Optimizing inference proxy for LLMs
This report summarizes scanner evidence for algorithmicsuperintelligence/optillm, a Python project with 4,310 GitHub stars. SynthScan examined 56,596 lines of code across 224 source files, recording 1222 pattern matches distributed across 21 syntactic categories. The legacy adjusted pattern signal is 28.3 (Elevated pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 599 finding(s).
Are imports declared and package/API names verified? 225 finding(s).
Are wrappers, guards, and repeated structures necessary? 726 finding(s).
Which changes need focused human review? 1222 finding(s).
This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.
Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.
This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.
The scanner identified 1222 distinct pattern matches across 21 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.
Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | optillm/batching.py | 101 | def _validate_batch_compatibility(self, requests: List[BatchRequest]) -> None: | CODE |
| LOW | optillm/server.py | 208 | def normalize_message_content(messages): | CODE |
| LOW | optillm/server.py | 502 | def execute_combined_approaches(approaches, system_prompt, initial_query, client, model, request_config: dict = None): | CODE |
| LOW | optillm/server.py | 511 | async def execute_parallel_approaches(approaches, system_prompt, initial_query, client, model, request_config: dict = No | CODE |
| LOW | optillm/server.py | 567 | def generate_streaming_response(final_response, model): | CODE |
| LOW | optillm/server.py | 596 | def generate_streaming_completion(completion, model, include_usage=False): | CODE |
| LOW | optillm/server.py | 670 | def tagged_conversation_to_messages(response_text): | CODE |
| LOW | optillm/server.py | 726 | def strip_optillm_approach_tags(messages): | CODE |
| LOW | optillm/server.py | 788 | def _normalize_response_texts(response): | 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 | 285 | 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 | 78 | def prepare_execution_globals(): | CODE |
| LOW | optillm/z3_solver.py | 336 | 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 | 634 | def get_capabilities_description(self) -> str: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 673 | async def execute_tool_with_session(session: LoggingClientSession, tool_name: str, arguments: Dict[str, Any]) -> Dict[st | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 826 | async def execute_tool_streamable_http(server_config: ServerConfig, tool_name: str, arguments: Dict[str, Any]) -> Dict[s | 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/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 | 197 | def _test_system_message_support(self, provider, model: str) -> bool: | CODE |
| LOW | optillm/plugins/proxy/client.py | 228 | def _format_messages_for_provider(self, provider, model: str, messages: list) -> list: | CODE |
| LOW⚡ | optillm/plugins/proxy/client.py | 264 | 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 |
| 262 more matches not shown… | ||||
| 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 | 172 | except Exception as e: | CODE |
| LOW | optillm/server.py | 282 | except Exception as e: | CODE |
| LOW | optillm/server.py | 338 | except Exception as e: | CODE |
| LOW | optillm/server.py | 967 | except Exception as e: | CODE |
| LOW | optillm/server.py | 1222 | except Exception as e: | CODE |
| LOW | optillm/server.py | 1490 | except Exception as e: | CODE |
| LOW | optillm/server.py | 1573 | except Exception as e: | CODE |
| LOW | optillm/bon.py | 52 | except Exception as e: | CODE |
| LOW | optillm/bon.py | 85 | 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 | 197 | except Exception as e: | CODE |
| LOW | optillm/z3_solver.py | 202 | except Exception: | CODE |
| LOW | optillm/z3_solver.py | 232 | 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 | 178 | except Exception as e: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 212 | except Exception as e: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 235 | except Exception as e: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 261 | except Exception as e: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 274 | except Exception as e: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 374 | except Exception as e: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 392 | except Exception as e: | CODE |
| LOW | optillm/plugins/mcp_plugin.py | 419 | except Exception as e: | CODE |
| 216 more matches not shown… | ||||
| Severity | File | Line | Snippet | 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 | 18 | CODE | |
| LOW | optillm/server.py | 19 | CODE | |
| LOW | optillm/server.py | 20 | 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 | 131 | 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 | 13 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 14 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 15 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 18 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 18 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 18 | CODE | |
| LOW | optillm/plugins/router_plugin.py | 6 | CODE | |
| LOW | optillm/plugins/router_plugin.py | 8 | CODE | |
| 158 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | optillm/conversation_logger.py | 239 | except Exception: | CODE |
| HIGH | optillm/inference.py | 672 | except ImportError: | CODE |
| HIGH | optillm/inference.py | 681 | except ImportError: | CODE |
| HIGH | optillm/plugins/coc_plugin.py | 225 | except: | CODE |
| HIGH | optillm/plugins/web_search_plugin.py | 173 | except: | CODE |
| HIGH | optillm/plugins/web_search_plugin.py | 180 | except: | CODE |
| HIGH | optillm/plugins/web_search_plugin.py | 250 | except: | CODE |
| HIGH | optillm/plugins/web_search_plugin.py | 74 | except: | CODE |
| HIGH | optillm/plugins/web_search_plugin.py | 431 | except: | CODE |
| HIGH | optillm/plugins/web_search_plugin.py | 429 | except: | CODE |
| HIGH | optillm/plugins/compact_plugin.py | 78 | except Exception: | CODE |
| HIGH | optillm/plugins/spl/strategy.py | 225 | except ValueError: | CODE |
| HIGH | optillm/plugins/spl/strategy.py | 170 | except ValueError: | CODE |
| HIGH | optillm/plugins/deep_research/session_state.py | 92 | except: | CODE |
| HIGH | optillm/utils/answer_extraction.py | 288 | except ValueError: | CODE |
| HIGH | optillm/utils/answer_extraction.py | 241 | except ValueError: | CODE |
| HIGH | optillm/utils/answer_extraction.py | 298 | except ValueError: | CODE |
| HIGH | optillm/utils/answer_extraction.py | 91 | except ValueError: | CODE |
| HIGH | tests/test_deepconf.py | 123 | except ValueError: | CODE |
| HIGH | tests/test_deepconf.py | 131 | except ValueError: | CODE |
| HIGH | tests/test_batching.py | 183 | except Exception as e: | CODE |
| HIGH | tests/test_json_plugin.py | 324 | except json.JSONDecodeError: | CODE |
| HIGH | tests/test_conversation_logging_server.py | 444 | except Exception: | CODE |
| HIGH | tests/test_approaches.py | 203 | except Exception: | CODE |
| HIGH | scripts/eval_imobench_proof.py | 456 | except (KeyError, TypeError): | CODE |
| HIGH | scripts/eval_imobench_answer.py | 117 | except (ValueError, TypeError): | CODE |
| 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 | 464 | # Check if the plugin accepts request_config | COMMENT |
| LOW | optillm/server.py | 469 | # Check if the plugin function is async | COMMENT |
| LOW | optillm/server.py | 933 | # Check if any of the approaches is 'none' | COMMENT |
| LOW | optillm/server.py | 956 | # Check if the response is a full dict (like from proxy plugin or none approach) | COMMENT |
| LOW | optillm/server.py | 1388 | # Check if we can use true batching (all requests compatible and using 'none' approach) | COMMENT |
| LOW | optillm/server.py | 1424 | # Check if any of the approaches is 'none' | COMMENT |
| LOW | optillm/server.py | 1272 | if extra and extra[0]: # Check if there are choices for this argument | CODE |
| LOW | optillm/bon.py | 48 | # Check if any valid completions were generated | COMMENT |
| LOW | optillm/rstar.py | 309 | # 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 | 91 | # Check if we need to force end thinking | COMMENT |
| LOW | optillm/thinkdeeper.py | 111 | # 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 | 608 | # Check if we successfully connected to any servers | COMMENT |
| LOW | optillm/plugins/mcp_plugin.py | 928 | # 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 | 121 | # 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 | 230 | # Check if there's a system message | COMMENT |
| LOW⚡ | optillm/plugins/proxy/client.py | 271 | # 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 | 389 | # 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 |
| 12 more matches not shown… | ||||
| 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 | 246 | # 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/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 |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | optillm/thinkdeeper_mlx.py | 79 | CODE | |
| LOW | optillm/batching.py | 129 | CODE | |
| LOW | optillm/batching.py | 136 | CODE | |
| LOW | optillm/server.py | 63 | CODE | |
| LOW | optillm/server.py | 289 | CODE | |
| LOW | optillm/server.py | 364 | CODE | |
| LOW | optillm/server.py | 398 | CODE | |
| LOW | optillm/server.py | 520 | CODE | |
| LOW | optillm/server.py | 635 | CODE | |
| LOW | optillm/server.py | 804 | CODE | |
| LOW | optillm/server.py | 1343 | CODE | |
| LOW | optillm/server.py | 1370 | 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/z3_solver.py | 45 | 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 | 73 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 673 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 714 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 842 | CODE | |
| LOW | optillm/plugins/mcp_plugin.py | 516 | 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 | 228 | CODE | |
| LOW | optillm/plugins/proxy/client.py | 276 | 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 | |
| LOW | optillm/plugins/longcepo/chunking.py | 124 | CODE | |
| 47 more matches not shown… | ||||
| 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 | 44 | 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 | 14 | 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 | 9 | 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 |
| 17 more matches not shown… | ||||
| 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 | 389 | return self.proxy_client.fallback_client.chat.completions.create(**fallback_kwargs) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | tests/test_plugins.py | 434 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | tests/test_plugins.py | 438 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | tests/test_z3_solver_guard.py | 43 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | tests/test_z3_solver_guard.py | 45 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | tests/test_z3_solver_guard.py | 81 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | tests/test_z3_solver_guard.py | 83 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | tests/test_z3_solver_guard.py | 106 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | tests/test_z3_solver_guard.py | 108 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | tests/test_z3_solver_guard.py | 135 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM⚡ | tests/test_z3_solver_guard.py | 137 | # --------------------------------------------------------------------------- | STRING |
| 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 |
| 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 | 58 | # 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 |
| 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 |
| 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 |
| 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 |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | README.md | 603 | "BRAVE_API_KEY": "your-api-key-here" | CODE |
| HIGH | optillm/server.py | 755 | 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 |
| 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 |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | optillm/autothink/processor.py | 0 | initialize the deepconf processor. args: model: the language model tokenizer: the tokenizer config: configuration dictio | STRING |
| HIGH | optillm/autothink/autothink.py | 0 | initialize the deepconf processor. args: model: the language model tokenizer: the tokenizer config: configuration dictio | STRING |
| HIGH | optillm/deepconf/processor.py | 0 | initialize the deepconf processor. args: model: the language model tokenizer: the tokenizer config: configuration dictio | STRING |
| 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 |
| 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 |
| 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 |
| Severity | File | Line | Snippet | 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 |