maps_to_ai_mode_api(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_mcp_inprocess_tools.py	442	async def test_enhance_local_maps_to_ai_mode_local(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_mcp_inprocess_tools.py	461	async def test_explicit_ai_mode_wins_over_enhance_booleans(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_mcp_inprocess_tools.py	485	async def test_no_enhancement_passes_no_ai_mode(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_mcp_inprocess_tools.py	534	async def test_module_exception_maps_to_error(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	550	async def test_no_matching_configs_short_circuits(self, tmp_path):	CODE
LOW	tests/test_mcp_inprocess_tools.py	614	async def test_failure_keeps_error_marker_contract(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	635	async def test_happy_path_system_exit_zero(self, monkeypatch):	CODE
LOW	tests/test_mcp_inprocess_tools.py	671	async def test_failure_exit_maps_to_error(self, monkeypatch):	CODE
LOW⚡	tests/test_conflict_detector.py	9	def test_detector_with_empty_docs_data(self):	CODE
LOW⚡	tests/test_conflict_detector.py	16	def test_detector_with_empty_code_data(self):	CODE
LOW⚡	tests/test_conflict_detector.py	23	def test_detector_with_both_empty(self):	CODE
LOW⚡	tests/test_conflict_detector.py	30	def test_apis_with_non_dict_structure(self):	CODE
LOW⚡	tests/test_conflict_detector.py	38	def test_conflict_dataclass_all_fields_none(self):	CODE
LOW	tests/test_conflict_detector.py	49	def test_conflict_asdict_with_all_fields(self):	CODE
LOW	tests/test_install_skill.py	37	async def test_validation_no_config(self):	CODE
LOW	tests/test_install_skill.py	48	async def test_validation_both_configs(self):	CODE
LOW	tests/test_install_skill.py	65	async def test_dry_run_with_config_name(self):	CODE
LOW	tests/test_install_skill.py	87	async def test_dry_run_with_config_path(self):	CODE
LOW	tests/test_install_skill.py	112	async def test_enhancement_is_mandatory(self):	CODE
LOW	tests/test_install_skill.py	142	async def test_full_workflow_with_fetch(	CODE
LOW	tests/test_install_skill.py	214	async def test_workflow_with_existing_config(	CODE
LOW	tests/test_install_skill.py	283	async def test_scrape_phase_failure(self, mock_open, mock_scrape):	CODE
LOW	tests/test_install_skill.py	310	async def test_enhancement_phase_failure(self, mock_open, mock_subprocess, mock_scrape):	CODE
LOW	tests/test_install_skill_e2e.py	408	def test_cli_validation_error_no_config(self):	CODE
LOW	tests/test_install_skill_e2e.py	447	async def test_cli_full_workflow_mocked(	CODE
LOW	tests/test_install_skill_e2e.py	483	def test_cli_via_unified_command(self, test_config_file):	CODE
LOW	tests/test_setup_scripts.py	39	def test_references_correct_mcp_directory(self, script_content):	CODE
LOW	tests/test_setup_scripts.py	62	def test_requirements_txt_path(self, script_content):	CODE
LOW	tests/test_setup_scripts.py	102	def test_referenced_files_exist(self):	CODE
LOW⚡	tests/test_setup_scripts.py	114	def test_config_directory_exists(self):	CODE
LOW⚡	tests/test_setup_scripts.py	119	def test_script_is_executable(self, script_path):	CODE
LOW⚡	tests/test_setup_scripts.py	125	def test_json_config_path_format(self, script_content):	CODE
LOW	tests/test_setup_scripts.py	140	def test_pytest_command_references(self, script_content):	CODE
LOW⚡	tests/test_setup_scripts.py	158	def test_all_scripts_have_shebang(self, all_bash_scripts):	CODE
LOW⚡	tests/test_setup_scripts.py	166	def test_all_scripts_syntax_valid(self, all_bash_scripts):	CODE
LOW⚡	tests/test_setup_scripts.py	172	def test_all_scripts_use_set_e(self, all_bash_scripts):	CODE
LOW	tests/test_setup_scripts.py	183	def test_no_deprecated_backticks(self, all_bash_scripts):	CODE
LOW	tests/test_setup_scripts.py	200	def test_github_workflows_reference_correct_paths(self):	CODE
LOW	tests/test_setup_scripts.py	212	def test_readme_references_correct_paths(self):	CODE
LOW	tests/test_setup_scripts.py	226	def test_documentation_references_correct_paths(self):	CODE
3203 more matches not shown…

Decorative Section Separators757 hits · 2554 pts

Severity	File	Line	Snippet	Context
MEDIUM	setup.sh	26	# =============================================================================	COMMENT
MEDIUM	setup.sh	28	# =============================================================================	COMMENT
MEDIUM	setup.sh	49	# =============================================================================	COMMENT
MEDIUM	setup.sh	51	# =============================================================================	COMMENT
MEDIUM	setup.sh	98	# =============================================================================	COMMENT
MEDIUM	setup.sh	100	# =============================================================================	COMMENT
MEDIUM	setup.sh	139	# =============================================================================	COMMENT
MEDIUM	setup.sh	141	# =============================================================================	COMMENT
MEDIUM	setup.sh	197	# =============================================================================	COMMENT
MEDIUM	setup.sh	199	# =============================================================================	COMMENT
MEDIUM⚡	setup.sh	384	# =============================================================================	COMMENT
MEDIUM⚡	setup.sh	386	# =============================================================================	COMMENT
MEDIUM	setup.sh	460	# =============================================================================	COMMENT
MEDIUM	setup.sh	462	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	57	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	59	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	64	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	66	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	102	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	104	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	472	# =============================================================================	COMMENT
MEDIUM⚡	setup_mcp.sh	474	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	29	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	31	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	171	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	173	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	217	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	219	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	277	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	279	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	548	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	550	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	582	# =============================================================================	COMMENT
MEDIUM	setup_mcp.sh	584	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_inprocess_tools.py	34	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_inprocess_tools.py	36	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_inprocess_tools.py	154	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_inprocess_tools.py	156	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_workflow_runner.py	81	# ─────────────────────────── run_workflows ──────────────────────────────────	COMMENT
MEDIUM	tests/test_workflow_runner.py	22	# ─────────────────────────── helpers ────────────────────────────────────────	COMMENT
MEDIUM	tests/test_workflow_runner.py	40	# ─────────────────────────── collect_workflow_vars ──────────────────────────	COMMENT
MEDIUM	tests/test_workflow_runner.py	415	# ────────────────── bundled preset loading (integration) ─────────────────────	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	170	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	172	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	263	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	265	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	436	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	438	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	537	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	539	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	592	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	594	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	741	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	743	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	796	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	798	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	845	# ============================================================================	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	847	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_fastmcp.py	44	# ============================================================================	COMMENT
MEDIUM	tests/test_mcp_fastmcp.py	46	# ============================================================================	COMMENT
697 more matches not shown…

Structural Annotation Overuse324 hits · 523 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_quality_checker.py	392	# Step 1: Initialize the client	COMMENT
LOW⚡	tests/test_quality_checker.py	393	# Step 2: Configure options	COMMENT
LOW⚡	tests/test_quality_checker.py	394	# Step 3: Run the query	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	755	# Step 1: Generate config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	761	# Step 2: Validate config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	769	# Step 1: Add source	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	775	# Step 2: Fetch config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	783	# Step 1: Split config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	789	# Step 2: Generate router	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	133	# Step 2: List available configs	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	139	# Step 3: Fetch specific config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	142	# Step 4: Verify config content	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	182	# Step 2: List sources	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	187	# Step 3: Get source details	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	191	# Step 4: Clone via source name	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	199	# Step 5: Fetch config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	204	# Step 6: Update source (re-add with different priority)	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	214	# Step 7: Remove source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	218	# Step 8: Verify removal	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	241	# Step 1: Add multiple sources with different priorities	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	246	# Step 2: Verify sources are sorted by priority	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	253	# Step 3: Enable/disable sources	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	256	# Step 4: List enabled sources only	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	278	# Step 1: Clone repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	286	# Step 2: Add new commit to original repo	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	305	# Step 3: Pull updates	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	313	# Step 4: Verify new config is available	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	337	# Step 1: Clone repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	342	# Step 2: Modify local cache manually	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	349	# Step 3: Force refresh	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	357	# Step 4: Verify cache was reset	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	377	# Step 1: Clone repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	382	# Step 2: Try to fetch non-existent config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	386	# Step 3: Verify helpful error message with suggestions	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	460	# Step 1: Add source with one instance	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	464	# Step 2: Create new instance	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	467	# Step 3: Verify source persists	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	473	# Step 4: Modify source with new instance	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	480	# Step 5: Verify changes persist	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	505	# Step 1: Clone to cache_dir_1	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	511	# Step 2: Clone same repo to cache_dir_2	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	517	# Step 3: Verify both caches are independent	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	522	# Step 4: Modify one cache	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	527	# Step 5: Verify other cache is unaffected	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	552	# Step 1: Add GitHub source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	560	# Step 2: Verify GITHUB_TOKEN was auto-detected	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	563	# Step 3: Add GitLab source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	571	# Step 4: Verify GITLAB_TOKEN was auto-detected	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	599	# Step 1: Team lead creates repository (already done by fixture)	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	601	# Step 2: Team lead registers source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	607	# Step 3: Developer 1 clones and uses config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	617	# Step 4: Developer 2 uses same source (should use cache, not re-clone)	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	624	# Step 5: Team lead updates repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	635	# Step 6: Developers pull updates	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	643	# Step 7: Config is removed from repo	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	652	# Step 8: Error handling works correctly	COMMENT
LOW	tests/test_git_sources_e2e.py	122	# Step 1: Clone repository	COMMENT
LOW	tests/test_git_sources_e2e.py	169	# Step 1: Add source to registry	COMMENT
LOW⚡	tests/test_mcp_server.py	564	# Step 1: Generate config using skill_seeker_server	COMMENT
LOW⚡	tests/test_mcp_server.py	573	# Step 2: Validate config	COMMENT
264 more matches not shown…

Modern AI Meta-Vocabulary144 hits · 436 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	144	- Safety (#327) — atomic JSON writes via `os.replace` so SIGINT mid-write can't corrupt a config and silently flip i	CODE
MEDIUM	CHANGELOG.md	798	#### RAG & Vector Databases (8)	COMMENT
MEDIUM	pyproject.toml	176	# RAG vector database upload support	COMMENT
MEDIUM	tests/test_chunking_integration.py	199	# Package with RAG platform (should auto-enable chunking)	COMMENT
MEDIUM⚡	tests/test_enhance_skill_local.py	507	# run() orchestration	COMMENT
MEDIUM	tests/test_execution_context.py	193	# NOTE: RAG/chunking config was removed from ExecutionContext — it belongs to	COMMENT
MEDIUM	tests/test_adaptor_benchmarks.py	94	"haystack", # RAG frameworks	CODE
MEDIUM	tests/test_adaptor_benchmarks.py	194	# Test with LangChain (representative RAG adaptor)	COMMENT
MEDIUM⚡	tests/test_unified_scraper_orchestration.py	591	# 6. run() orchestration	COMMENT
MEDIUM	docs/README.md	177	### I Want to Build RAG Pipelines	COMMENT
MEDIUM	docs/BEST_PRACTICES.md	494	This guide was contributed by the [AI Writing Guide](https://github.com/jmagly/ai-writing-guide) project, which uses Ski	CODE
MEDIUM	docs/archive/historical/HTTPX_SKILL_GRADING.md	1113	- [4 Agentic AI Design Patterns - AIMultiple](https://research.aimultiple.com/agentic-ai-design-patterns/)	CODE
MEDIUM	docs/archive/historical/HTTPX_SKILL_GRADING.md	1114	- [Traditional RAG vs. Agentic RAG - NVIDIA](https://developer.nvidia.com/blog/traditional-rag-vs-agentic-rag-why-ai-age	CODE
MEDIUM	docs/user-guide/04-packaging.md	186	## RAG Chunking	COMMENT
MEDIUM	docs/user-guide/04-packaging.md	290	# Use in RAG pipeline	COMMENT
MEDIUM	docs/plans/video/01_VIDEO_RESEARCH.md	23	### How the Industry Processes Video for AI/RAG	COMMENT
MEDIUM	docs/plans/video/06_VIDEO_TESTING.md	39	├── test_video_scraper.py # Main scraper orchestration tests	CODE
MEDIUM	docs/plans/video/05_VIDEO_OUTPUT.md	485	## RAG Chunking for Video	COMMENT
MEDIUM	docs/plans/video/05_VIDEO_OUTPUT.md	506	### RAG Metadata per Chunk	COMMENT
MEDIUM	docs/roadmap/README.md	210	### vs RAG Systems	COMMENT
MEDIUM	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	1	# Skill Seekers: The Universal Preprocessor for RAG Systems	COMMENT
MEDIUM	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	28	## The RAG Data Problem Nobody Talks About	COMMENT
MEDIUM	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	66	# Day 6: Format for your RAG framework	COMMENT
MEDIUM	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	185	python deploy_rag.py # Your RAG pipeline	CODE
MEDIUM	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	343	# Load into your RAG pipeline	COMMENT
MEDIUM	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	421	# Create RAG pipeline (3 lines)	COMMENT
MEDIUM	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	570	# You're 15 minutes away from production-ready RAG data.	COMMENT
MEDIUM	docs/zh-CN/README.md	179	### 我想构建 RAG 流水线	COMMENT
MEDIUM	docs/zh-CN/user-guide/04-packaging.md	179	## RAG 分块	COMMENT
MEDIUM	docs/zh-CN/user-guide/04-packaging.md	283	# 用于 RAG 管道	COMMENT
MEDIUM	docs/zh-CN/getting-started/04-next-steps.md	141	### 用例 3：RAG Pipeline	COMMENT
MEDIUM	docs/zh-CN/getting-started/04-next-steps.md	187	### 面向 RAG 工程师	COMMENT
MEDIUM	docs/zh-CN/reference/API_REFERENCE.md	347	#### 带分块的打包（RAG/向量目标）[offline]	COMMENT
MEDIUM	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	352	### 1. 智能体 RAG（2026+ 推荐）	COMMENT
MEDIUM	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	387	- [Traditional RAG vs. Agentic RAG - NVIDIA](https://developer.nvidia.com/blog/traditional-rag-vs-agentic-rag-why-ai-age	CODE
MEDIUM	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	388	- [What is Agentic RAG? - IBM](https://www.ibm.com/think/topics/agentic-rag)	CODE
MEDIUM	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	430	- [4 Agentic AI Design Patterns - AIMultiple](https://research.aimultiple.com/agentic-ai-design-patterns/)	CODE
MEDIUM	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	454	- [4 Agentic AI Design Patterns - AIMultiple](https://research.aimultiple.com/agentic-ai-design-patterns/)	CODE
MEDIUM⚡	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	902	- [4 Agentic AI Design Patterns - AIMultiple](https://research.aimultiple.com/agentic-ai-design-patterns/)	CODE
MEDIUM⚡	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	903	- [Traditional RAG vs. Agentic RAG - NVIDIA](https://developer.nvidia.com/blog/traditional-rag-vs-agentic-rag-why-ai-age	CODE
MEDIUM⚡	docs/zh-CN/reference/AI_SKILL_STANDARDS.md	904	- [What is Agentic RAG? - IBM](https://www.ibm.com/think/topics/agentic-rag)	CODE
MEDIUM	docs/integrations/CLINE.md	507	### Cline + RAG Pipeline	COMMENT
MEDIUM	docs/integrations/CLINE.md	522	# Also create RAG pipeline	COMMENT
MEDIUM	docs/integrations/WEAVIATE.md	427	### 3. Generative Search (RAG in Weaviate)	COMMENT
MEDIUM	docs/integrations/WEAVIATE.md	958	# Then use with_generate() for RAG	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	1	# Building RAG Pipelines with Skill Seekers	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	9	## 🎯 What is RAG?	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	28	## ✨ Skill Seekers: Universal RAG Preprocessor	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	67	## 🏗️ Complete RAG Architecture	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	69	### Basic RAG Pipeline	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	196	## 🎨 RAG Pipeline Patterns	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	251	### Pattern 2: Multi-Source RAG	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	405	### Pattern 4: Conversational RAG (Chat with Memory)	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	465	### Pattern 5: Filtered RAG (User/Project-Specific)	COMMENT
MEDIUM	docs/integrations/RAG_PIPELINES.md	541	### Deployment 1: Serverless RAG (AWS Lambda + Pinecone)	COMMENT
MEDIUM	docs/integrations/WINDSURF.md	363	### Windsurf + RAG Pipeline	COMMENT
MEDIUM	docs/integrations/WINDSURF.md	370	# 2. RAG chunks (for deep search)	COMMENT
MEDIUM	docs/integrations/WINDSURF.md	382	# Also create RAG pipeline for deep search	COMMENT
MEDIUM	docs/integrations/WINDSURF.md	387	# - output/react-langchain/ (for custom RAG search)	COMMENT
MEDIUM	docs/integrations/WINDSURF.md	401	# Query your RAG pipeline	COMMENT
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Excessive Try-Catch Wrapping434 hits · 422 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_mcp_inprocess_tools.py	283	print("Error: File not found: nope.py", file=sys.stderr)	CODE
LOW⚡	tests/test_integration_adaptors.py	122	except Exception:	CODE
LOW⚡	tests/test_integration_adaptors.py	148	except Exception as e:	CODE
LOW	tests/test_integration_adaptors.py	228	except Exception as e:	CODE
LOW⚡	tests/test_integration_adaptors.py	298	except Exception as e:	CODE
LOW	tests/test_integration_adaptors.py	373	except Exception as e:	CODE
LOW⚡	tests/test_integration_adaptors.py	432	except Exception as e:	CODE
LOW	tests/test_integration_adaptors.py	533	except Exception as e:	CODE
LOW	tests/test_c3_integration.py	288	except Exception as e:	CODE
LOW	tests/test_real_world_fastmcp.py	105	except Exception as e:	CODE
LOW⚡	tests/test_utilities.py	207	except Exception as e:	CODE
LOW⚡	tests/test_utilities.py	218	except Exception as e:	CODE
LOW	tests/test_video_scraper.py	3292	except Exception:	CODE
LOW	tests/test_unified_mcp_integration.py	266	except Exception as e:	CODE
LOW	tests/test_guide_enhancer.py	463	except Exception:	CODE
LOW	tests/test_bootstrap_skill_e2e.py	164	except Exception as e:	CODE
LOW⚡	tests/test_adaptors/test_adaptors_e2e.py	531	except Exception as e:	CODE
LOW	tests/test_adaptors/test_adaptors_e2e.py	858	except Exception as e:	CODE
LOW	docs/plans/video/01_VIDEO_RESEARCH.md	258	except Exception:	CODE
LOW⚡	docs/plans/video/03_VIDEO_PIPELINE.md	361	except Exception as e:	CODE
LOW⚡	docs/plans/video/03_VIDEO_PIPELINE.md	369	except Exception:	CODE
LOW⚡	docs/plans/video/03_VIDEO_PIPELINE.md	377	except Exception:	CODE
LOW	docs/plans/video/03_VIDEO_PIPELINE.md	388	except Exception:	CODE
LOW	docs/plans/video/03_VIDEO_PIPELINE.md	399	except Exception:	CODE
LOW	docs/roadmap/INTELLIGENCE_SYSTEM_ARCHITECTURE.md	749	except Exception as e:	CODE
LOW	docs/zh-CN/reference/CODE_QUALITY.md	157	except Exception:	CODE
LOW	docs/zh-CN/reference/CODE_QUALITY.md	165	except Exception as e:	CODE
LOW	docs/integrations/WEAVIATE.md	282	except Exception as e:	CODE
LOW	docs/integrations/WEAVIATE.md	722	except Exception as e:	CODE
LOW	docs/integrations/QDRANT.md	774	except Exception as e:	CODE
LOW	docs/reference/CODE_QUALITY.md	157	except Exception:	CODE
LOW	docs/reference/CODE_QUALITY.md	165	except Exception as e:	CODE
LOW	docs/strategy/ARBITRARY_LIMITS_AND_DEAD_CODE_PLAN.md	277	except Exception as e:	CODE
LOW	examples/test_http_server.py	63	except Exception as e:	CODE
LOW	examples/test_http_server.py	84	except Exception as e:	CODE
LOW	examples/pinecone-upsert/quickstart.py	248	except Exception as e:	CODE
LOW⚡	examples/pinecone-upsert/quickstart.py	343	except Exception as e:	CODE
LOW	examples/continue-dev-universal/context_server.py	168	except Exception as e:	CODE
LOW	examples/weaviate-example/3_query_example.py	49	except Exception as e:	CODE
LOW	examples/weaviate-example/3_query_example.py	97	except Exception as e:	CODE
LOW	examples/weaviate-example/3_query_example.py	132	except Exception as e:	CODE
LOW	examples/weaviate-example/3_query_example.py	172	except Exception as e:	CODE
LOW	examples/weaviate-example/3_query_example.py	203	except Exception as e:	CODE
LOW	examples/weaviate-example/3_query_example.py	235	except Exception as e:	CODE
LOW	examples/weaviate-example/2_upload_to_weaviate.py	59	except Exception as e:	CODE
LOW	examples/llama-index-query-engine/quickstart.py	163	except Exception as e:	CODE
LOW⚡	examples/llama-index-query-engine/quickstart.py	212	except Exception as e:	CODE
LOW	examples/cursor-react-skill/generate_cursorrules.py	138	except Exception as e:	CODE
LOW	examples/chroma-example/3_query_example.py	41	except Exception as e:	CODE
LOW	examples/chroma-example/3_query_example.py	49	except Exception as e:	CODE
LOW	examples/chroma-example/3_query_example.py	101	except Exception as e:	CODE
LOW	examples/chroma-example/3_query_example.py	143	except Exception as e:	CODE
LOW	examples/chroma-example/3_query_example.py	174	except Exception as e:	CODE
LOW	examples/chroma-example/3_query_example.py	214	except Exception as e:	CODE
LOW	examples/chroma-example/3_query_example.py	242	except Exception as e:	CODE
LOW	examples/chroma-example/2_upload_to_chroma.py	50	except Exception as e:	CODE
LOW	examples/chroma-example/2_upload_to_chroma.py	95	except Exception as e:	CODE
LOW	examples/chroma-example/2_upload_to_chroma.py	115	except Exception as e:	CODE
LOW	examples/haystack-pipeline/quickstart.py	126	except Exception as e:	CODE
LOW	examples/langchain-rag-pipeline/quickstart.py	204	except Exception as e:	CODE
374 more matches not shown…

Docstring Block Structure80 hits · 400 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	344	Scrape a single page and extract content. Args: url: The URL to scrape selectors: Dictionary o	STRING
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	STRING
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	STRING
HIGH	examples/continue-dev-universal/context_server.py	42	Load framework documentation from Skill Seekers output. Args: framework: Framework name (vue, react, d	STRING
HIGH	src/skill_seekers/benchmark/runner.py	52	Run single benchmark. Args: name: Benchmark name benchmark_func: Function that	STRING
HIGH	src/skill_seekers/benchmark/runner.py	94	Run multiple benchmarks. Args: benchmarks: Dict of name -> benchmark function	STRING
HIGH	src/skill_seekers/benchmark/runner.py	122	Compare two benchmark reports. Args: baseline_path: Path to baseline report cu	STRING
HIGH	src/skill_seekers/benchmark/runner.py	259	Get path to latest benchmark with given name. Args: name: Benchmark name Returns:	STRING
HIGH	src/skill_seekers/benchmark/framework.py	134	Time an operation. Args: operation: Operation name iterations: Number of itera	STRING
HIGH	src/skill_seekers/benchmark/framework.py	166	Track memory usage. Args: operation: Operation name Yields: None	STRING
HIGH	src/skill_seekers/benchmark/framework.py	229	Measure function execution. Args: func: Function to measure *args: Positional	STRING
HIGH	src/skill_seekers/benchmark/framework.py	260	Decorator for timing functions. Args: operation: Operation name (defaults to func.__name__	STRING
HIGH	src/skill_seekers/embedding/server.py	126	Generate embedding for a single text. Args: request: Embedding request Returns:	STRING
HIGH	src/skill_seekers/embedding/server.py	165	Generate embeddings for multiple texts. Args: request: Batch embedding request Re	STRING
HIGH	src/skill_seekers/embedding/server.py	230	Generate embeddings for skill content. Args: request: Skill embedding request Ret	STRING
HIGH	src/skill_seekers/embedding/generator.py	190	Generate embedding for a single text. Args: text: Text to embed model: Model n	STRING
HIGH	src/skill_seekers/embedding/generator.py	224	Generate embeddings for multiple texts. Args: texts: List of texts to embed mo	STRING
HIGH	src/skill_seekers/mcp/server_fastmcp.py	735	Extract configuration patterns from config files with optional AI enhancement. Analyzes configuration files in	STRING
HIGH	src/skill_seekers/mcp/server_fastmcp.py	1140	Submit a custom config file to the community. Args: config_path: Path to config JSON file to submit (e	STRING
HIGH	src/skill_seekers/mcp/tools/source_tools.py	369	Submit a custom config to skill-seekers-configs repository via GitHub issue. Validates the config (both legacy	STRING
HIGH	src/skill_seekers/cli/skill_converter.py	166	Get the appropriate converter for a source type. Args: source_type: Source type from SourceDetector (web, g	STRING
HIGH	src/skill_seekers/cli/pptx_scraper.py	828	Group slides into sections based on layout type and section breaks. Section breaks are detected from: 1	STRING
HIGH	src/skill_seekers/cli/codebase_scraper.py	989	Analyze local codebase and extract code knowledge. Args: directory: Directory to analyze outpu	STRING
HIGH	src/skill_seekers/cli/video_visual.py	705	Detect scene boundaries in a video using scenedetect. Args: video_path: Path to video file. Returns:	STRING
HIGH	src/skill_seekers/cli/video_visual.py	736	Extract keyframes at specified timestamps using OpenCV. Args: video_path: Path to video file. times	STRING
HIGH	src/skill_seekers/cli/video_visual.py	1058	Extract text from a video frame using EasyOCR. Applies frame-type-aware preprocessing and OCR parameters for be	STRING
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	STRING
HIGH	src/skill_seekers/cli/config_validator.py	534	Validate config file and return validator instance. Args: config_path: Path to config JSON file R	STRING
HIGH	src/skill_seekers/cli/how_to_guide_builder.py	873	Main entry point - build guides from workflow examples. Args: examples: List of TestExampl	STRING
HIGH	src/skill_seekers/cli/video_scraper.py	112	Parse a time string into seconds. Accepted formats: - Plain seconds: ``"330"`` or ``"330.5"`` - MM:	STRING
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	STRING
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:	STRING
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	STRING
HIGH	src/skill_seekers/cli/openapi_scraper.py	320	Detect the OpenAPI/Swagger version from the spec. Args: spec: Parsed spec dictionary. Retu	STRING
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	STRING
HIGH	src/skill_seekers/cli/rate_limit_handler.py	136	Check if response indicates rate limit and handle it. Args: response: requests.Response ob	STRING
HIGH	src/skill_seekers/cli/rate_limit_handler.py	218	Handle rate limit based on strategy. Args: rate_info: Dict with rate limit information	STRING
HIGH	src/skill_seekers/cli/doc_scraper.py	2435	Load and validate configuration from JSON file. Automatically fetches configs from SkillSeekersWeb.com API if not f	STRING
HIGH	src/skill_seekers/cli/install_agent.py	58	Resolve the installation path for a given agent. Handles both global paths (~/.<agent>/skills/) and project-re	STRING
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.	STRING
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	STRING
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	STRING
HIGH	src/skill_seekers/cli/confluence_scraper.py	1276	Load previously extracted data from a JSON file. Args: json_path: Path to the intermediate extracte	STRING
HIGH	src/skill_seekers/cli/html_scraper.py	66	Collect HTML files from a path (file or directory). For a single file, returns a list with that file. For a directo	STRING
HIGH	src/skill_seekers/cli/source_detector.py	50	Detect source type and extract information. Args: source: User input (URL, path, repo, etc.)	STRING
HIGH	src/skill_seekers/cli/video_metadata.py	111	Extract metadata from a YouTube video URL without downloading. Args: url: YouTube video URL. Returns:	STRING
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:	STRING
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	STRING
HIGH	src/skill_seekers/cli/generate_router.py	295	Extract readable topic from skill name. Examples: - "fastmcp-oauth" -> "OAuth authentication"	STRING
HIGH	src/skill_seekers/cli/generate_router.py	466	Convert GitHub issue title to natural question format. Examples: - "OAuth fails on redirect" →	STRING
HIGH	src/skill_seekers/cli/generate_router.py	535	Parse issue title to extract problem-solution pattern. Analyzes the structure of closed issue titles t	STRING
HIGH	src/skill_seekers/cli/ai_enhancer.py	230	Enhance test examples with AI context and explanations. Args: examples: List of extracted	STRING
HIGH	src/skill_seekers/cli/ai_enhancer.py	352	Group enhanced examples into tutorial sections. Args: examples: Enhanced examples with AI	STRING
HIGH	src/skill_seekers/cli/man_scraper.py	285	Read man page files from a directory and parse them. Recognised extensions: ``.1`` -- ``.8``, ``.1p``, ``.3p``,	STRING
HIGH	src/skill_seekers/cli/video_transcript.py	49	Fetch YouTube captions via youtube-transcript-api. Args: video_id: YouTube video ID (11 chars). lan	STRING
HIGH	src/skill_seekers/cli/github_fetcher.py	147	Fetch everything and split into 3 streams. Args: output_dir: Directory to clone repository	STRING
HIGH	src/skill_seekers/cli/github_fetcher.py	305	Fetch one page of issues. Args: state: 'open' or 'closed' max_count: Maximum i	STRING
HIGH	src/skill_seekers/cli/storage/base_storage.py	51	Upload file to cloud storage. Args: local_path: Path to local file remote_path	STRING
HIGH	src/skill_seekers/cli/storage/base_storage.py	99	List files in cloud storage. Args: prefix: Prefix to filter files (directory path)	STRING
HIGH	src/skill_seekers/cli/storage/base_storage.py	129	Generate signed URL for file access. Args: remote_path: Path to file in cloud storage	STRING
20 more matches not shown…

Cross-File Repetition76 hits · 380 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_adaptors/test_markdown_adaptor.py	0	test that package creates zip file with correct structure	STRING
HIGH	tests/test_adaptors/test_minimax_adaptor.py	0	test that package creates zip file with correct structure	STRING
HIGH	tests/test_adaptors/test_claude_adaptor.py	0	test that package creates zip file with correct structure	STRING
HIGH	tests/test_adaptors/test_openai_adaptor.py	0	test that package creates zip file with correct structure	STRING
HIGH	tests/test_adaptors/test_chroma_adaptor.py	0	test upload returns instructions (no actual upload).	STRING
HIGH	tests/test_adaptors/test_qdrant_adaptor.py	0	test upload returns instructions (no actual upload).	STRING
HIGH	tests/test_adaptors/test_langchain_adaptor.py	0	test upload returns instructions (no actual upload).	STRING
HIGH	tests/test_adaptors/test_llama_index_adaptor.py	0	test upload returns instructions (no actual upload).	STRING
HIGH	tests/test_adaptors/test_haystack_adaptor.py	0	test upload returns instructions (no actual upload).	STRING
HIGH	tests/test_adaptors/test_faiss_adaptor.py	0	test upload returns instructions (no actual upload).	STRING
HIGH	tests/test_adaptors/test_weaviate_adaptor.py	0	test upload returns instructions (no actual upload).	STRING
HIGH	tests/test_adaptors/test_chroma_adaptor.py	0	test that api key validation returns false (no api needed).	STRING
HIGH	tests/test_adaptors/test_qdrant_adaptor.py	0	test that api key validation returns false (no api needed).	STRING
HIGH	tests/test_adaptors/test_langchain_adaptor.py	0	test that api key validation returns false (no api needed).	STRING
HIGH	tests/test_adaptors/test_llama_index_adaptor.py	0	test that api key validation returns false (no api needed).	STRING
HIGH	tests/test_adaptors/test_haystack_adaptor.py	0	test that api key validation returns false (no api needed).	STRING
HIGH	tests/test_adaptors/test_faiss_adaptor.py	0	test that api key validation returns false (no api needed).	STRING
HIGH	tests/test_adaptors/test_weaviate_adaptor.py	0	test that api key validation returns false (no api needed).	STRING
HIGH	tests/test_adaptors/test_langchain_adaptor.py	0	the copy-paste upload snippet must handle both package shapes.	STRING
HIGH	tests/test_adaptors/test_llama_index_adaptor.py	0	the copy-paste upload snippet must handle both package shapes.	STRING
HIGH	tests/test_adaptors/test_haystack_adaptor.py	0	the copy-paste upload snippet must handle both package shapes.	STRING
HIGH	tests/test_adaptors/test_gemini_adaptor.py	0	test successful enhancement - skipped (needs real api for integration test)	STRING
HIGH	tests/test_adaptors/test_claude_adaptor.py	0	test successful enhancement - skipped (needs real api for integration test)	STRING
HIGH	tests/test_adaptors/test_openai_adaptor.py	0	test successful enhancement - skipped (needs real api for integration test)	STRING
HIGH	docs/zh-CN/reference/C3_x_Router_Architecture.md	0	fetch from github and split into 3 streams. usage: fetcher = githubthreestreamfetcher( repo_url="https://github.com/face	STRING
HIGH	docs/reference/C3_x_Router_Architecture.md	0	fetch from github and split into 3 streams. usage: fetcher = githubthreestreamfetcher( repo_url="https://github.com/face	STRING
HIGH	src/skill_seekers/cli/github_fetcher.py	0	fetch from github and split into 3 streams. usage: fetcher = githubthreestreamfetcher( repo_url="https://github.com/face	STRING
HIGH	docs/zh-CN/reference/C3_x_Router_Architecture.md	0	unified analyzer for any codebase (local or github). key insight: c3.x is a depth mode, not a source type. usage: analyz	STRING
HIGH	docs/reference/C3_x_Router_Architecture.md	0	unified analyzer for any codebase (local or github). key insight: c3.x is a depth mode, not a source type. usage: analyz	STRING
HIGH	src/skill_seekers/cli/unified_codebase_analyzer.py	0	unified analyzer for any codebase (local or github). key insight: c3.x is a depth mode, not a source type. usage: analyz	STRING
HIGH	src/skill_seekers/mcp/git_repo.py	0	back-compat shim — module moved to ``skill_seekers.services.source_manager``. deprecated: import from ``skill_seekers.se	STRING
HIGH	src/skill_seekers/mcp/config_publisher.py	0	back-compat shim — module moved to ``skill_seekers.services.source_manager``. deprecated: import from ``skill_seekers.se	STRING
HIGH	src/skill_seekers/mcp/marketplace_publisher.py	0	back-compat shim — module moved to ``skill_seekers.services.source_manager``. deprecated: import from ``skill_seekers.se	STRING
HIGH	src/skill_seekers/mcp/marketplace_manager.py	0	back-compat shim — module moved to ``skill_seekers.services.source_manager``. deprecated: import from ``skill_seekers.se	STRING
HIGH	src/skill_seekers/mcp/source_manager.py	0	back-compat shim — module moved to ``skill_seekers.services.source_manager``. deprecated: import from ``skill_seekers.se	STRING
HIGH	src/skill_seekers/cli/asciidoc_scraper.py	0	extract key concepts from markdown headings across all sections.	STRING
HIGH	src/skill_seekers/cli/document_skill_builder.py	0	extract key concepts from markdown headings across all sections.	STRING
HIGH	src/skill_seekers/cli/jupyter_scraper.py	0	extract key concepts from markdown headings across all sections.	STRING
HIGH	src/skill_seekers/cli/adaptors/claude.py	0	build openai api prompt for enhancement. args: skill_name: name of the skill references: dictionary of reference content	STRING
HIGH	src/skill_seekers/cli/adaptors/gemini.py	0	build openai api prompt for enhancement. args: skill_name: name of the skill references: dictionary of reference content	STRING
HIGH	src/skill_seekers/cli/adaptors/openai.py	0	build openai api prompt for enhancement. args: skill_name: name of the skill references: dictionary of reference content	STRING
HIGH	src/skill_seekers/cli/adaptors/llama_index.py	0	chroma format doesn't use api keys for packaging. args: api_key: not used returns: always false (no api needed for packa	STRING
HIGH	src/skill_seekers/cli/adaptors/haystack.py	0	chroma format doesn't use api keys for packaging. args: api_key: not used returns: always false (no api needed for packa	STRING
HIGH	src/skill_seekers/cli/adaptors/weaviate.py	0	chroma format doesn't use api keys for packaging. args: api_key: not used returns: always false (no api needed for packa	STRING
HIGH	src/skill_seekers/cli/adaptors/langchain.py	0	chroma format doesn't use api keys for packaging. args: api_key: not used returns: always false (no api needed for packa	STRING
HIGH	src/skill_seekers/cli/adaptors/chroma.py	0	chroma format doesn't use api keys for packaging. args: api_key: not used returns: always false (no api needed for packa	STRING
HIGH	src/skill_seekers/cli/adaptors/llama_index.py	0	chroma format doesn't support ai enhancement. enhancement should be done before conversion using: skill-seekers enhance	STRING
HIGH	src/skill_seekers/cli/adaptors/haystack.py	0	chroma format doesn't support ai enhancement. enhancement should be done before conversion using: skill-seekers enhance	STRING
HIGH	src/skill_seekers/cli/adaptors/weaviate.py	0	chroma format doesn't support ai enhancement. enhancement should be done before conversion using: skill-seekers enhance	STRING
HIGH	src/skill_seekers/cli/adaptors/langchain.py	0	chroma format doesn't support ai enhancement. enhancement should be done before conversion using: skill-seekers enhance	STRING
HIGH	src/skill_seekers/cli/adaptors/chroma.py	0	chroma format doesn't support ai enhancement. enhancement should be done before conversion using: skill-seekers enhance	STRING
HIGH	src/skill_seekers/cli/arguments/manpage.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/rss.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/confluence.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/openapi.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/html.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/pdf.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/chat.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/asciidoc.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
HIGH	src/skill_seekers/cli/arguments/notion.py	0	add all jupyter command arguments to a parser. registers shared args (name, description, output, enhance-level, api-key,	STRING
16 more matches not shown…

Deep Nesting302 hits · 243 pts

Severity	File	Line	Context
LOW	tests/test_pinecone_adaptor.py	876	CODE
LOW	tests/test_create_arguments.py	101	CODE
LOW	tests/test_adaptors/test_adaptors_e2e.py	324	CODE
LOW	tests/test_adaptors/test_adaptors_e2e.py	702	CODE
LOW	tests/test_adaptors/test_adaptors_e2e.py	796	CODE
LOW	tests/test_adaptors/test_adaptors_e2e.py	820	CODE
LOW	examples/llama-index-query-engine/quickstart.py	122	CODE
LOW	examples/chroma-example/2_upload_to_chroma.py	66	CODE
LOW	scripts/render_sponsors.py	107	CODE
LOW	scripts/translate_doc.py	199	CODE
LOW	api/config_analyzer.py	182	CODE
LOW	src/skill_seekers/benchmark/runner.py	121	CODE
LOW	src/skill_seekers/embedding/server.py	164	CODE
LOW	src/skill_seekers/mcp/server.py	66	CODE
LOW	src/skill_seekers/mcp/server_legacy.py	544	CODE
LOW	src/skill_seekers/mcp/server_legacy.py	683	CODE
LOW	src/skill_seekers/mcp/server_legacy.py	914	CODE
LOW	src/skill_seekers/mcp/server_legacy.py	1187	CODE
LOW	src/skill_seekers/mcp/server_legacy.py	1476	CODE
LOW	src/skill_seekers/mcp/server_legacy.py	1803	CODE
LOW	src/skill_seekers/mcp/tools/config_tools.py	110	CODE
LOW	src/skill_seekers/mcp/tools/config_tools.py	160	CODE
LOW	src/skill_seekers/mcp/tools/scraping_tools.py	108	CODE
LOW	src/skill_seekers/mcp/tools/scraping_tools.py	294	CODE
LOW	src/skill_seekers/mcp/tools/_common.py	89	CODE
LOW	src/skill_seekers/mcp/tools/packaging_tools.py	30	CODE
LOW	src/skill_seekers/mcp/tools/packaging_tools.py	229	CODE
LOW	src/skill_seekers/mcp/tools/packaging_tools.py	369	CODE
LOW	src/skill_seekers/mcp/tools/source_tools.py	57	CODE
LOW	src/skill_seekers/cli/asciidoc_scraper.py	125	CODE
LOW	src/skill_seekers/cli/asciidoc_scraper.py	412	CODE
LOW	src/skill_seekers/cli/asciidoc_scraper.py	553	CODE
LOW	src/skill_seekers/cli/asciidoc_scraper.py	641	CODE
LOW	src/skill_seekers/cli/asciidoc_scraper.py	718	CODE
LOW	src/skill_seekers/cli/agent_client.py	449	CODE
LOW	src/skill_seekers/cli/agent_client.py	613	CODE
LOW	src/skill_seekers/cli/agent_client.py	801	CODE
LOW	src/skill_seekers/cli/pptx_scraper.py	106	CODE
LOW	src/skill_seekers/cli/pptx_scraper.py	395	CODE
LOW	src/skill_seekers/cli/pptx_scraper.py	484	CODE
LOW	src/skill_seekers/cli/pptx_scraper.py	628	CODE
LOW	src/skill_seekers/cli/pptx_scraper.py	996	CODE
LOW	src/skill_seekers/cli/pptx_scraper.py	1124	CODE
LOW	src/skill_seekers/cli/chat_scraper.py	379	CODE
LOW	src/skill_seekers/cli/chat_scraper.py	460	CODE
LOW	src/skill_seekers/cli/chat_scraper.py	588	CODE
LOW	src/skill_seekers/cli/chat_scraper.py	651	CODE
LOW	src/skill_seekers/cli/chat_scraper.py	1317	CODE
LOW	src/skill_seekers/cli/chat_scraper.py	1448	CODE
LOW	src/skill_seekers/cli/chat_scraper.py	1511	CODE
LOW	src/skill_seekers/cli/github_scraper.py	103	CODE
LOW	src/skill_seekers/cli/github_scraper.py	412	CODE
LOW	src/skill_seekers/cli/github_scraper.py	731	CODE
LOW	src/skill_seekers/cli/github_scraper.py	852	CODE
LOW	src/skill_seekers/cli/scan_command.py	467	CODE
LOW	src/skill_seekers/cli/scan_command.py	1113	CODE
LOW	src/skill_seekers/cli/codebase_scraper.py	232	CODE
LOW	src/skill_seekers/cli/codebase_scraper.py	289	CODE
LOW	src/skill_seekers/cli/codebase_scraper.py	644	CODE
LOW	src/skill_seekers/cli/codebase_scraper.py	900	CODE
242 more matches not shown…

Verbosity Indicators146 hits · 234 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_quality_checker.py	392	# Step 1: Initialize the client	COMMENT
LOW⚡	tests/test_quality_checker.py	393	# Step 2: Configure options	COMMENT
LOW⚡	tests/test_quality_checker.py	394	# Step 3: Run the query	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	755	# Step 1: Generate config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	761	# Step 2: Validate config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	769	# Step 1: Add source	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	775	# Step 2: Fetch config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	783	# Step 1: Split config	COMMENT
LOW⚡	tests/test_mcp_fastmcp.py	789	# Step 2: Generate router	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	133	# Step 2: List available configs	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	139	# Step 3: Fetch specific config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	142	# Step 4: Verify config content	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	182	# Step 2: List sources	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	187	# Step 3: Get source details	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	191	# Step 4: Clone via source name	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	199	# Step 5: Fetch config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	204	# Step 6: Update source (re-add with different priority)	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	214	# Step 7: Remove source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	218	# Step 8: Verify removal	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	241	# Step 1: Add multiple sources with different priorities	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	246	# Step 2: Verify sources are sorted by priority	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	253	# Step 3: Enable/disable sources	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	256	# Step 4: List enabled sources only	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	278	# Step 1: Clone repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	286	# Step 2: Add new commit to original repo	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	305	# Step 3: Pull updates	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	313	# Step 4: Verify new config is available	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	337	# Step 1: Clone repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	342	# Step 2: Modify local cache manually	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	349	# Step 3: Force refresh	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	357	# Step 4: Verify cache was reset	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	377	# Step 1: Clone repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	382	# Step 2: Try to fetch non-existent config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	386	# Step 3: Verify helpful error message with suggestions	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	460	# Step 1: Add source with one instance	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	464	# Step 2: Create new instance	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	467	# Step 3: Verify source persists	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	473	# Step 4: Modify source with new instance	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	480	# Step 5: Verify changes persist	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	505	# Step 1: Clone to cache_dir_1	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	511	# Step 2: Clone same repo to cache_dir_2	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	517	# Step 3: Verify both caches are independent	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	522	# Step 4: Modify one cache	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	527	# Step 5: Verify other cache is unaffected	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	552	# Step 1: Add GitHub source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	560	# Step 2: Verify GITHUB_TOKEN was auto-detected	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	563	# Step 3: Add GitLab source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	571	# Step 4: Verify GITLAB_TOKEN was auto-detected	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	599	# Step 1: Team lead creates repository (already done by fixture)	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	601	# Step 2: Team lead registers source	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	607	# Step 3: Developer 1 clones and uses config	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	617	# Step 4: Developer 2 uses same source (should use cache, not re-clone)	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	624	# Step 5: Team lead updates repository	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	635	# Step 6: Developers pull updates	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	643	# Step 7: Config is removed from repo	COMMENT
LOW⚡	tests/test_git_sources_e2e.py	652	# Step 8: Error handling works correctly	COMMENT
LOW	tests/test_git_sources_e2e.py	122	# Step 1: Clone repository	COMMENT
LOW	tests/test_git_sources_e2e.py	169	# Step 1: Add source to registry	COMMENT
LOW⚡	tests/test_mcp_server.py	564	# Step 1: Generate config using skill_seeker_server	COMMENT
LOW⚡	tests/test_mcp_server.py	573	# Step 2: Validate config	COMMENT
86 more matches not shown…

Redundant / Tautological Comments142 hits · 200 pts

Severity	File	Line	Snippet	Context
LOW	setup.sh	266	# Check if HTTP transport needed	COMMENT
LOW	setup.sh	271	# Check if this is an HTTP agent	COMMENT
LOW	setup.sh	298	# Check if config already exists	COMMENT
LOW	setup.sh	307	# Check if skill-seeker already configured	COMMENT
LOW⚡	setup.sh	388	# Check if any selected agent needs HTTP	COMMENT
LOW	setup.sh	425	# Check if server started	COMMENT
LOW⚡	setup_mcp.sh	107	# Check if we're in a virtual environment	COMMENT
LOW⚡	setup_mcp.sh	476	# Check if any selected agent needs HTTP	COMMENT
LOW	setup_mcp.sh	192	# Check if uvicorn is available	COMMENT
LOW	setup_mcp.sh	346	# Check if HTTP transport needed	COMMENT
LOW	setup_mcp.sh	351	# Check if this is an HTTP agent	COMMENT
LOW	setup_mcp.sh	378	# Check if config already exists	COMMENT
LOW	setup_mcp.sh	387	# Check if skill-seeker already configured	COMMENT
LOW	setup_mcp.sh	513	# Check if server started	COMMENT
LOW⚡	tests/test_source_manager.py	185	# Read file directly	COMMENT
LOW⚡	tests/test_source_manager.py	335	# Read file directly	COMMENT
LOW	tests/test_git_sources_e2e.py	27	# Check if MCP is available	COMMENT
LOW⚡	tests/test_integration_adaptors.py	132	# Check if Weaviate client is installed	COMMENT
LOW⚡	tests/test_integration_adaptors.py	138	# Check if Weaviate is running	COMMENT
LOW⚡	tests/test_integration_adaptors.py	282	# Check if ChromaDB is installed	COMMENT
LOW⚡	tests/test_integration_adaptors.py	288	# Check if Chroma is running	COMMENT
LOW⚡	tests/test_integration_adaptors.py	415	# Check if Qdrant client is installed	COMMENT
LOW⚡	tests/test_integration_adaptors.py	422	# Check if Qdrant is running	COMMENT
LOW	tests/test_cloud_storage.py	20	# Check if cloud storage dependencies are available	COMMENT
LOW	tests/test_issue_219_e2e.py	24	# Check if anthropic is available	COMMENT
LOW	tests/test_create_arguments.py	110	# Check if this flag already exists in source-specific args	COMMENT
LOW	tests/test_how_to_guide_builder.py	1041	# Check if all keywords are in integration_keywords list	STRING
LOW	tests/test_server_fastmcp_http.py	13	# Check if starlette is available	COMMENT
LOW	tests/test_config_extractor.py	159	# Check if parsing failed due to missing PyYAML	STRING
LOW	tests/test_config_extractor.py	317	# Check if parsing failed due to missing toml/tomli	STRING
LOW⚡	examples/http_transport_examples.sh	107	# Check if port is already in use	COMMENT
LOW	examples/pinecone-upsert/quickstart.py	38	# Check if index exists	COMMENT
LOW	examples/pinecone-upsert/quickstart.py	237	# Display results	COMMENT
LOW	examples/pinecone-upsert/quickstart.py	278	# Check if documents exist	COMMENT
LOW	examples/continue-dev-universal/quickstart.py	76	# Check if already exists	COMMENT
LOW	examples/weaviate-example/1_generate_skill.py	23	# Check if skill-seekers is installed	COMMENT
LOW	examples/weaviate-example/1_generate_skill.py	76	# Check if output file exists	COMMENT
LOW	examples/weaviate-example/2_upload_to_weaviate.py	51	# Check if ready	COMMENT
LOW	examples/weaviate-example/2_upload_to_weaviate.py	84	# Check if class already exists	COMMENT
LOW⚡	examples/llama-index-query-engine/quickstart.py	180	# Check if documents exist	COMMENT
LOW	examples/faiss-example/3_query_example.py	43	# Display results	COMMENT
LOW	examples/chroma-example/1_generate_skill.py	23	# Check if skill-seekers is installed	COMMENT
LOW	examples/chroma-example/1_generate_skill.py	76	# Check if output file exists	COMMENT
LOW	examples/chroma-example/2_upload_to_chroma.py	71	# Check if collection exists	COMMENT
LOW	examples/haystack-pipeline/quickstart.py	20	# Check if Haystack is installed	COMMENT
LOW	examples/haystack-pipeline/quickstart.py	95	# Display results	COMMENT
LOW⚡	examples/langchain-rag-pipeline/quickstart.py	145	# Check if documents exist	COMMENT
LOW	scripts/run_benchmarks.sh	26	# Check if package is installed	COMMENT
LOW	scripts/check_translation_sync.sh	2	# Check if Chinese translations are in sync with English originals	COMMENT
LOW	scripts/check_translation_sync.sh	19	# Check if Chinese version exists	COMMENT
LOW	scripts/check_translation_sync.sh	30	# Check if English is newer	COMMENT
LOW	src/skill_seekers/embedding/cache.py	27	# Check if cached	STRING
LOW	src/skill_seekers/mcp/server_fastmcp.py	1766	# Check if MCP is available	COMMENT
LOW	src/skill_seekers/mcp/agent_detector.py	120	# Check if parent directory exists (agent is likely installed)	COMMENT
LOW	src/skill_seekers/mcp/server_legacy.py	701	# Set max_pages to None (unlimited)	COMMENT
LOW	src/skill_seekers/mcp/server_legacy.py	803	# Check if API key exists - only upload if available	COMMENT
LOW	src/skill_seekers/mcp/server_legacy.py	919	# Check if file exists	COMMENT
LOW	src/skill_seekers/mcp/server_legacy.py	2082	# Check if this is an update	COMMENT
LOW	src/skill_seekers/mcp/tools/config_tools.py	178	# Check if file exists	STRING
LOW	src/skill_seekers/mcp/tools/scraping_tools.py	145	# Set max_pages to None (unlimited)	COMMENT
82 more matches not shown…

Unused Imports201 hits · 170 pts

Severity	File	Line	Context
LOW	tests/conftest.py	16	CODE
LOW	tests/test_git_sources_e2e.py	29	CODE
LOW	tests/test_git_sources_e2e.py	30	CODE
LOW	tests/test_mcp_server.py	25	CODE
LOW	tests/test_cloud_storage.py	22	CODE
LOW	tests/test_cloud_storage.py	29	CODE
LOW	tests/test_cloud_storage.py	36	CODE
LOW	tests/test_issue_219_e2e.py	26	CODE
LOW	tests/test_issue_219_e2e.py	39	CODE
LOW	tests/test_issue_219_e2e.py	39	CODE
LOW	tests/test_minimax_multimodal.py	3	CODE
LOW	tests/test_pdf_advanced_features.py	32	CODE
LOW	tests/test_pdf_advanced_features.py	33	CODE
LOW	tests/test_doctor.py	3	CODE
LOW	tests/test_video_scraper.py	23	CODE
LOW	tests/test_video_scraper.py	30	CODE
LOW	tests/test_video_scraper.py	2575	CODE
LOW	tests/test_kotlin_support.py	8	CODE
LOW	tests/test_pdf_scraper.py	21	CODE
LOW	tests/test_workflow_prompt_injection.py	10	CODE
LOW	tests/test_guide_enhancer.py	651	CODE
LOW	tests/test_guide_enhancer.py	651	CODE
LOW	tests/test_signal_collectors.py	8	CODE
LOW	tests/test_mcp_workflow_tools.py	11	CODE
LOW	tests/test_mcp_git_sources.py	16	CODE
LOW	tests/test_scan_command.py	9	CODE
LOW	tests/test_github_scraper.py	27	CODE
LOW	tests/test_word_scraper.py	26	CODE
LOW	tests/test_word_scraper.py	27	CODE
LOW	tests/test_browser_renderer.py	6	CODE
LOW	examples/llama-index-query-engine/quickstart.py	22	CODE
LOW	examples/faiss-example/1_generate_skill.py	3	CODE
LOW	examples/faiss-example/2_build_faiss_index.py	5	CODE
LOW	examples/qdrant-example/2_upload_to_qdrant.py	4	CODE
LOW	examples/qdrant-example/1_generate_skill.py	3	CODE
LOW	scripts/render_sponsors.py	26	CODE
LOW	src/skill_seekers/__init__.py	8	CODE
LOW	src/skill_seekers/cors_config.py	9	CODE
LOW	src/skill_seekers/benchmark/__init__.py	31	CODE
LOW	src/skill_seekers/benchmark/__init__.py	31	CODE
LOW	src/skill_seekers/benchmark/__init__.py	32	CODE
LOW	src/skill_seekers/benchmark/__init__.py	33	CODE
LOW	src/skill_seekers/benchmark/__init__.py	33	CODE
LOW	src/skill_seekers/embedding/__init__.py	21	CODE
LOW	src/skill_seekers/embedding/__init__.py	21	CODE
LOW	src/skill_seekers/embedding/__init__.py	21	CODE
LOW	src/skill_seekers/embedding/__init__.py	22	CODE
LOW	src/skill_seekers/embedding/__init__.py	23	CODE
LOW	src/skill_seekers/mcp/git_repo.py	7	CODE
LOW	src/skill_seekers/mcp/__init__.py	32	CODE
LOW	src/skill_seekers/mcp/config_publisher.py	7	CODE
LOW	src/skill_seekers/mcp/config_publisher.py	7	CODE
LOW	src/skill_seekers/mcp/config_publisher.py	7	CODE
LOW	src/skill_seekers/mcp/marketplace_publisher.py	7	CODE
LOW	src/skill_seekers/mcp/marketplace_manager.py	7	CODE
LOW	src/skill_seekers/mcp/source_manager.py	7	CODE
LOW	src/skill_seekers/mcp/tools/workflow_tools.py	12	CODE
LOW	src/skill_seekers/mcp/tools/__init__.py	17	CODE
LOW	src/skill_seekers/mcp/tools/__init__.py	19	CODE
LOW	src/skill_seekers/mcp/tools/__init__.py	22	CODE
141 more matches not shown…

Self-Referential Comments52 hits · 156 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_dependency_analyzer.py	187	# Create a simple dependency: main.py -> utils.py	COMMENT
MEDIUM⚡	tests/test_source_detector.py	121	# Create a test directory	COMMENT
MEDIUM⚡	tests/test_source_detector.py	270	# Create a directory that looks like a domain	COMMENT
MEDIUM	tests/test_source_detector.py	104	# Create a test directory	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	406	# Create a dummy source directory	COMMENT
MEDIUM⚡	tests/test_mcp_fastmcp.py	448	# Create a mock skill directory	COMMENT
MEDIUM	tests/test_mcp_fastmcp.py	383	# Create a dummy PDF config	COMMENT
MEDIUM	tests/test_mcp_fastmcp.py	419	# Create a dummy source directory	COMMENT
MEDIUM	tests/test_mcp_fastmcp.py	472	# Create a mock zip file	COMMENT
MEDIUM	tests/test_chunking_integration.py	45	# Create a reference file	COMMENT
MEDIUM⚡	tests/test_rag_chunker.py	119	# This function is longer than our chunk size	COMMENT
MEDIUM	tests/test_mcp_server.py	193	# Create a test config	COMMENT
MEDIUM	tests/test_mcp_server.py	358	# Create a mock skill directory	COMMENT
MEDIUM	tests/test_create_integration_basic.py	55	# Create a test directory	COMMENT
MEDIUM	tests/test_create_integration_basic.py	72	# Create a dummy PDF file	COMMENT
MEDIUM	tests/test_create_integration_basic.py	90	# Create a minimal config file	COMMENT
MEDIUM	tests/test_config_publisher.py	135	# Create a mock source that returns proper data	COMMENT
MEDIUM	tests/test_config_publisher.py	183	# Create a working repo with existing config	COMMENT
MEDIUM	tests/test_terminal_detection.py	146	# Create a test skill directory with minimal setup	COMMENT
MEDIUM	tests/test_utilities.py	166	# Create a real zip file	COMMENT
MEDIUM⚡	tests/test_video_scraper.py	396	# Create a temp file	COMMENT
MEDIUM⚡	tests/test_video_scraper.py	3113	# Create a temp skill dir with a video reference file	COMMENT
MEDIUM	tests/test_video_scraper.py	528	# Create a fake video file and matching SRT	COMMENT
MEDIUM	tests/test_video_scraper.py	2368	# Create a dark frame (simulating dark-theme IDE)	COMMENT
MEDIUM	tests/test_video_scraper.py	2404	# Create a light frame (white background, dark text)	COMMENT
MEDIUM	tests/test_video_scraper.py	2584	# Create a simple white image with black text	COMMENT
MEDIUM	tests/test_video_scraper.py	2668	# Create a minimal image file	COMMENT
MEDIUM⚡	tests/test_marketplace_publisher.py	347	# Create a working repo with initial marketplace structure, then bare-clone it	COMMENT
MEDIUM	tests/test_marketplace_publisher.py	260	# Create a cached repo without .git so publish() takes the clone path	COMMENT
MEDIUM⚡	tests/test_pinecone_adaptor.py	300	# Create a dummy package file	COMMENT
MEDIUM	tests/test_pinecone_adaptor.py	769	# Create a minimal weaviate package	COMMENT
MEDIUM	tests/test_unified_analyzer.py	205	# Create a test file that C3.x can analyze	COMMENT
MEDIUM	tests/test_unified_scraper_orchestration.py	347	# Create a fake data file that the converter will "produce"	COMMENT
MEDIUM	tests/test_pdf_extractor.py	1177	# Create a mock page that raises AssertionError on markdown extraction	COMMENT
MEDIUM	tests/test_pdf_extractor.py	1206	# Create a mock page that raises RuntimeError	COMMENT
MEDIUM	tests/test_pdf_extractor.py	1233	# Create a mock page that raises TypeError	COMMENT
MEDIUM	tests/test_pdf_extractor.py	1258	# Create a mock page with structured content	COMMENT
MEDIUM	tests/test_unified_mcp_integration.py	70	# Create a truly legacy config (no "sources" key — just base_url + selectors)	COMMENT
MEDIUM⚡	tests/test_signal_collectors.py	73	# Create a manifest file then make it unreadable by injecting a read error.	COMMENT
MEDIUM	tests/test_codebase_scraper.py	447	# Create a documentation directory with some content	COMMENT
MEDIUM	tests/test_smart_summarization.py	20	# Create a realistic reference content with more text to make summarization worthwhile	COMMENT
MEDIUM⚡	tests/test_word_scraper.py	489	# Create a real file with wrong extension	COMMENT
MEDIUM⚡	tests/test_epub_scraper.py	388	# Create a real file with wrong extension	COMMENT
MEDIUM⚡	tests/test_epub_scraper.py	1479	os.makedirs(dir_path) # Create a directory with .epub name	CODE
MEDIUM	examples/weaviate-example/2_upload_to_weaviate.py	98	# Create the class	COMMENT
MEDIUM	src/skill_seekers/mcp/tools/scraping_tools.py	155	# Create a UNIQUE temporary config file. The previous	COMMENT
MEDIUM	src/skill_seekers/cli/github_scraper.py	999	# Create the actual parent of data_file. self.data_file derives from	COMMENT
MEDIUM	src/skill_seekers/cli/config_manager.py	77	# Create main config and progress directories	COMMENT
MEDIUM	src/skill_seekers/cli/unified_skill_builder.py	1187	# Create main index	COMMENT
MEDIUM	src/skill_seekers/cli/unified_skill_builder.py	1291	# Create main index	COMMENT
MEDIUM	src/skill_seekers/cli/enhance_skill_local.py	746	# Create a shell script to run in the terminal	STRING
MEDIUM	src/skill_seekers/cli/parsers/extractors/base_parser.py	154	# Create a wrapper that looks like a path	COMMENT

Modern Structural Boilerplate81 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	src/skill_seekers/__init__.py	13	__all__ = [	CODE
LOW	src/skill_seekers/benchmark/__init__.py	35	__all__ = [	CODE
LOW	src/skill_seekers/embedding/__init__.py	25	__all__ = [	CODE
LOW	src/skill_seekers/mcp/git_repo.py	9	__all__ = ["GitConfigRepo"]	CODE
LOW	src/skill_seekers/mcp/__init__.py	34	__all__ = ["agent_detector", "__version__"]	CODE
LOW	src/skill_seekers/mcp/config_publisher.py	13	__all__ = ["CATEGORY_KEYWORDS", "ConfigPublisher", "detect_category"]	CODE
LOW	src/skill_seekers/mcp/marketplace_publisher.py	9	__all__ = ["MarketplacePublisher"]	CODE
LOW	src/skill_seekers/mcp/marketplace_manager.py	9	__all__ = ["MarketplaceManager"]	CODE
LOW	src/skill_seekers/mcp/source_manager.py	9	__all__ = ["SourceManager"]	CODE
LOW	src/skill_seekers/mcp/tools/__init__.py	137	__all__ = [	CODE
LOW	src/skill_seekers/mcp/tools/vector_db_tools.py	469	__all__ = [	STRING
LOW	src/skill_seekers/cli/asciidoc_scraper.py	36	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/skill_converter.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/agent_client.py	43	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/skill_seekers/cli/pptx_scraper.py	37	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/skill_seekers/cli/chat_scraper.py	65	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/github_scraper.py	44	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/scan_command.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/scan_command.py	105	def _set_detected_version(data: dict, version: str \| None) -> None:	CODE
LOW	src/skill_seekers/cli/codebase_scraper.py	49	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/video_visual.py	37	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/epub_scraper.py	34	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/skill_seekers/cli/test_example_extractor.py	41	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/skill_seekers/cli/video_setup.py	32	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/parallel_batches.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/create_command.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/config_fetcher.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/word_scraper.py	33	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/browser_renderer.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/config_extractor.py	20	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/jupyter_scraper.py	34	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/signal_collectors.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/unified_skill_builder.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/architectural_pattern_detector.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/config_validator.py	36	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/skill_seekers/cli/how_to_guide_builder.py	43	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/constants.py	53	__all__ = [	CODE
LOW⚡	src/skill_seekers/cli/video_scraper.py	34	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/dependency_analyzer.py	58	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/enhancement_workflow.py	35	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/rag_chunker.py	24	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/__init__.py	37	__all__ = [	CODE
LOW	src/skill_seekers/cli/guide_enhancer.py	44	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/unified_scraper.py	38	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/openapi_scraper.py	42	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/unified_enhancer.py	29	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/language_detector.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/conflict_detector.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/merge_sources.py	39	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/video_segmenter.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/html_parsing.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/doc_scraper.py	59	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/utils.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/confluence_scraper.py	56	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/config_enhancer.py	24	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/html_scraper.py	34	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/source_detector.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/video_metadata.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/code_analyzer.py	35	logger = logging.getLogger(__name__)	CODE
LOW	src/skill_seekers/cli/workflow_runner.py	23	logger = logging.getLogger(__name__)	CODE
21 more matches not shown…

Cross-Language Confusion14 hits · 75 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_pattern_recognizer.py	752	if (instance == null) { instance = new Config(); }	CODE
HIGH⚡	tests/test_pattern_recognizer.py	766	public Vehicle createVehicle(String type) { return null; }	CODE
HIGH⚡	tests/test_pattern_recognizer.py	767	public Engine buildEngine(String spec) { return null; }	CODE
HIGH	tests/test_pattern_recognizer.py	98	if (instance == null) {	CODE
HIGH	tests/test_pattern_recognizer.py	412	if (instance == null) {	CODE
HIGH	tests/test_pattern_recognizer.py	676	if (instance == null) instance = new DatabaseConnection();	CODE
HIGH	tests/test_kotlin_support.py	22	val email: String? = null,	CODE
HIGH	tests/test_kotlin_support.py	158	val user = User(2, "", null)	CODE
HIGH	src/skill_seekers/cli/scan_command.py	1253	pipelines (`scan && build`) detect that the scan didn't produce anything.	STRING
HIGH	src/skill_seekers/cli/install_agent.py	417	print(" sudo mkdir -p ~/.amp && sudo chown -R $USER ~/.amp")	CODE
HIGH	src/skill_seekers/services/config_publisher.py	235	repo.git.push("--force", token_url, target_branch)	CODE
HIGH	src/skill_seekers/services/config_publisher.py	237	repo.git.push(token_url, target_branch)	CODE
HIGH	src/skill_seekers/services/marketplace_publisher.py	177	repo.git.push("--force", token_url, target_branch)	CODE
HIGH	src/skill_seekers/services/marketplace_publisher.py	179	repo.git.push(token_url, target_branch)	CODE

Magic Placeholder Names13 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	docs/features/UNIFIED_SCRAPING.md	673	skill-seekers create --config configs/react_unified.json --api-key YOUR_API_KEY	CODE
HIGH	docs/integrations/WEAVIATE.md	91	auth_client_secret=weaviate.AuthApiKey(api_key="your-api-key"),	CODE
HIGH	docs/integrations/WEAVIATE.md	224	auth_client_secret=weaviate.AuthApiKey(api_key="your-api-key"),	CODE
HIGH	docs/integrations/MINIMAX_INTEGRATION.md	43	export MINIMAX_API_KEY=your-api-key	CODE
HIGH	docs/integrations/LANGCHAIN.md	208	pinecone.init(api_key="your-api-key", environment="us-west1-gcp")	CODE
HIGH	docs/integrations/QDRANT.md	224	api_key="your-api-key"	CODE
HIGH	docs/integrations/PINECONE.md	62	export PINECONE_API_KEY=your-api-key	CODE
HIGH⚡	docs/integrations/PINECONE.md	182	pc = Pinecone(api_key="your-api-key")	CODE
HIGH	examples/pinecone-upsert/README.md	192	pc = Pinecone(api_key="your-api-key")	CODE
HIGH	examples/pinecone-upsert/quickstart.py	269	print(" export PINECONE_API_KEY=your-api-key")	CODE
HIGH	examples/weaviate-example/README.md	105	--api-key YOUR_API_KEY	CODE
HIGH	examples/weaviate-example/README.md	146	--api-key YOUR_API_KEY	CODE
HIGH	src/skill_seekers/cli/adaptors/qdrant.py	355	# api_key="your-api-key"	COMMENT

Synthetic Comment Markers11 hits · 68 pts

Severity	File	Line	Snippet	Context
HIGH	CHANGELOG.md	130	- `skill-seekers scan <dir>` command (#327) — point at any project; an AI agent inspects manifests, README, Dockerfi	CODE
HIGH	CHANGELOG.md	144	- Safety (#327) — atomic JSON writes via `os.replace` so SIGINT mid-write can't corrupt a config and silently flip i	CODE
HIGH	CHANGELOG.md	1418	- Combines manual header with auto-generated codebase analysis	CODE
HIGH	tests/test_scan_command.py	919	# First call → detection. Second call → AI-generated config.	COMMENT
HIGH	docs/features/BOOTSTRAP_SKILL_TECHNICAL.md	330	# AI-generated (generic):	COMMENT
HIGH	docs/getting-started/05-scan-a-project.md	122	# 🤖 18 AI-generated (preview — would invoke AI)	COMMENT
HIGH⚡	src/skill_seekers/cli/scan_command.py	79	generated: list[Path] = field(default_factory=list) # subset: freshly AI-generated	CODE
HIGH	src/skill_seekers/cli/scan_command.py	1205	# Would have been AI-generated (subject to cap) or failed.	COMMENT
HIGH	src/skill_seekers/cli/test_example_extractor.py	79	ai_analysis: dict \| None = None # AI-generated analysis (C3.6)	CODE
HIGH	src/skill_seekers/cli/pattern_recognizer.py	76	ai_analysis: dict \| None = None # AI-generated analysis (C3.6)	CODE
HIGH	src/skill_seekers/cli/presets/manager.py	72	"how_to_guides": True, # ON - AI-generated guides	CODE

Fake / Example Data54 hits · 59 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_phase2_golden_pptx.py	116	"author": "Jane Doe",	CODE
LOW⚡	tests/test_mcp_fastmcp.py	657	token="fake_token",	CODE
LOW	tests/test_phase2_golden_rss.py	42	"author": "Jane Doe",	CODE
LOW	tests/test_phase2_golden_rss.py	67	"author": "Jane Doe",	CODE
LOW	tests/test_chunking_integration.py	34	content = "# Test Skill\n\n" + ("Lorem ipsum dolor sit amet. " * 2000)	CODE
LOW	tests/test_chunking_integration.py	34	content = "# Test Skill\n\n" + ("Lorem ipsum dolor sit amet. " * 2000)	CODE
LOW	tests/test_chunking_integration.py	148	""" + ("Lorem ipsum dolor sit amet. " * 1000) # Make it large enough to force chunking	STRING
LOW	tests/test_chunking_integration.py	148	""" + ("Lorem ipsum dolor sit amet. " * 1000) # Make it large enough to force chunking	STRING
LOW⚡	tests/test_chunking_integration.py	263	content = "Lorem ipsum dolor sit amet. " * 2000 # >512 tokens	CODE
LOW⚡	tests/test_chunking_integration.py	263	content = "Lorem ipsum dolor sit amet. " * 2000 # >512 tokens	CODE
LOW⚡	tests/test_mcp_server.py	627	"github_token": "fake_token",	CODE
LOW⚡	tests/test_mcp_server.py	636	"github_token": "fake_token",	CODE
LOW⚡	tests/test_mcp_server.py	650	args = {"config_json": json.dumps(legacy_config), "github_token": "fake_token"}	CODE
LOW	tests/test_mcp_server.py	610	"github_token": "fake_token",	CODE
LOW	tests/test_mcp_server.py	669	args = {"config_json": json.dumps(unified_config), "github_token": "fake_token"}	CODE
LOW	tests/test_mcp_server.py	697	args = {"config_path": temp_path, "github_token": "fake_token"}	CODE
LOW	tests/test_mcp_server.py	716	"github_token": "fake_token",	CODE
LOW	tests/test_config_publisher.py	27	repo.config_writer().set_value("user", "email", "test@test.com").release()	CODE
LOW	tests/test_config_publisher.py	219	patch.dict(os.environ, {"DUMMY_TOKEN": "fake-token"}),	CODE
LOW	tests/test_adaptor_benchmarks.py	63	skill_content = f"# {skill_name.title()} Skill\n\n" + "Lorem ipsum dolor sit amet. " * 500	CODE
LOW	tests/test_adaptor_benchmarks.py	63	skill_content = f"# {skill_name.title()} Skill\n\n" + "Lorem ipsum dolor sit amet. " * 500	CODE
LOW	tests/test_phase2_golden_pdf.py	67	"metadata": {"title": "The Manual", "author": "Jane Doe"},	CODE
LOW⚡	tests/test_marketplace_publisher.py	352	repo.config_writer().set_value("user", "email", "test@test.com").release()	CODE
LOW⚡	tests/test_marketplace_publisher.py	360	"owner": {"name": "Test", "email": "test@test.com"},	CODE
LOW	tests/test_marketplace_publisher.py	281	patch.dict(os.environ, {"TEST_TOKEN": "fake-token"}),	CODE
LOW	tests/test_pinecone_adaptor.py	356	result = adaptor.upload(pkg, api_key="fake-key")	CODE
LOW	tests/test_pinecone_adaptor.py	377	api_key="fake-key",	CODE
LOW	tests/test_pinecone_adaptor.py	401	api_key="fake-key",	CODE
LOW	tests/test_pinecone_adaptor.py	422	result = adaptor.upload(pkg, api_key="fake-key")	CODE
LOW	tests/test_pinecone_adaptor.py	442	api_key="fake-key",	CODE
LOW	tests/test_phase2_golden_html.py	144	"author": "Jane Doe",	CODE
LOW	tests/test_phase2_golden_epub_word.py	89	"author": "Jane Doe",	CODE
LOW⚡	tests/test_quality_metrics.py	113	(skill_dir / "SKILL.md").write_text("# Skill\n\nLorem ipsum dolor sit amet")	CODE
LOW⚡	tests/test_quality_metrics.py	113	(skill_dir / "SKILL.md").write_text("# Skill\n\nLorem ipsum dolor sit amet")	CODE
LOW	tests/test_adaptors/test_chroma_adaptor.py	118	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_chroma_adaptor.py	151	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_chroma_adaptor.py	178	result = adaptor.enhance(skill_dir, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_qdrant_adaptor.py	121	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_qdrant_adaptor.py	149	result = adaptor.enhance(skill_dir, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_langchain_adaptor.py	114	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_langchain_adaptor.py	151	result = adaptor.enhance(skill_dir, "fake-key")	CODE
LOW	tests/test_adaptors/test_openai_compatible_shared.py	234	result = adaptor.upload(Path("/nonexistent/file.zip"), "fake-key")	CODE
LOW	tests/test_adaptors/test_openai_compatible_shared.py	243	result = adaptor.upload(Path(tmp.name), "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_llama_index_adaptor.py	114	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_llama_index_adaptor.py	151	result = adaptor.enhance(skill_dir, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_haystack_adaptor.py	114	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_haystack_adaptor.py	152	result = adaptor.enhance(skill_dir, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_faiss_adaptor.py	119	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_faiss_adaptor.py	147	result = adaptor.enhance(skill_dir, "fake-key")	CODE
LOW	tests/test_adaptors/test_weaviate_adaptor.py	121	result = adaptor.upload(package_path, "fake-key")	CODE
LOW⚡	tests/test_adaptors/test_weaviate_adaptor.py	153	result = adaptor.enhance(skill_dir, "fake-key")	CODE
LOW	docs/zh-CN/reference/CONFIG_FORMAT.md	371	"username": "user@example.com",	CODE
LOW	docs/reference/CONFIG_FORMAT.md	378	"username": "user@example.com",	CODE
LOW	src/skill_seekers/cli/quality_metrics.py	208	placeholders = [r"\blorem ipsum\b", r"\bplaceholder\b", r"\bcoming soon\b"]	CODE

AI Slop Vocabulary20 hits · 44 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_generate_router_github.py	403	# Create comprehensive GitHub streams	COMMENT
MEDIUM	tests/test_preset_system.py	68	"""Test comprehensive preset configuration."""	STRING
MEDIUM	tests/test_preset_system.py	156	"""Test applying comprehensive preset."""	STRING
MEDIUM⚡	tests/test_preset_system.py	220	# --comprehensive flag	COMMENT
MEDIUM	tests/test_preset_system.py	237	# Using --preset comprehensive	COMMENT
MEDIUM	tests/test_unified_parsers.py	25	"""Test RST parser with comprehensive example."""	STRING
MEDIUM	tests/test_guide_enhancer.py	506	"""Test comprehensive enhancement prompt generation"""	STRING
MEDIUM	scripts/run_benchmarks.sh	3	# Runs comprehensive benchmarks for all platform adaptors	COMMENT
MEDIUM	src/skill_seekers/workflows/unity-game-dev.yaml	2	description: Unity game development patterns, MonoBehaviour lifecycle, component architecture, memory management, and C#	CODE
MEDIUM	src/skill_seekers/mcp/server_legacy.py	1848	# Use ConfigValidator for comprehensive validation	COMMENT
MEDIUM	src/skill_seekers/cli/scan_command.py	1329	# Nested event loop (Jupyter, async test harness): surface a clear	COMMENT
MEDIUM	src/skill_seekers/cli/unified_skill_builder.py	1547	"""Generate comprehensive ARCHITECTURE.md (C3.5 main deliverable)."""	STRING
MEDIUM	src/skill_seekers/cli/how_to_guide_builder.py	116	# AI enhancement (comprehensive - NEW)	COMMENT
MEDIUM	src/skill_seekers/cli/how_to_guide_builder.py	1114	# Add best practices as variations	COMMENT
LOW	src/skill_seekers/cli/estimate_pages.py	330	# If we can't parse the config, just use the filename	COMMENT
MEDIUM	src/skill_seekers/cli/utils.py	297	# ARCHITECTURE.md is high confidence (comprehensive)	COMMENT
MEDIUM	src/skill_seekers/cli/generate_router.py	215	# Build comprehensive description from all sub-skills	COMMENT
MEDIUM	src/skill_seekers/cli/generate_router.py	725	# Add comprehensive footer items	STRING
MEDIUM	src/skill_seekers/cli/generate_router.py	743	# NEW: Generate comprehensive description from all sub-skills	STRING
MEDIUM	src/skill_seekers/services/source_manager.py	395	# Use ConfigValidator for comprehensive validation	COMMENT

Over-Commented Block24 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_sync_config_e2e.py	21		COMMENT
LOW	docs/archive/legacy/USAGE.md	301		COMMENT
LOW	docs/plans/video/07_VIDEO_DEPENDENCIES.md	401	# scenedetect ❌ Not installed	COMMENT
LOW	docs/features/BOOTSTRAP_SKILL_TECHNICAL.md	561	head -10 scripts/skill_header.md	COMMENT
LOW	docs/features/ENHANCEMENT_MODES.md	281	### Check Status Command	COMMENT
LOW	docs/features/BOOTSTRAP_SKILL.md	501		COMMENT
LOW	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	41	for url in all_urls: # How do you even get all URLs?	COMMENT
LOW	docs/blog/UNIVERSAL_RAG_PREPROCESSOR.md	61	# Day 5: Add metadata	COMMENT
LOW	docs/zh-CN/reference/LARGE_DOCUMENTATION.md	341	# - aws-compute (EC2, Lambda)	COMMENT
LOW	docs/integrations/LANGCHAIN.md	121	```bash	COMMENT
LOW	docs/integrations/LLAMA_INDEX.md	121	```	COMMENT
LOW	docs/integrations/HAYSTACK.md	661		COMMENT
LOW	docs/reference/LARGE_DOCUMENTATION.md	341	# - aws-compute (EC2, Lambda)	COMMENT
LOW	examples/http_transport_examples.sh	1	#!/bin/bash	COMMENT
LOW	examples/http_transport_examples.sh	61	# TESTING	COMMENT
LOW	examples/http_transport_examples.sh	81	# }	COMMENT
LOW	examples/haystack-pipeline/requirements.txt	1	# Haystack Pipeline Example Requirements	COMMENT
LOW	templates/github-actions/update-skills.yml	1	# GitHub Actions template for auto-updating Skill Seekers skills	COMMENT
LOW	templates/github-actions/update-skills.yml	61	fail-fast: false	COMMENT
LOW	src/skill_seekers/cli/agent_client.py	101	"openai": "gpt-4o",	COMMENT
LOW	src/skill_seekers/cli/scan_command.py	641	safe = re.sub(r"[^A-Za-z0-9._-]+", "-", detection.name).strip("-").lower()	COMMENT
LOW	src/skill_seekers/cli/scan_command.py	801	stamp_version(target, detection.version)	COMMENT
LOW	src/skill_seekers/cli/document_skill_builder.py	41	# Footer credit line suffix in SKILL.md, e.g. "EPUB Scraper".	COMMENT
LOW	src/skill_seekers/cli/main.py	41		COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
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	CODE
CRITICAL	src/skill_seekers/cli/storage/azure_storage.py	11	from azure.core.exceptions import ResourceNotFoundError	CODE

Overly Generic Function Names7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_framework_detection.py	122	(app_dir / "utils.py").write_text("def my_function():\n return 'hello'\n")	CODE
LOW⚡	tests/test_video_scraper.py	621	_classify_content_type("import os\ndef process_data(): return result"),	CODE
LOW⚡	tests/test_code_analyzer.py	486	def test_function(a, b):	CODE
LOW	tests/test_code_analyzer.py	178	def helper():	CODE
LOW	tests/test_benchmark.py	187	def my_function(x):	CODE
LOW⚡	tests/test_scraper_features.py	122	html = "<code>def my_function():\n pass</code>"	CODE
LOW⚡	tests/test_how_to_guide_builder.py	1160	code = "def helper():\n hidden = 1\n\nvisible = 2\n"	STRING

AI Structural Patterns9 hits · 6 pts

Severity	File	Line	Context
LOW	tests/test_bootstrap_skill_e2e.py	49	CODE
LOW	src/skill_seekers/mcp/server_fastmcp.py	351	CODE
LOW	src/skill_seekers/mcp/server_fastmcp.py	448	CODE
LOW	src/skill_seekers/mcp/server_fastmcp.py	1080	CODE
LOW	src/skill_seekers/cli/codebase_scraper.py	968	CODE
LOW	src/skill_seekers/cli/package_skill.py	56	CODE
LOW	src/skill_seekers/cli/confluence_scraper.py	1269	CODE
LOW	src/skill_seekers/cli/html_scraper.py	1070	CODE
LOW	src/skill_seekers/cli/pdf_extractor_poc.py	110	CODE

Example Usage Blocks1 hit · 2 pts

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

Slop Phrases1 hit · 0 pts

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

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings