PromtEngineer/localGPT

23.6

Adjusted Score

23.6

Raw Score

100%

Time Factor

2026-07-18

Last Push

22.2K

Stars

Python

Language

33.2K

Lines of Code

126

Files

473

Pattern Hits

2026-08-02

Scan Date

0.02

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

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

CRITICAL 0HIGH 3MEDIUM 158LOW 312

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 473 distinct pattern matches across 17 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.

Modern AI Meta-Vocabulary82 hits · 241 pts

Severity	File	Line	Snippet	Context
MEDIUM	simple_create_index.sh	3	# Simple Index Creation Script for LocalGPT RAG System	COMMENT
MEDIUM	DOCKER_README.md	76	### RAG API Container (rag-api)	COMMENT
MEDIUM	DOCKER_README.md	174	# RAG API container (most debugging happens here)	COMMENT
MEDIUM	DOCKER_README.md	186	# Test RAG system initialization	COMMENT
MEDIUM	README.md	180	# Skip frontend (backend + RAG API only)	COMMENT
MEDIUM	README.md	204	# Terminal 2: Start RAG API	COMMENT
MEDIUM	README.md	266	# Database Paths (used by backend and RAG system)	COMMENT
MEDIUM⚡	setup_rag_system.sh	237	# Step 4: Setup RAG System	COMMENT
MEDIUM⚡	setup_rag_system.sh	367	# Start RAG System	COMMENT
MEDIUM⚡	setup_rag_system.sh	377	# Stop RAG System	COMMENT
MEDIUM⚡	setup_rag_system.sh	387	# Check RAG System Status	COMMENT
MEDIUM	setup_rag_system.sh	2	# setup_rag_system.sh - Complete RAG System Setup Script	COMMENT
MEDIUM	setup_rag_system.sh	402	# Backup RAG System Data	COMMENT
MEDIUM	setup_rag_system.sh	431	# Update RAG System	COMMENT
MEDIUM	docker-compose.yml	23	# RAG API server	COMMENT
MEDIUM	DOCKER_TROUBLESHOOTING.md	95	#### Problem: RAG API can't connect to Ollama	COMMENT
MEDIUM	DOCKER_TROUBLESHOOTING.md	115	# Test Ollama connection from RAG API container	COMMENT
MEDIUM	DOCKER_TROUBLESHOOTING.md	188	pkill -f "api_server" # RAG API	CODE
MEDIUM	DOCKER_TROUBLESHOOTING.md	286	# RAG API container (most issues happen here)	COMMENT
MEDIUM	DOCKER_TROUBLESHOOTING.md	378	# Test RAG API alone	COMMENT
MEDIUM	DOCKER_TROUBLESHOOTING.md	540	#### 2. Minimal Docker (RAG API only)	COMMENT
MEDIUM	DOCKER_TROUBLESHOOTING.md	542	# Run only RAG API in Docker	COMMENT
MEDIUM	docker-compose.local-ollama.yml	2	# RAG API server (connects to host Ollama)	COMMENT
MEDIUM	test_docker_build.sh	75	# 1. RAG API (no dependencies)	COMMENT
MEDIUM	test_docker_build.sh	82	# 2. Backend (depends on RAG API)	COMMENT
MEDIUM	Documentation/api_reference.md	1	# 📚 API Reference (Backend & RAG API)	COMMENT
MEDIUM	Documentation/api_reference.md	36	## RAG API (Python `rag_system/api_server.py`)	COMMENT
MEDIUM	Documentation/api_reference.md	46	### RAG ChatRequest (Advanced Options)	COMMENT
MEDIUM	Documentation/system_overview.md	1	# 🏗️ RAG System - Complete System Overview	COMMENT
MEDIUM	Documentation/system_overview.md	400	### Graph RAG Mode (`"graph_rag"`)	COMMENT
MEDIUM	Documentation/deployment_guide.md	1	# 🚀 RAG System Deployment Guide	COMMENT
MEDIUM	Documentation/deployment_guide.md	139	curl http://localhost:8001/models # RAG API	CODE
MEDIUM	Documentation/deployment_guide.md	229	# Terminal 1: RAG API	COMMENT
MEDIUM	Documentation/deployment_guide.md	249	curl http://localhost:8001/models # RAG API	CODE
MEDIUM	Documentation/deployment_guide.md	269	python -m rag_system.api_server # RAG API on port 8001	CODE
MEDIUM	Documentation/deployment_guide.md	560	# Scale RAG API instances based on load	COMMENT
MEDIUM	Documentation/improvement_plan.md	1	# RAG System – Improvement Road-map	COMMENT
MEDIUM	Documentation/installation_guide.md	1	# 📦 RAG System Installation Guide	COMMENT
MEDIUM	Documentation/installation_guide.md	138	### 3.2 Clone and Setup RAG System	COMMENT
MEDIUM	Documentation/installation_guide.md	324	#### RAG System Test:	COMMENT
MEDIUM	Documentation/installation_guide.md	326	# Test RAG system initialization	COMMENT
MEDIUM	Documentation/installation_guide.md	452	ollama pull nomic-embed-text # Alternative embedding model	CODE
MEDIUM	Documentation/installation_guide.md	471	sudo ufw deny 8001/tcp # RAG API (internal only)	CODE
MEDIUM	Documentation/quick_start.md	1	# ⚡ Quick Start Guide - RAG System	COMMENT
MEDIUM⚡	Documentation/quick_start.md	72	curl http://localhost:8001/models # RAG API	CODE
MEDIUM⚡	Documentation/quick_start.md	126	# Terminal 1: RAG API	COMMENT
MEDIUM⚡	Documentation/quick_start.md	145	curl http://localhost:8001/models # RAG API	CODE
MEDIUM	Documentation/quick_start.md	205	python -m rag_system.api_server # RAG API only	CODE
MEDIUM	Documentation/docker_usage.md	1	# 🐳 Docker Usage Guide - RAG System	COMMENT
MEDIUM	Documentation/docker_usage.md	174	# After RAG system changes	COMMENT
MEDIUM	backend/server.py	15	# Import RAG system modules for complete metadata	COMMENT
MEDIUM	backend/server.py	299	# 🎯 SMART ROUTING: Decide between direct LLM vs RAG	COMMENT
MEDIUM	backend/server.py	305	# 🔍 --- Use RAG Pipeline for Document-Related Queries ---	COMMENT
MEDIUM	backend/server.py	353	# No indexes = definitely no RAG needed	COMMENT
MEDIUM	backend/server.py	535	# Check for strong RAG indicators	COMMENT
MEDIUM	backend/server.py	540	# Question words + substantial length might benefit from RAG	COMMENT
MEDIUM	backend/server.py	593	# Build payload for RAG API	COMMENT
MEDIUM	backend/server.py	756	# Very naive classification - same logic as RAG API server	COMMENT
MEDIUM	backend/server.py	814	# Add complete metadata from RAG system configuration if available	COMMENT
MEDIUM	backend/server.py	916	# Delegate to advanced RAG API same as session indexing	COMMENT
22 more matches not shown…

Excessive Try-Catch Wrapping162 hits · 164 pts

Severity	File	Line	Snippet	Context
LOW	system_health_check.py	27	except Exception as e:	CODE
LOW⚡	system_health_check.py	52	except Exception as e:	CODE
LOW⚡	system_health_check.py	64	except Exception as e:	CODE
LOW	system_health_check.py	89	except Exception as e:	CODE
LOW	system_health_check.py	112	except Exception as e:	CODE
LOW	system_health_check.py	142	except Exception as e:	CODE
LOW	demo_batch_indexing.py	191	except Exception as e:	CODE
LOW	demo_batch_indexing.py	379	except Exception as e:	STRING
LOW	create_index_script.py	64	except Exception as e:	CODE
LOW	create_index_script.py	234	except Exception as e:	CODE
LOW	create_index_script.py	257	except Exception as e:	CODE
LOW	create_index_script.py	308	except Exception as e:	CODE
LOW	create_index_script.py	365	except Exception as e:	CODE
LOW	simple_create_index.sh	165	except Exception as e:	CODE
MEDIUM	simple_create_index.sh	118	def create_index_simple():	CODE
LOW	run_system.py	301	except Exception as e:	CODE
LOW	run_system.py	334	except Exception as e:	CODE
LOW	run_system.py	464	except Exception as e:	CODE
LOW	Documentation/indexing_pipeline.md	479	except Exception as e:	CODE
MEDIUM	Documentation/indexing_pipeline.md	480	print(f"Error processing file: {e}")	CODE
LOW	Documentation/indexing_pipeline.md	507	except Exception as e:	CODE
LOW	Documentation/indexing_pipeline.md	538	except Exception as e:	CODE
LOW	Documentation/retrieval_pipeline.md	370	except Exception as e:	CODE
LOW	Documentation/retrieval_pipeline.md	391	except Exception as e:	CODE
LOW	Documentation/retrieval_pipeline.md	400	except Exception as e2:	CODE
LOW	Documentation/retrieval_pipeline.md	446	except Exception as e:	CODE
LOW	Documentation/retrieval_pipeline.md	490	except Exception as e:	CODE
MEDIUM	backend/server.py	784	def handle_get_indexes(self):	CODE
MEDIUM	backend/server.py	801	def handle_create_index(self):	CODE
LOW⚡	backend/server.py	721	except Exception as e:	CODE
LOW⚡	backend/server.py	729	except Exception as e:	CODE
LOW⚡	backend/server.py	779	except Exception as e:	CODE
LOW⚡	backend/server.py	788	except Exception as e:	CODE
LOW⚡	backend/server.py	798	except Exception as e:	CODE
LOW⚡	backend/server.py	985	except Exception as e:	CODE
LOW⚡	backend/server.py	992	except Exception as e:	CODE
LOW	backend/server.py	172	except Exception as e:	CODE
LOW	backend/server.py	185	except Exception as e:	CODE
LOW	backend/server.py	198	except Exception as e:	CODE
LOW	backend/server.py	219	except Exception as e:	CODE
LOW	backend/server.py	242	except Exception as e:	CODE
LOW	backend/server.py	267	except Exception as e:	CODE
LOW	backend/server.py	333	except Exception as e:	CODE
LOW	backend/server.py	362	except Exception as e:	CODE
LOW	backend/server.py	403	except Exception as e:	CODE
LOW	backend/server.py	429	except Exception as e:	CODE
LOW	backend/server.py	502	except Exception as e:	CODE
LOW	backend/server.py	578	except Exception as e:	CODE
LOW	backend/server.py	623	except Exception:	CODE
LOW	backend/server.py	638	except Exception as e:	CODE
LOW	backend/server.py	655	except Exception as e:	CODE
LOW	backend/server.py	839	except Exception as e:	CODE
LOW	backend/server.py	903	except Exception:	CODE
LOW	backend/server.py	963	except Exception as e:	CODE
LOW	backend/server.py	974	except Exception:	CODE
LOW	backend/server.py	1011	except Exception as e:	CODE
LOW	backend/server.py	1022	except Exception as e:	CODE
LOW	backend/server.py	1056	except Exception as e:	CODE
LOW	backend/server.py	1075	except Exception as e:	CODE
LOW	backend/server.py	1097	except Exception as e:	CODE
102 more matches not shown…

Decorative Section Separators42 hits · 136 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	rag_system/__init__.py	4	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/__init__.py	6	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/__init__.py	10	# ---------------------------------------------------------	COMMENT
MEDIUM	rag_system/__init__.py	27	# ---------------------------------------------------------	COMMENT
MEDIUM	rag_system/__init__.py	29	# ---------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/main.py	19	# ==================================	COMMENT
MEDIUM⚡	rag_system/main.py	23	# ============================================================================	COMMENT
MEDIUM⚡	rag_system/main.py	25	# ============================================================================	COMMENT
MEDIUM⚡	rag_system/main.py	54	# ============================================================================	COMMENT
MEDIUM⚡	rag_system/main.py	56	# ============================================================================	COMMENT
MEDIUM	rag_system/main.py	163	# ============================================================================	COMMENT
MEDIUM	rag_system/main.py	165	# ============================================================================	COMMENT
MEDIUM	rag_system/main.py	238	# ============================================================================	COMMENT
MEDIUM	rag_system/main.py	240	# ============================================================================	COMMENT
MEDIUM	rag_system/ingestion/docling_chunker.py	39	# ------------------------------------------------------------------	COMMENT
MEDIUM	rag_system/ingestion/docling_chunker.py	85	# ------------------------------------------------------------------	COMMENT
MEDIUM	rag_system/ingestion/docling_chunker.py	87	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/ingestion/docling_chunker.py	199	# --------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/ingestion/docling_chunker.py	202	# --------------------------------------------------------------	COMMENT
MEDIUM	rag_system/rerankers/sentence_pruner.py	30	# ---------------------------------------------------------------------	COMMENT
MEDIUM	rag_system/rerankers/sentence_pruner.py	32	# ---------------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/rerankers/sentence_pruner.py	55	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/rerankers/sentence_pruner.py	57	# ------------------------------------------------------------------	COMMENT
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/pipelines/retrieval_pipeline.py	309	# -----------------------------------------------------------	STRING
MEDIUM⚡	rag_system/pipelines/retrieval_pipeline.py	311	# -----------------------------------------------------------	STRING
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	286	# ---------------------------------------------------------------	STRING
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	288	# ---------------------------------------------------------------	STRING
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	444	# ------------------------------------------------------------------	STRING
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	446	# ------------------------------------------------------------------	STRING
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	512	# ------------------------------------------------------------------	STRING
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	514	# ------------------------------------------------------------------	STRING
MEDIUM⚡	rag_system/pipelines/indexing_pipeline.py	118	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/pipelines/indexing_pipeline.py	120	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/pipelines/indexing_pipeline.py	280	# ---------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/pipelines/indexing_pipeline.py	282	# ---------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/utils/ollama_client.py	84	# -------------------------------------------------------------	COMMENT
MEDIUM⚡	rag_system/utils/ollama_client.py	87	# -------------------------------------------------------------	COMMENT
MEDIUM	rag_system/utils/ollama_client.py	118	# -------------------------------------------------------------	COMMENT
MEDIUM	rag_system/utils/ollama_client.py	120	# -------------------------------------------------------------	COMMENT
MEDIUM	rag_system/agent/loop.py	638	# ------------------------------------------------------------------	STRING

Structural Annotation Overuse29 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW⚡	setup_rag_system.sh	127	# Step 3: Install Docker	COMMENT
LOW⚡	setup_rag_system.sh	237	# Step 4: Setup RAG System	COMMENT
LOW⚡	setup_rag_system.sh	361	# Step 8: Create Helper Scripts	COMMENT
LOW	setup_rag_system.sh	42	# Step 1: System Requirements Check	COMMENT
LOW	setup_rag_system.sh	74	# Step 2: Install Dependencies	COMMENT
LOW	setup_rag_system.sh	302	# Step 5: Build and Start Services	COMMENT
LOW	setup_rag_system.sh	319	# Step 6: Install AI Models	COMMENT
LOW	setup_rag_system.sh	344	# Step 7: System Verification	COMMENT
LOW	setup_rag_system.sh	457	# Step 9: Final Setup	COMMENT
LOW	Documentation/quick_start.md	26	### Step 1: Clone and Setup	COMMENT
LOW	Documentation/quick_start.md	37	### Step 2: Install Ollama Locally	COMMENT
LOW⚡	Documentation/quick_start.md	53	### Step 3: Start Docker Containers	COMMENT
LOW⚡	Documentation/quick_start.md	63	### Step 4: Verify Deployment	COMMENT
LOW⚡	Documentation/quick_start.md	75	### Step 5: Access Application	COMMENT
LOW	Documentation/quick_start.md	88	### Step 1: Clone and Install Dependencies	COMMENT
LOW	Documentation/quick_start.md	102	### Step 2: Install and Configure Ollama	COMMENT
LOW⚡	Documentation/quick_start.md	116	### Step 3: Start the System	COMMENT
LOW⚡	Documentation/quick_start.md	136	### Step 4: Verify Installation	COMMENT
LOW⚡	Documentation/quick_start.md	148	### Step 5: Access Application	COMMENT
LOW	Documentation/docker_usage.md	38	### Step 1: Clone and Setup	COMMENT
LOW	Documentation/docker_usage.md	49	### Step 2: Install and Configure Ollama (Required)	COMMENT
LOW	Documentation/docker_usage.md	71	### Step 3: Start Docker Containers	COMMENT
LOW	rag_system/api_server_with_progress.py	200	# Step 1: Document Processing	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	149	# Step 1: Document Processing and Chunking	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	209	# Step 3: Optional Contextual Enrichment (before indexing for consistency)	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	246	# Step 4: Create BM25 Index from enriched chunks (for consistency with vector index)	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	321	# Step 6: Knowledge Graph Extraction (Optional)	COMMENT
LOW	rag_system/indexing/graph_extractor.py	20	# Step 1: Extract Entities	COMMENT
LOW	rag_system/indexing/graph_extractor.py	53	# Step 2: Extract Relationships	STRING

Self-Referential Comments14 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	create_index_script.py	206	# Create the index	COMMENT
MEDIUM	simple_create_index.sh	104	# Create a temporary Python script to create the index	COMMENT
MEDIUM	simple_create_index.sh	219	# Create the index	COMMENT
MEDIUM	run_system.py	109	# Create main logger	COMMENT
MEDIUM⚡	backend/server.py	738	# This function is now deprecated in favor of the new indexing workflow	COMMENT
MEDIUM	backend/server.py	677	# Create a unique filename to avoid overwrites	COMMENT
MEDIUM	backend/database.py	673	# Create a test session	STRING
MEDIUM	rag_system/api_server.py	597	# Create a temporary pipeline instance with the overridden config	COMMENT
MEDIUM⚡	rag_system/main.py	20	# This file contains the MASTER configuration for all models used in the RAG system.	COMMENT
MEDIUM	rag_system/ingestion/chunking.py	121	"chunk_id": f"{document_id}_{i}", # Create a more unique ID	CODE
MEDIUM	rag_system/pipelines/retrieval_pipeline.py	193	# Define the window for the search	COMMENT
MEDIUM	rag_system/utils/ollama_client.py	164	# Create a dummy black image for testing	COMMENT
MEDIUM	rag_system/agent/loop.py	286	# Create a contextual query that includes history for most operations	COMMENT
MEDIUM	rag_system/indexing/contextualizer.py	11	# Define the structured prompt templates, adapted from the example	COMMENT

Unused Imports33 hits · 29 pts

Severity	File	Line	Context
LOW	system_health_check.py	9	CODE
LOW	run_system.py	30	CODE
LOW	run_system.py	34	CODE
LOW	backend/server.py	7	CODE
LOW	backend/server.py	918	CODE
LOW	backend/database.py	5	CODE
LOW	rag_system/api_server.py	4	CODE
LOW	rag_system/ingestion/docling_chunker.py	1	CODE
LOW	rag_system/ingestion/docling_chunker.py	12	CODE
LOW	rag_system/ingestion/docling_chunker.py	13	CODE
LOW	rag_system/ingestion/docling_chunker.py	15	CODE
LOW	rag_system/rerankers/sentence_pruner.py	1	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	1	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	2	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	3	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	15	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	22	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	23	CODE
LOW	rag_system/utils/batch_processor.py	3	CODE
LOW	rag_system/utils/watsonx_client.py	1	CODE
LOW	rag_system/retrieval/retrievers.py	1	CODE
LOW	rag_system/retrieval/retrievers.py	2	CODE
LOW	rag_system/retrieval/retrievers.py	5	CODE
LOW	rag_system/retrieval/retrievers.py	7	CODE
LOW	rag_system/retrieval/retrievers.py	8	CODE
LOW	rag_system/retrieval/retrievers.py	9	CODE
LOW	rag_system/retrieval/retrievers.py	9	CODE
LOW	rag_system/retrieval/retrievers.py	10	CODE
LOW	rag_system/indexing/multimodal.py	5	CODE
LOW	rag_system/indexing/multimodal.py	5	CODE
LOW	rag_system/indexing/multimodal.py	5	CODE
LOW	rag_system/indexing/latechunk.py	1	CODE
LOW	rag_system/indexing/overview_builder.py	1	CODE

Hyper-Verbose Identifiers30 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW⚡	system_health_check.py	56	def check_agent_initialization():	CODE
LOW	create_index_script.py	314	def create_sample_batch_config():	CODE
LOW	CONTRIBUTING.md	211	def test_embedding_generation():	CODE
LOW	Documentation/indexing_pipeline.md	272	def _generate_context_summary(self, chunk_text: str, surrounding_context: str) -> str:	CODE
LOW	Documentation/indexing_pipeline.md	346	def create_table_if_not_exists(self, table_name: str, schema: Schema):	CODE
LOW	Documentation/indexing_pipeline.md	523	def recover_from_partial_failure(self, table_name: str, document_id: str):	CODE
LOW	Documentation/retrieval_pipeline.md	134	def _get_surrounding_chunks_lancedb(self, chunk, window_size):	CODE
LOW	Documentation/retrieval_pipeline.md	249	def generate_hypothetical_doc(self, query: str) -> str:	STRING
LOW	Documentation/retrieval_pipeline.md	337	def _build_conversation_context(self, history: List[Dict]) -> str:	CODE
LOW	Documentation/retrieval_pipeline.md	430	def recover_from_embedding_failure(self, query: str, **kwargs):	STRING
LOW	backend/test_backend.py	59	def test_conversation_history():	CODE
LOW⚡	backend/server.py	988	def handle_link_index_to_session(self, session_id: str, index_id: str):	CODE
LOW⚡	backend/server.py	995	def handle_get_session_indexes(self, session_id: str):	CODE
LOW	backend/server.py	224	def handle_get_session_documents(self, session_id: str):	CODE
LOW	backend/database.py	315	def get_documents_for_session(self, session_id: str) -> List[str]:	STRING
LOW	backend/database.py	443	def inspect_and_populate_index_metadata(self, index_id: str) -> dict:	STRING
LOW⚡	backend/simple_pdf_processor.py	192	def initialize_simple_pdf_processor():	STRING
LOW	rag_system/api_server_with_progress.py	145	def run_indexing_with_progress(file_paths: List[str], session_id: str):	CODE
LOW	rag_system/api_server_with_progress.py	294	def handle_index_with_progress(self):	CODE
LOW	rag_system/api_server.py	42	def _apply_index_embedding_model(idx_ids):	CODE
LOW	rag_system/api_server.py	71	def _get_table_name_for_session(session_id):	CODE
LOW⚡	rag_system/ingestion/document_converter.py	113	def _convert_general_to_markdown(self, file_path: str, input_format: InputFormat) -> List[Tuple[str, Dict[str, Any]]	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	170	def _get_surrounding_chunks_lancedb(self, chunk: Dict[str, Any], window_size: int) -> List[Dict[str, Any]]:	CODE
LOW⚡	rag_system/utils/ollama_client.py	88	async def generate_completion_async(	CODE
LOW⚡	rag_system/utils/watsonx_client.py	149	async def generate_completion_async(	CODE
LOW	rag_system/utils/validate_model_config.py	39	def validate_configuration_consistency():	CODE
LOW	rag_system/utils/validate_model_config.py	154	def check_pipeline_configurations():	CODE
LOW⚡	rag_system/agent/loop.py	74	def load_overviews_for_indexes(self, idx_ids: list[str]):	CODE
LOW	rag_system/agent/loop.py	152	def _format_query_with_history(self, query: str, history: list) -> str:	CODE
LOW	rag_system/retrieval/query_transformer.py	309	def _generate_translation_prompt(self, query: str) -> str:	STRING

Deep Nesting33 hits · 27 pts

Severity	File	Line	Context
LOW	create_index_script.py	77	CODE
LOW	run_system.py	346	CODE
LOW	run_system.py	469	CODE
LOW	backend/test_backend.py	59	CODE
LOW	backend/server.py	49	CODE
LOW	backend/server.py	84	CODE
LOW	backend/server.py	368	CODE
LOW	backend/server.py	658	CODE
LOW	backend/server.py	842	CODE
LOW	backend/server.py	995	CODE
LOW	backend/ollama_client.py	33	CODE
LOW	backend/ollama_client.py	111	CODE
LOW	backend/database.py	393	CODE
LOW	backend/database.py	443	CODE
LOW	backend/simple_pdf_processor.py	36	CODE
LOW	rag_system/api_server.py	145	CODE
LOW	rag_system/api_server.py	304	CODE
LOW	rag_system/main.py	318	CODE
LOW	rag_system/ingestion/chunking.py	36	CODE
LOW	rag_system/ingestion/docling_chunker.py	88	CODE
LOW	rag_system/rerankers/reranker.py	30	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	135	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	170	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	259	CODE
LOW	rag_system/pipelines/retrieval_pipeline.py	515	CODE
LOW	rag_system/pipelines/indexing_pipeline.py	131	CODE
LOW	rag_system/utils/batch_processor.py	76	CODE
LOW	rag_system/utils/watsonx_client.py	177	CODE
LOW	rag_system/agent/loop.py	55	CODE
LOW	rag_system/agent/loop.py	74	CODE
LOW	rag_system/agent/loop.py	260	CODE
LOW	rag_system/retrieval/retrievers.py	72	CODE
LOW	rag_system/indexing/graph_extractor.py	14	CODE

Verbosity Indicators16 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW⚡	setup_rag_system.sh	127	# Step 3: Install Docker	COMMENT
LOW⚡	setup_rag_system.sh	237	# Step 4: Setup RAG System	COMMENT
LOW⚡	setup_rag_system.sh	361	# Step 8: Create Helper Scripts	COMMENT
LOW	setup_rag_system.sh	42	# Step 1: System Requirements Check	COMMENT
LOW	setup_rag_system.sh	74	# Step 2: Install Dependencies	COMMENT
LOW	setup_rag_system.sh	302	# Step 5: Build and Start Services	COMMENT
LOW	setup_rag_system.sh	319	# Step 6: Install AI Models	COMMENT
LOW	setup_rag_system.sh	344	# Step 7: System Verification	COMMENT
LOW	setup_rag_system.sh	457	# Step 9: Final Setup	COMMENT
LOW	rag_system/api_server_with_progress.py	200	# Step 1: Document Processing	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	149	# Step 1: Document Processing and Chunking	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	209	# Step 3: Optional Contextual Enrichment (before indexing for consistency)	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	246	# Step 4: Create BM25 Index from enriched chunks (for consistency with vector index)	COMMENT
LOW	rag_system/pipelines/indexing_pipeline.py	321	# Step 6: Knowledge Graph Extraction (Optional)	COMMENT
LOW	rag_system/indexing/graph_extractor.py	20	# Step 1: Extract Entities	COMMENT
LOW	rag_system/indexing/graph_extractor.py	53	# Step 2: Extract Relationships	STRING

Redundant / Tautological Comments16 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	simple_create_index.sh	47	# Check if we're in the right directory	COMMENT
LOW	simple_create_index.sh	53	# Check if Ollama is running	COMMENT
LOW⚡	setup_rag_system.sh	137	# Check if Homebrew is installed	COMMENT
LOW	setup_rag_system.sh	31	# Check if running as root	COMMENT
LOW	run_system.py	254	# Check if port is in use	COMMENT
LOW	run_system.py	293	# Check if process is still running	COMMENT
LOW	run_system.py	393	# Check if Ollama is already running	COMMENT
LOW	backend/test_backend.py	107	# Check if the AI remembered the name	COMMENT
LOW	backend/server.py	152	# Check if Ollama is running	COMMENT
LOW	backend/ollama_client.py	173	# Check if Ollama is running	COMMENT
LOW⚡	backend/database.py	454	# Check if metadata is already populated	STRING
LOW⚡	backend/database.py	473	# Check if table exists	STRING
LOW	backend/database.py	564	# Check if FTS index exists	STRING
LOW	backend/database.py	591	# Check if this is actually a legacy index by looking at creation date	STRING
LOW	rag_system/api_server.py	186	# Check if this is the first message by calling the backend server	COMMENT
LOW	rag_system/api_server.py	345	# Check if this is the first message by calling the backend server	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	WATSONX_README.md	137	api_key="your_api_key",	CODE
HIGH	rag_system/utils/watsonx_client.py	237	api_key="your-api-key",	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	260	Create a searchable index from documents. This function processes documents through the complete indexing pipel	STRING

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	rag_system/api_server_with_progress.py	16	logger = logging.getLogger(__name__)	CODE
LOW	rag_system/utils/batch_processor.py	9	logger = logging.getLogger(__name__)	CODE
LOW	rag_system/indexing/contextualizer.py	9	logger = logging.getLogger(__name__)	CODE
LOW	rag_system/indexing/overview_builder.py	6	logger = logging.getLogger(__name__)	CODE

Over-Commented Block3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	Documentation/deployment_guide.md	541	```bash	COMMENT
LOW	rag_system/pipelines/retrieval_pipeline.py	21		COMMENT
LOW	rag_system/agent/loop.py	261	start_time = time.time()	COMMENT

AI Slop Vocabulary3 hits · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo_batch_indexing.py	255	"""Create a comprehensive sample configuration file."""	STRING
LOW	rag_system/pipelines/retrieval_pipeline.py	553	# Any issues (missing table, bad schema, etc.) –> just return []	STRING
MEDIUM	rag_system/utils/validate_model_config.py	91	"""Print a comprehensive map of which models are used where."""	STRING

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	rag_system/agent/loop.py	251		CODE
LOW	rag_system/agent/loop.py	260		CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	rag_system/ingestion/chunking.py	140	doc_meta = {"title": "My Awesome Document", "author": "Jane Doe", "year": 2024}	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings