algorithmicsuperintelligence/optillm

25.4

Adjusted Score

25.4

Raw Score

100%

Time Factor

2026-07-12

Last Push

4.2K

Stars

Python

Language

55.0K

Lines of Code

214

Files

1.1K

Pattern Hits

2026-07-14

Scan Date

0.08

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 4HIGH 14MEDIUM 75LOW 1045

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 1138 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Excessive Try-Catch Wrapping276 hits · 286 pts

Severity	File	Line	Snippet	Context
LOW	optillm/thinkdeeper_mlx.py	197	except Exception as e:	CODE
LOW	optillm/thinkdeeper_mlx.py	239	except Exception as e:	CODE
LOW	optillm/thinkdeeper_mlx.py	291	except Exception as e:	CODE
LOW	optillm/thinkdeeper_mlx.py	326	except Exception as e:	CODE
LOW	optillm/reread.py	68	except Exception as e:	CODE
LOW	optillm/batching.py	174	except Exception as e:	CODE
LOW	optillm/batching.py	213	except Exception as e:	CODE
LOW	optillm/batching.py	271	except Exception as e:	CODE
LOW	optillm/server.py	171	except Exception as e:	CODE
LOW	optillm/server.py	280	except Exception as e:	CODE
LOW	optillm/server.py	336	except Exception as e:	CODE
LOW	optillm/server.py	878	except Exception as e:	CODE
LOW	optillm/server.py	986	except Exception as e:	CODE
LOW	optillm/server.py	1253	except Exception as e:	CODE
LOW	optillm/server.py	1334	except Exception as e:	CODE
LOW	optillm/bon.py	48	except Exception as e:	CODE
LOW	optillm/bon.py	80	except Exception as fallback_error:	CODE
LOW	optillm/litellm_wrapper.py	62	except Exception as e:	CODE
MEDIUM	optillm/litellm_wrapper.py	64	print(f"Error fetching LiteLLM models: {str(e)}")	CODE
MEDIUM	optillm/litellm_wrapper.py	43	def list():	CODE
LOW	optillm/thinkdeeper.py	198	except Exception as e:	CODE
LOW	optillm/z3_solver.py	139	except Exception:	CODE
LOW	optillm/z3_solver.py	169	except Exception as e:	CODE
LOW	optillm/conversation_logger.py	217	except Exception as e:	CODE
LOW	optillm/conversation_logger.py	239	except Exception:	CODE
LOW	optillm/inference.py	73	except Exception as e:	CODE
LOW	optillm/inference.py	340	except Exception as e:	CODE
LOW	optillm/inference.py	355	except Exception as e:	CODE
LOW	optillm/inference.py	410	except Exception as e:	CODE
LOW	optillm/inference.py	446	except Exception as e:	CODE
LOW	optillm/inference.py	460	except Exception as fallback_e:	CODE
LOW	optillm/inference.py	473	except Exception as e:	CODE
LOW	optillm/inference.py	565	except Exception as e:	CODE
LOW	optillm/inference.py	577	except Exception as e:	CODE
LOW	optillm/inference.py	749	except Exception as e:	CODE
LOW	optillm/inference.py	1103	except Exception as e:	CODE
LOW	optillm/inference.py	1164	except Exception as e:	CODE
LOW	optillm/inference.py	1202	except Exception as e:	CODE
LOW	optillm/inference.py	1229	except Exception as e:	CODE
LOW	optillm/inference.py	1264	except Exception as e:	CODE
LOW	optillm/inference.py	1276	except Exception as e:	CODE
LOW	optillm/inference.py	2153	except Exception as e:	CODE
LOW	optillm/inference.py	2179	except Exception as e:	CODE
LOW	optillm/moa.py	54	except Exception as e:	CODE
LOW	optillm/moa.py	93	except Exception as fallback_error:	CODE
LOW	optillm/plugins/genselect_plugin.py	197	except Exception as e:	CODE
LOW	optillm/plugins/genselect_plugin.py	214	except Exception as gen_error:	CODE
LOW	optillm/plugins/genselect_plugin.py	265	except Exception as e:	CODE
LOW⚡	optillm/plugins/deep_research_plugin.py	94	except Exception as e:	CODE
LOW	optillm/plugins/deep_research_plugin.py	162	except Exception as e:	CODE
LOW	optillm/plugins/coc_plugin.py	228	except Exception as e:	STRING
LOW	optillm/plugins/coc_plugin.py	281	except Exception as e:	STRING
LOW	optillm/plugins/readurls_plugin.py	112	except Exception as e:	CODE
LOW	optillm/plugins/mcp_plugin.py	204	except Exception as e:	CODE
LOW	optillm/plugins/mcp_plugin.py	227	except Exception as e:	CODE
LOW	optillm/plugins/mcp_plugin.py	245	except Exception as e:	CODE
LOW	optillm/plugins/mcp_plugin.py	257	except Exception as e:	CODE
LOW	optillm/plugins/mcp_plugin.py	330	except Exception as e:	CODE
LOW	optillm/plugins/mcp_plugin.py	368	except Exception as e:	CODE
LOW	optillm/plugins/mcp_plugin.py	387	except Exception as e:	CODE
216 more matches not shown…

Hyper-Verbose Identifiers268 hits · 269 pts

Severity	File	Line	Snippet	Context
LOW	optillm/batching.py	101	def _validate_batch_compatibility(self, requests: List[BatchRequest]) -> None:	CODE
LOW	optillm/server.py	206	def normalize_message_content(messages):	CODE
LOW	optillm/server.py	493	def execute_combined_approaches(approaches, system_prompt, initial_query, client, model, request_config: dict = None):	CODE
LOW	optillm/server.py	502	async def execute_parallel_approaches(approaches, system_prompt, initial_query, client, model, request_config: dict = No	CODE
LOW	optillm/server.py	558	def generate_streaming_response(final_response, model):	CODE
LOW	optillm/server.py	633	def tagged_conversation_to_messages(response_text):	CODE
LOW	optillm/leap.py	46	def extract_examples_from_query(self, initial_query: str) -> List[Tuple[str, str]]:	CODE
LOW	optillm/leap.py	133	def generate_low_level_principles(self, mistakes: List[Tuple[str, str, str, str]]) -> List[str]:	STRING
LOW	optillm/leap.py	169	def generate_high_level_principles(self) -> List[str]:	STRING
LOW	optillm/rstar.py	283	def create_discriminator_prompt(self, partial_trajectory: List[Node]) -> str:	CODE
LOW	optillm/entropy_decoding.py	22	def calculate_varentropy_logsoftmax(logits: torch.Tensor, axis: int = -1) -> Tuple[torch.Tensor, torch.Tensor]:	CODE
LOW	optillm/entropy_decoding.py	29	def calculate_attention_metrics(attention_weights: torch.Tensor) -> Dict[str, torch.Tensor]:	CODE
LOW	optillm/self_consistency.py	58	def cluster_similar_responses(self, responses: List[str]) -> List[List[str]]:	CODE
LOW	optillm/self_consistency.py	100	def advanced_self_consistency_approach(system_prompt: str, initial_query: str, client, model: str, request_config: dict	CODE
LOW	optillm/cot_decoding.py	44	def aggregate_paths_based_on_scores(paths: List[Tuple[str, float]]) -> Tuple[str, float]:	CODE
LOW	optillm/z3_solver.py	18	def prepare_execution_globals():	CODE
LOW	optillm/z3_solver.py	273	def extract_and_validate_expressions(self, analysis: str) -> str:	STRING
LOW	optillm/inference.py	772	def _compute_prompt_signature(self, prompt: str) -> str:	CODE
LOW	optillm/inference.py	1322	def get_optimized_generation_config(self, generation_params: Optional[Dict[str, Any]] = None) -> Dict:	CODE
LOW	optillm/inference.py	1444	def setup_efficient_attention(self):	CODE
LOW	optillm/inference.py	1506	def optimize_generation_params(self, prompt: str) -> Dict[str, Any]:	CODE
LOW	optillm/inference.py	1539	def _create_stopping_criteria(self, stop_sequences: List[str], input_length: int):	CODE
LOW	optillm/plansearch.py	61	def generate_derived_observations(self, problem: str, observations: List[str], num_new_observations: int = 2) -> Lis	CODE
LOW	optillm/cepo/cepo.py	257	def llm_call_reason_effort_fallback(	STRING
LOW	optillm/cepo/cepo.py	701	def rate_completions_absolute(system_prompt: str, initial_query: str, client: Any, model: str, completions: list[str], c	STRING
LOW	optillm/cepo/cepo.py	790	def rate_completions_pairwise(system_prompt: str, initial_query: str, client: Any, model: str, completions: list[str], c	STRING
LOW	optillm/cepo/cepo.py	880	def extract_answer_mathverify(response_str, last_n_chars=100):	STRING
LOW	optillm/cepo/cepo.py	953	def rate_completions_majority(completions: list[str], last_n_chars: int = 150) -> tuple[str, int, dict]:	STRING
LOW	optillm/plugins/deepthink_plugin.py	150	def _extract_task_description(initial_query: str, system_prompt: str) -> str:	CODE
LOW	optillm/plugins/executecode_plugin.py	62	def should_execute_request_code(query: str) -> bool:	CODE
LOW	optillm/plugins/mcp_plugin.py	588	def get_capabilities_description(self) -> str:	CODE
LOW	optillm/plugins/mcp_plugin.py	627	async def execute_tool_with_session(session: LoggingClientSession, tool_name: str, arguments: Dict[str, Any]) -> Dict[st	CODE
LOW	optillm/plugins/web_search_plugin.py	187	def wait_for_captcha_resolution(self, max_wait: int = 300) -> bool:	CODE
LOW⚡	optillm/plugins/json_plugin.py	54	def parse_json_schema_to_pydantic(self, schema_str: str) -> type[BaseModel]:	CODE
LOW⚡	optillm/plugins/json_plugin.py	116	def extract_schema_from_response_format(response_format: Dict[str, Any]) -> Optional[str]:	CODE
LOW	optillm/plugins/compact_plugin.py	93	def parse_tagged_conversation(text: str) -> List[Tuple[str, str]]:	CODE
LOW	optillm/plugins/proxy_plugin.py	29	def _test_system_message_support(proxy_client, model: str) -> bool:	CODE
LOW⚡	optillm/plugins/proxy_plugin.py	63	def _get_system_message_support(proxy_client, model: str) -> bool:	CODE
LOW⚡	optillm/plugins/proxy_plugin.py	78	def _format_messages_for_model(system_prompt: str, initial_query: str,	CODE
LOW	optillm/plugins/spl/generation.py	169	def should_create_new_strategy(problem_type: str, query: str, existing_strategies: List[Strategy], db: StrategyDatabase)	CODE
LOW	optillm/plugins/spl/evaluation.py	24	def select_relevant_strategies(query: str, problem_type: str, db: Any, learning_mode: bool = False, max_strategies: int	CODE
LOW	optillm/plugins/spl/evaluation.py	106	def evaluate_strategy_effectiveness(response: str, thinking: Optional[str], selected_strategies: List[Strategy], client,	CODE
LOW	optillm/plugins/spl/strategy.py	244	def get_strategies_for_problem(self, problem_type: str) -> List[Strategy]:	CODE
LOW	optillm/plugins/spl/strategy.py	255	def update_strategy_performance(self, strategy_id: str, success: bool) -> None:	CODE
LOW	optillm/plugins/spl/strategy.py	516	def limit_strategies_per_type(self, max_per_type: int = MAX_STRATEGIES_PER_TYPE) -> int:	CODE
LOW	optillm/plugins/proxy/client.py	179	def _test_system_message_support(self, provider, model: str) -> bool:	CODE
LOW	optillm/plugins/proxy/client.py	210	def _format_messages_for_provider(self, provider, model: str, messages: list) -> list:	CODE
LOW⚡	optillm/plugins/proxy/client.py	246	def _make_request_with_timeout(self, provider, request_kwargs):	CODE
LOW	optillm/plugins/deepthink/uncertainty_cot.py	37	def generate_with_uncertainty_routing(	CODE
LOW	optillm/plugins/deepthink/uncertainty_cot.py	114	def _generate_multiple_samples(	CODE
LOW	optillm/plugins/deepthink/uncertainty_cot.py	249	def _calculate_answer_consistency(self, answers: List[str]) -> float:	CODE
LOW	optillm/plugins/deepthink/uncertainty_cot.py	285	def _calculate_reasoning_consistency(self, thinking_texts: List[str]) -> float:	CODE
LOW	optillm/plugins/deepthink/self_discover.py	36	def discover_reasoning_structure(self, task_description: str, task_examples: List[str] = None) -> Dict[str, Any]:	CODE
LOW	optillm/plugins/deepthink/self_discover.py	355	def _clean_and_parse_strategy(self, text: str) -> Dict[str, Any]:	CODE
LOW	optillm/plugins/deep_research/research_engine.py	194	def validate_report_completeness(text: str) -> Dict[str, Any]:	CODE
LOW⚡	optillm/plugins/deep_research/research_engine.py	612	def generate_preliminary_draft(self, system_prompt: str, initial_query: str) -> str:	STRING
LOW⚡	optillm/plugins/deep_research/research_engine.py	757	def perform_gap_targeted_search(self, gaps: List[Dict[str, str]]) -> str:	STRING
LOW	optillm/plugins/deep_research/research_engine.py	803	def denoise_draft_with_retrieval(self, current_draft: str, retrieval_content: str, original_query: str) -> str:	STRING
LOW	optillm/plugins/longcepo/chunking.py	124	def split_into_granular_chunks(	CODE
LOW	optillm/autothink/classifier.py	141	def get_complexity_with_confidence(self, text: str) -> Tuple[str, float]:	CODE
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Unused Imports221 hits · 205 pts

Severity	File	Line	Context
LOW	optillm/thinkdeeper_mlx.py	7	CODE
LOW	optillm/thinkdeeper_mlx.py	14	CODE
LOW	optillm/batching.py	20	CODE
LOW	optillm/server.py	6	CODE
LOW	optillm/server.py	17	CODE
LOW	optillm/server.py	18	CODE
LOW	optillm/server.py	19	CODE
LOW	optillm/bon.py	2	CODE
LOW	optillm/rstar.py	4	CODE
LOW	optillm/rstar.py	4	CODE
LOW	optillm/rstar.py	7	CODE
LOW	optillm/rstar.py	8	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/__init__.py	17	CODE
LOW	optillm/entropy_decoding.py	4	CODE
LOW	optillm/litellm_wrapper.py	1	CODE
LOW	optillm/litellm_wrapper.py	6	CODE
LOW	optillm/cot_decoding.py	3	CODE
LOW	optillm/cot_decoding.py	4	CODE
LOW	optillm/thinkdeeper.py	4	CODE
LOW	optillm/z3_solver.py	2	CODE
LOW	optillm/z3_solver.py	68	CODE
LOW	optillm/inference.py	10	CODE
LOW	optillm/inference.py	20	CODE
LOW	optillm/inference.py	84	CODE
LOW	optillm/inference.py	1071	CODE
LOW	optillm/moa.py	2	CODE
LOW	optillm/mcts.py	6	CODE
LOW	optillm/cepo/cepo.py	14	CODE
LOW	optillm/plugins/genselect_plugin.py	14	CODE
LOW	optillm/plugins/genselect_plugin.py	15	CODE
LOW	optillm/plugins/coc_plugin.py	21	CODE
LOW	optillm/plugins/coc_plugin.py	23	CODE
LOW	optillm/plugins/coc_plugin.py	24	CODE
LOW	optillm/plugins/coc_plugin.py	25	CODE
LOW	optillm/plugins/coc_plugin.py	26	CODE
LOW	optillm/plugins/executecode_plugin.py	7	CODE
LOW	optillm/plugins/readurls_plugin.py	4	CODE
LOW	optillm/plugins/mcp_plugin.py	12	CODE
LOW	optillm/plugins/mcp_plugin.py	13	CODE
LOW	optillm/plugins/mcp_plugin.py	14	CODE
LOW	optillm/plugins/mcp_plugin.py	17	CODE
LOW	optillm/plugins/mcp_plugin.py	17	CODE
LOW	optillm/plugins/mcp_plugin.py	17	CODE
LOW	optillm/plugins/mcp_plugin.py	26	CODE
LOW	optillm/plugins/router_plugin.py	6	CODE
161 more matches not shown…

Redundant / Tautological Comments72 hits · 110 pts

Severity	File	Line	Snippet	Context
LOW	optillm/thinkdeeper_mlx.py	71	# Check if current sequence ends with any thought switch sequence	COMMENT
LOW	optillm/thinkdeeper_mlx.py	157	# Check if we've reached minimum thinking tokens	COMMENT
LOW	optillm/thinkdeeper_mlx.py	277	# Check if response starts with the prompt	COMMENT
LOW	optillm/server.py	459	# Check if the plugin accepts request_config	COMMENT
LOW	optillm/server.py	464	# Check if the plugin function is async	COMMENT
LOW	optillm/server.py	832	# Check if any of the approaches is 'none'	COMMENT
LOW	optillm/server.py	862	# Check if the response is a full dict (like from proxy plugin or none approach)	COMMENT
LOW	optillm/server.py	1151	# Check if we can use true batching (all requests compatible and using 'none' approach)	COMMENT
LOW	optillm/server.py	1187	# Check if any of the approaches is 'none'	COMMENT
LOW	optillm/server.py	1035	if extra and extra[0]: # Check if there are choices for this argument	CODE
LOW	optillm/bon.py	44	# Check if any valid completions were generated	COMMENT
LOW	optillm/rstar.py	307	# Check if the answer is a number	COMMENT
LOW	optillm/thinkdeeper.py	62	# Check if current sequence ends with any thought switch sequence	COMMENT
LOW	optillm/thinkdeeper.py	92	# Check if we need to force end thinking	COMMENT
LOW	optillm/thinkdeeper.py	112	# Check if this is a thought-switching token (only if not in conclusion phase)	COMMENT
LOW	optillm/inference.py	1808	# Check if should use MLX	COMMENT
LOW	optillm/inference.py	1897	# Check if this decoding approach is supported for MLX	COMMENT
LOW	optillm/inference.py	1994	# Check if we're using MLX pipeline	COMMENT
LOW	optillm/moa.py	50	# Check if any valid completions were generated	COMMENT
LOW	optillm/plugins/deepthink_plugin.py	104	# Check if response is an error message or empty	COMMENT
LOW	optillm/plugins/mcp_plugin.py	562	# Check if we successfully connected to any servers	COMMENT
LOW	optillm/plugins/mcp_plugin.py	881	# Check if the model wants to use any tools	COMMENT
LOW	optillm/plugins/web_search_plugin.py	240	# Check if we hit a CAPTCHA immediately	COMMENT
LOW	optillm/plugins/web_search_plugin.py	307	# Check if it's a CAPTCHA page	COMMENT
LOW	optillm/plugins/web_search_plugin.py	382	# Check if this element has both h3 and a link	COMMENT
LOW	optillm/plugins/web_search_plugin.py	522	# Check if this is a search command with empty query (e.g., "search for" with nothing after)	COMMENT
LOW	optillm/plugins/json_plugin.py	80	# Check if field is required	COMMENT
LOW⚡	optillm/plugins/json_plugin.py	122	# Check if it's the OpenAI format	COMMENT
LOW	optillm/plugins/proxy_plugin.py	179	# Check if model contains an approach pattern (backward compatibility)	COMMENT
LOW	optillm/plugins/spl/strategy.py	453	# Check if strategies are of the same problem type	COMMENT
LOW	optillm/plugins/spl/utils.py	28	# Check if there are thinking tags	COMMENT
LOW	optillm/plugins/spl/main.py	57	# Check if we should enable learning mode	COMMENT
LOW	optillm/plugins/proxy/client.py	212	# Check if there's a system message	COMMENT
LOW⚡	optillm/plugins/proxy/client.py	253	# Check if it's a timeout error	COMMENT
LOW	optillm/plugins/proxy/approach_handler.py	32	# Check if it's an approach	COMMENT
LOW	optillm/plugins/proxy/approach_handler.py	40	# Check if it's a plugin	COMMENT
LOW⚡	optillm/plugins/proxy/approach_handler.py	140	# Check if it has required attributes	COMMENT
LOW	optillm/plugins/proxy/approach_handler.py	164	# Check if handler accepts request_config	COMMENT
LOW	optillm/plugins/deep_research/session_state.py	31	# Check if session exists and is active	COMMENT
LOW	optillm/plugins/deep_research/research_engine.py	244	# Check if section is mostly placeholders	COMMENT
LOW⚡	optillm/plugins/deep_research/research_engine.py	764	# Check if session manager is available	STRING
LOW	optillm/plugins/deep_research/research_engine.py	455	# Check if session manager is available	STRING
LOW	optillm/plugins/longcepo/chunking.py	77	# Check if the last one exceeds	COMMENT
LOW	optillm/autothink/classifier.py	37	# Check if adaptive-classifier is installed	COMMENT
LOW	optillm/autothink/steering.py	120	# Check if item has the required fields	COMMENT
LOW	optillm/autothink/steering.py	444	# Check if the token is positive or negative	COMMENT
LOW	optillm/autothink/processor.py	204	# Check if current sequence ends with any thought switch sequence	COMMENT
LOW	optillm/autothink/processor.py	271	# Check if we need to force end thinking	COMMENT
LOW	optillm/autothink/processor.py	295	# Check if this is a thought-switching token (only if not in conclusion phase)	COMMENT
LOW	optillm/mars/mars.py	415	# Iterate through list to find first valid answer	COMMENT
LOW	optillm/mars/answer_extraction.py	133	# Check if this looks like a proof problem (geometry, proofs, etc.)	COMMENT
LOW	optillm/mars/verifier.py	153	# Check if we've reached the threshold	COMMENT
LOW⚡	tests/test_plugins.py	56	# Check if known plugins are loaded	COMMENT
LOW	tests/test_mars_imo25.py	175	# Check if the answer "4" appears in the response	COMMENT
LOW⚡	tests/test_json_plugin.py	321	# Check if required field exists	COMMENT
LOW	tests/test_mcp_plugin.py	358	# Check if npx is available	COMMENT
LOW	tests/test_conversation_logging_server.py	37	# Check if server is already running	COMMENT
LOW	tests/run_tests.sh	9	# Check if optillm server is running	COMMENT
LOW	tests/run_tests.sh	30	# Check if optillm server is running	COMMENT
LOW	tests/test_privacy_plugin_performance.py	90	# Check if required dependencies are available	COMMENT
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Self-Referential Comments34 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM	optillm/thinkdeeper_mlx.py	104	# Initialize tracking variables	COMMENT
MEDIUM	optillm/cepo/cepo.py	738	# Create a fresh conversation with proper role alternation for each completion	STRING
MEDIUM	optillm/cepo/cepo.py	833	# Create a fresh conversation for each comparison with proper system→user structure	STRING
MEDIUM	optillm/plugins/deep_research_plugin.py	145	# Create a wrapped client with extended timeout for deep research	COMMENT
MEDIUM	optillm/plugins/coc_plugin.py	132	# Create a notebook with the code	STRING
MEDIUM	optillm/plugins/mcp_plugin.py	231	# Create a custom ClientSession that logs all communication	COMMENT
MEDIUM	optillm/plugins/router_plugin.py	67	# Create the OptILMClassifier	COMMENT
MEDIUM	optillm/plugins/privacy_plugin.py	85	# Create a reverse mapping of placeholders to entity names	COMMENT
MEDIUM	optillm/plugins/privacy_plugin.py	133	# Create a mapping between entity types and counters	COMMENT
MEDIUM⚡	optillm/plugins/proxy_plugin.py	68	# Create a unique cache key based on model and base_url	COMMENT
MEDIUM	optillm/plugins/spl/generation.py	139	# Create a new strategy object using the provided database for ID generation	COMMENT
MEDIUM	optillm/plugins/spl/generation.py	154	# Create a minimal fallback strategy with a unique ID	COMMENT
MEDIUM	optillm/plugins/spl/evaluation.py	230	# Create a copy of the strategy with the refined text	COMMENT
MEDIUM	optillm/plugins/spl/strategy.py	494	# Create a new merged strategy	COMMENT
MEDIUM	optillm/plugins/spl/main.py	94	# Create a new strategy	COMMENT
MEDIUM	optillm/plugins/spl/main.py	149	# Create a copy of request_config without spl_learning	COMMENT
MEDIUM⚡	optillm/plugins/deep_research/research_engine.py	606	# Create a focused query combining the original topic with the missing aspect	STRING
MEDIUM⚡	optillm/autothink/steering.py	363	# Create a new reference for the modified hidden states	COMMENT
MEDIUM⚡	optillm/autothink/steering.py	367	# Create a new tuple with the modified hidden states	COMMENT
MEDIUM	optillm/autothink/steering.py	140	# Create the steering vector dictionary	COMMENT
MEDIUM	tests/test_plugins.py	222	# Create a mock client with a mock response that has all token counts	COMMENT
MEDIUM⚡	tests/test_batching.py	193	# Create the pipeline - this will download the model if needed	COMMENT
MEDIUM	tests/test_batching.py	172	# Create a real cache manager instead of mock	COMMENT
MEDIUM	tests/test_batching.py	213	# Create the pipeline	COMMENT
MEDIUM	tests/test_privacy_plugin_performance.py	201	# Create a mock analyzer instance	COMMENT
MEDIUM	tests/test_mars_parallel.py	217	# Create a client that will cause some agents to fail	COMMENT
MEDIUM⚡	tests/test_mars_parallel.py	257	# Create a mock ThreadPoolExecutor	COMMENT
MEDIUM	scripts/eval_aime_benchmark.py	43	# Define the thought transition phrases to track	COMMENT
MEDIUM	scripts/eval_aime_benchmark.py	388	# Create a failed attempt record	COMMENT
MEDIUM	scripts/eval_aime_benchmark.py	800	# Create a timestamped ID for this response	COMMENT
MEDIUM	scripts/eval_aime_benchmark.py	841	# Create a set of already processed indexes for efficient lookup	COMMENT
MEDIUM⚡	scripts/eval_optillmbench.py	742	# Create a summary DataFrame for easier analysis	COMMENT
MEDIUM	scripts/eval_optillmbench.py	23	# Define the approaches to test	COMMENT
MEDIUM	scripts/eval_math500_benchmark.py	753	# Create a set of already processed indexes for efficient lookup	COMMENT

Deep Nesting107 hits · 90 pts

Severity	File	Line	Context
LOW	optillm/thinkdeeper_mlx.py	79	CODE
LOW	optillm/batching.py	129	CODE
LOW	optillm/batching.py	136	CODE
LOW	optillm/server.py	62	CODE
LOW	optillm/server.py	287	CODE
LOW	optillm/server.py	362	CODE
LOW	optillm/server.py	396	CODE
LOW	optillm/server.py	511	CODE
LOW	optillm/server.py	602	CODE
LOW	optillm/server.py	705	CODE
LOW	optillm/server.py	1106	CODE
LOW	optillm/server.py	1133	CODE
LOW	optillm/bon.py	7	CODE
LOW	optillm/entropy_decoding.py	125	CODE
LOW	optillm/pvg.py	54	CODE
LOW	optillm/thinkdeeper.py	71	CODE
LOW	optillm/conversation_logger.py	220	CODE
LOW	optillm/inference.py	479	CODE
LOW	optillm/inference.py	937	CODE
LOW	optillm/inference.py	1237	CODE
LOW	optillm/inference.py	1444	CODE
LOW	optillm/inference.py	1458	CODE
LOW	optillm/inference.py	1566	CODE
LOW	optillm/inference.py	1834	CODE
LOW	optillm/moa.py	7	CODE
LOW	optillm/cepo/cepo.py	338	CODE
LOW	optillm/plugins/deep_research_plugin.py	53	CODE
LOW	optillm/plugins/coc_plugin.py	123	CODE
LOW	optillm/plugins/executecode_plugin.py	25	CODE
LOW	optillm/plugins/readurls_plugin.py	27	CODE
LOW	optillm/plugins/mcp_plugin.py	627	CODE
LOW	optillm/plugins/mcp_plugin.py	664	CODE
LOW	optillm/plugins/mcp_plugin.py	742	CODE
LOW	optillm/plugins/mcp_plugin.py	795	CODE
LOW	optillm/plugins/mcp_plugin.py	335	CODE
LOW	optillm/plugins/mcp_plugin.py	472	CODE
LOW	optillm/plugins/router_plugin.py	116	CODE
LOW	optillm/plugins/web_search_plugin.py	57	CODE
LOW	optillm/plugins/web_search_plugin.py	187	CODE
LOW	optillm/plugins/web_search_plugin.py	224	CODE
LOW	optillm/plugins/json_plugin.py	116	CODE
LOW	optillm/plugins/json_plugin.py	54	CODE
LOW	optillm/plugins/spl/evaluation.py	24	CODE
LOW	optillm/plugins/spl/strategy.py	151	CODE
LOW	optillm/plugins/spl/strategy.py	359	CODE
LOW	optillm/plugins/spl/strategy.py	442	CODE
LOW	optillm/plugins/spl/main.py	36	CODE
LOW	optillm/plugins/proxy/client.py	210	CODE
LOW	optillm/plugins/proxy/client.py	258	CODE
LOW	optillm/plugins/proxy/approach_handler.py	63	CODE
LOW	optillm/plugins/proxy/approach_handler.py	107	CODE
LOW	optillm/plugins/deepthink/uncertainty_cot.py	309	CODE
LOW	optillm/plugins/deepthink/self_discover.py	302	CODE
LOW	optillm/plugins/deep_research/session_state.py	21	CODE
LOW	optillm/plugins/deep_research/research_engine.py	399	CODE
LOW	optillm/plugins/deep_research/research_engine.py	494	CODE
LOW	optillm/plugins/deep_research/research_engine.py	664	CODE
LOW	optillm/plugins/deep_research/research_engine.py	871	CODE
LOW	optillm/plugins/deep_research/research_engine.py	967	CODE
LOW	optillm/plugins/longcepo/chunking.py	20	CODE
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Modern Structural Boilerplate77 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	optillm/thinkdeeper_mlx.py	10	logger = logging.getLogger(__name__)	CODE
LOW	optillm/reread.py	5	logger = logging.getLogger(__name__)	CODE
LOW	optillm/batching.py	24	logger = logging.getLogger(__name__)	CODE
LOW	optillm/server.py	43	logger = logging.getLogger(__name__)	CODE
LOW	optillm/leap.py	10	logger = logging.getLogger(__name__)	CODE
LOW	optillm/rto.py	6	logger = logging.getLogger(__name__)	CODE
LOW	optillm/bon.py	5	logger = logging.getLogger(__name__)	CODE
LOW	optillm/rstar.py	14	logger = logging.getLogger(__name__)	CODE
LOW	optillm/__init__.py	37	__all__ = [	CODE
LOW	optillm/pvg.py	7	logger = logging.getLogger(__name__)	CODE
LOW	optillm/self_consistency.py	7	logger = logging.getLogger(__name__)	CODE
LOW	optillm/thinkdeeper.py	7	logger = logging.getLogger(__name__)	CODE
LOW	optillm/conversation_logger.py	12	logger = logging.getLogger(__name__)	CODE
LOW	optillm/conversation_logger.py	251	def set_global_logger(logger_instance: 'ConversationLogger') -> None:	CODE
LOW	optillm/inference.py	32	logger = logging.getLogger(__name__)	CODE
LOW	optillm/moa.py	5	logger = logging.getLogger(__name__)	CODE
LOW⚡	optillm/cot_reflection.py	6	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plansearch.py	6	logger = logging.getLogger(__name__)	CODE
LOW	optillm/mcts.py	9	logger = logging.getLogger(__name__)	CODE
LOW	optillm/cepo/cepo.py	18	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/genselect_plugin.py	17	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/deepthink_plugin.py	15	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/coc_plugin.py	32	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/memory_plugin.py	19	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/json_plugin.py	13	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/compact_plugin.py	25	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/proxy_plugin.py	15	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/majority_voting_plugin.py	13	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/spl/generation.py	23	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/spl/evaluation.py	22	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/spl/__init__.py	7	__all__ = ['run_spl']	CODE
LOW	optillm/plugins/spl/strategy.py	25	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/spl/strategy.py	111	def update_strategy(self, new_strategy_text: str) -> None:	CODE
LOW	optillm/plugins/spl/strategy.py	255	def update_strategy_performance(self, strategy_id: str, success: bool) -> None:	CODE
LOW	optillm/plugins/spl/utils.py	13	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/spl/main.py	34	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/proxy/config.py	12	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/proxy/health.py	9	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/proxy/client.py	14	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/proxy/__init__.py	8	__all__ = ['ProxyConfig', 'ProxyClient', 'RouterFactory', 'HealthChecker']	CODE
LOW	optillm/plugins/proxy/approach_handler.py	11	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/proxy/routing.py	10	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/deepthink/uncertainty_cot.py	15	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/deepthink/__init__.py	11	__all__ = ['SelfDiscover', 'UncertaintyRoutedCoT']	CODE
LOW	optillm/plugins/deepthink/self_discover.py	14	logger = logging.getLogger(__name__)	CODE
LOW	optillm/plugins/longcepo/__init__.py	10	__all__ = ['run_longcepo']	CODE
LOW	optillm/plugins/longcepo/utils.py	8	logger = logging.getLogger(__name__)	CODE
LOW	optillm/autothink/classifier.py	13	logger = logging.getLogger(__name__)	CODE
LOW	optillm/autothink/steering.py	16	logger = logging.getLogger(__name__)	CODE
LOW	optillm/autothink/__init__.py	7	__all__ = ["autothink_decode", "AutoThinkProcessor"]	CODE
LOW	optillm/autothink/processor.py	17	logger = logging.getLogger(__name__)	CODE
LOW	optillm/autothink/autothink.py	14	logger = logging.getLogger(__name__)	CODE
LOW	optillm/autothink/example.py	20	logger = logging.getLogger(__name__)	CODE
LOW	optillm/utils/answer_extraction.py	13	logger = logging.getLogger(__name__)	CODE
LOW	optillm/deepconf/deepconf.py	14	logger = logging.getLogger(__name__)	CODE
LOW	optillm/deepconf/confidence.py	16	logger = logging.getLogger(__name__)	CODE
LOW	optillm/deepconf/__init__.py	10	__all__ = ['deepconf_decode']	CODE
LOW	optillm/deepconf/processor.py	21	logger = logging.getLogger(__name__)	CODE
LOW	optillm/mars/mars.py	28	logger = logging.getLogger(__name__)	CODE
LOW	optillm/mars/aggregator.py	17	logger = logging.getLogger(__name__)	CODE
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Hallucination Indicators4 hits · 55 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	optillm/plugins/deep_research_plugin.py	97	return self.parent.client.chat.completions.create(**kwargs)	CODE
CRITICAL⚡	optillm/plugins/deep_research_plugin.py	102	return self.parent.client.chat.completions.create(**kwargs)	CODE
CRITICAL⚡	optillm/plugins/deep_research_plugin.py	108	return self.parent.client.chat.completions.create(**kwargs)	CODE
CRITICAL	optillm/plugins/proxy/client.py	359	return self.proxy_client.fallback_client.chat.completions.create(**fallback_kwargs)	CODE

AI Slop Vocabulary20 hits · 41 pts

Severity	File	Line	Snippet	Context
MEDIUM	optillm/inference.py	392	# Use robust MLX generation with multiple fallback approaches	COMMENT
LOW⚡	optillm/plugins/deep_research_plugin.py	105	# For other clients (like OptILLM), just pass through	COMMENT
MEDIUM	optillm/plugins/deep_research_plugin.py	136	max_sources = config.get("max_sources", 30) # Balanced for comprehensive coverage	CODE
LOW	optillm/plugins/proxy/routing.py	62	# If we've cycled through all providers, just return first available	COMMENT
MEDIUM	optillm/plugins/deepthink/self_discover.py	269	"""Parse JSON structure with robust error handling and cleanup."""	STRING
MEDIUM⚡	optillm/plugins/longcepo/prompts.py	4	MAPREDUCE_SYSTEM_PROMPT = """You are globally celebrated as a preeminent expert in the field of digital document analysi	CODE
MEDIUM⚡	optillm/plugins/longcepo/prompts.py	10	PLANNING_SYSTEM_PROMPT = """As an intelligent assistant, your primary objective is to answer a user question as accurate	CODE
MEDIUM⚡	optillm/plugins/longcepo/prompts.py	10	PLANNING_SYSTEM_PROMPT = """As an intelligent assistant, your primary objective is to answer a user question as accurate	CODE
MEDIUM	optillm/utils/answer_extraction.py	38	# First try math-verify for robust mathematical parsing	COMMENT
MEDIUM	optillm/mars/mars.py	269	# Log comprehensive summary	COMMENT
MEDIUM	optillm/mars/mars.py	614	"""Log comprehensive overview of all solutions before synthesis"""	STRING
MEDIUM	optillm/mars/verifier.py	25	"""Run comprehensive verification on all solutions in workspace"""	STRING
MEDIUM	optillm/mars/verifier.py	60	"""Run comprehensive verification on all solutions in workspace with parallel execution"""	STRING
MEDIUM	tests/test_mars_parallel.py	370	# Analyze the comprehensive logs	COMMENT
MEDIUM	tests/test_mars_parallel.py	446	# Verify we have comprehensive logging	COMMENT
MEDIUM	scripts/eval_imobench_proof.py	327	"""Analyze and print comprehensive statistics with full credit prioritized"""	STRING
MEDIUM	scripts/eval_optillmbench.py	142	# 1. If it's all on one line, use a more comprehensive regex	COMMENT
MEDIUM⚡	scripts/eval_optillmbench.py	752	"""Generate a comprehensive report comparing all approaches."""	STRING
MEDIUM	scripts/eval_imo25_benchmark.py	616	"""Analyze and print comprehensive statistics of IMO evaluation results"""	STRING
MEDIUM	scripts/eval_imobench_answer.py	228	"""Analyze and print comprehensive statistics"""	STRING

Docstring Block Structure6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	optillm/batching.py	231	Add a request to be batched Args: request_data: The request data dictionary	STRING
HIGH	optillm/cepo/cepo.py	263	Call LLM with fallback on reasoning effort levels. This function wraps `llm_call` with retry and degradation l	STRING
HIGH	optillm/plugins/proxy/config.py	182	Validate configuration structure and values. Args: config: Configuration to valida	STRING
HIGH	optillm/plugins/deepthink/self_discover.py	37	Stage 1: Discover reasoning structure for the given task. Args: task_description:	STRING
HIGH	optillm/deepconf/deepconf.py	22	Main DeepConf decoding function for integration with OptILLM. Implements confidence-aware reasoning with e	STRING
HIGH	optillm/deepconf/deepconf.py	123	Validate and normalize DeepConf configuration. Args: config: Input configuration dictionary	STRING

Decorative Section Separators8 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_plugins.py	431	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_plugins.py	435	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/eval_imobench_proof.py	344	# ========================================================================	COMMENT
MEDIUM	scripts/eval_imobench_proof.py	346	# ========================================================================	COMMENT
MEDIUM	scripts/eval_imobench_proof.py	361	# ========================================================================	COMMENT
MEDIUM	scripts/eval_imobench_proof.py	363	# ========================================================================	COMMENT
MEDIUM	scripts/eval_imobench_proof.py	375	# ========================================================================	COMMENT
MEDIUM	scripts/eval_imobench_proof.py	377	# ========================================================================	COMMENT

Structural Annotation Overuse8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	optillm/cepo/cepo.py	498	# Step 3 - Review and consolidate plans	STRING
LOW⚡	optillm/plugins/deepthink/self_discover.py	49	# Step 1: SELECT relevant reasoning modules	COMMENT
LOW⚡	optillm/plugins/deepthink/self_discover.py	53	# Step 2: ADAPT modules to be task-specific	COMMENT
LOW⚡	optillm/plugins/deepthink/self_discover.py	57	# Step 3: IMPLEMENT structured reasoning plan	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	83	# Step 1: Get initial response	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	91	# Step 2: Generate alternate query	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	106	# Step 3: Get response for alternate query	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	114	# Step 4: Compute similarity using local TF-IDF based similarity	COMMENT

Verbosity Indicators7 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	optillm/plugins/deepthink/self_discover.py	49	# Step 1: SELECT relevant reasoning modules	COMMENT
LOW⚡	optillm/plugins/deepthink/self_discover.py	53	# Step 2: ADAPT modules to be task-specific	COMMENT
LOW⚡	optillm/plugins/deepthink/self_discover.py	57	# Step 3: IMPLEMENT structured reasoning plan	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	83	# Step 1: Get initial response	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	91	# Step 2: Generate alternate query	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	106	# Step 3: Get response for alternate query	COMMENT
LOW⚡	scripts/eval_arena_hard_auto_rtc.py	114	# Step 4: Compute similarity using local TF-IDF based similarity	COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	563	"BRAVE_API_KEY": "your-api-key-here"	CODE
HIGH	optillm/server.py	698	return jsonify({"error": "Invalid Authorization header. Expected format: 'Authorization: Bearer YOUR_API_KEY	CODE
HIGH	optillm/plugins/deep_research/sample_reports/README.md	80	api_key="your-api-key",	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH⚡	optillm/cot_reflection.py	12	temperature = 0.6 # Default to 0.6 as requested	CODE
HIGH⚡	optillm/cot_reflection.py	13	max_tokens = 4096 # Default to 4096 as requested	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	optillm/autothink/processor.py	initialize the deepconf processor. args: model: the language model tokenizer: the tokenizer config: configuration dictio	STRING
HIGH	optillm/autothink/autothink.py	initialize the deepconf processor. args: model: the language model tokenizer: the tokenizer config: configuration dictio	STRING
HIGH	optillm/deepconf/processor.py	initialize the deepconf processor. args: model: the language model tokenizer: the tokenizer config: configuration dictio	STRING

Over-Commented Block9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yaml	21	# OPTILLM_BASE_URL: ${OPENAI_BASE_URL:-"https://openrouter.ai/api/v1"} # can be set to any OpenAI API compatible e	COMMENT
LOW	optillm/entropy_decoding.py	241	# {"role": "user", "content": "In a dance class of 20 students, 20% enrolled in contemporary dance, 25% of the remai	COMMENT
LOW	optillm/cot_decoding.py	161	# result, confidence = cot_decode(model, tokenizer, messages, aggregate_paths=True, max_new_tokens=512)	COMMENT
LOW	optillm/plugins/proxy/example_config.yaml	61		COMMENT
LOW	optillm/plugins/proxy/example_config.yaml	81	# model: "bon&proxy-gpt-4"	COMMENT
LOW	optillm/utils/__init__.py	1	# Utils package for OptiLLM	COMMENT
LOW	tests/__init__.py	1	# Tests for OptILLM	COMMENT
LOW	.github/workflows/claude.yml	41	actions: read	COMMENT
LOW	.github/workflows/claude.yml	61	# Optional: Custom environment variables for Claude	COMMENT

Modern AI Meta-Vocabulary4 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…_chart_the_developing_landscape_of_ai_agents_and_co.md	97	[1] Seizing the agentic AI advantage. Available at: https://www.mckinsey.com/capabilities/quantumblack/our-insights/seiz	CODE
MEDIUM	…_chart_the_developing_landscape_of_ai_agents_and_co.md	115	[10] Agentic AI vs Traditional AI: Key Differences. Available at: https://www.fullstack.com/labs/resources/blog/agentic-	CODE
MEDIUM	optillm/plugins/longcepo/config.py	23	max_context_window: int = 8192 # Total model context window available	CODE
MEDIUM	optillm/mars/README.md	44	├── mars.py # Main orchestration with parallel execution	CODE

AI Structural Patterns6 hits · 5 pts

Severity	File	Line	Context
LOW	optillm/cot_decoding.py	52	CODE
LOW	optillm/inference.py	714	CODE
LOW	optillm/inference.py	1834	CODE
LOW	optillm/plugins/majority_voting_plugin.py	44	CODE
LOW	optillm/plugins/spl/strategy.py	30	CODE
LOW	optillm/plugins/deep_research/research_engine.py	135	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	optillm/entropy_decoding.py	233	# Usage example	COMMENT
LOW	optillm/cot_decoding.py	148	# Usage example	COMMENT
LOW	optillm/plugins/proxy/example_config.yaml	68	# Example usage:	COMMENT