apurvsinghgautam/robin

Pattern Findings

The scanner identified 379 distinct pattern matches across 8 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.

Hyper-Verbose Identifiers305 hits · 308 pts

Severity	File	Line	Snippet	Context
LOW	ui.py	443	def _render_investigation_body(inv):	CODE
LOW	ui.py	472	def _followup_history_messages(chat_history, max_turns=5):	CODE
LOW	search.py	164	def fetch_search_results_detailed(endpoint, query):	CODE
LOW	search.py	342	def get_search_results_detailed(refined_query, max_workers=5, per_host_limit=None):	CODE
LOW	mcp_server.py	911	def _read_saved_investigation(directory: Path, filename: str) -> Optional[str]:	CODE
LOW	mcp_server.py	1661	async def robin_list_investigations(limit: Annotated[int, Field(ge=1, le=200)] = 20) -> str:	CODE
LOW⚡	tests/test_model_smoke.py	26	def test_real_stages_pass_the_grounded_fixture(self):	CODE
LOW⚡	tests/test_model_smoke.py	32	def test_invented_artifacts_and_padded_selections_fail_the_fixture(self):	CODE
LOW⚡	tests/test_model_smoke.py	38	def test_repeating_identifiers_in_the_query_is_not_artifact_extraction(self):	CODE
LOW	tests/test_model_compatibility.py	50	def test_openai_and_gateway_requests_omit_sampling(self):	CODE
LOW	tests/test_model_compatibility.py	65	def test_claude_requests_omit_sampling(self):	CODE
LOW	tests/test_model_compatibility.py	78	def test_gemini_requests_omit_sampling_for_current_models(self):	CODE
LOW	tests/test_model_compatibility.py	92	def test_mistral_retains_the_clients_documented_sampling_default(self):	CODE
LOW	tests/test_model_compatibility.py	100	def test_local_and_custom_requests_preserve_server_defaults(self):	CODE
LOW	tests/test_model_compatibility.py	136	def test_modern_content_blocks_and_local_thinking_prefixes(self):	CODE
LOW	tests/test_model_compatibility.py	152	def test_health_checks_accept_answer_blocks_but_reject_reasoning_only(self):	CODE
LOW	tests/test_model_compatibility.py	165	def test_streams_exclude_reasoning_even_when_tags_span_tokens(self):	CODE
LOW	tests/test_packaging.py	56	def test_secrets_and_case_data_stay_out_and_the_example_env_and_logo_ship(self):	CODE
LOW	tests/test_packaging.py	67	def test_the_dockerfile_labels_the_server_and_pre_creates_robin_owned_directories(self):	CODE
LOW	tests/test_packaging.py	82	def test_every_echo_goes_to_stderr(self):	CODE
LOW	tests/test_packaging.py	90	def test_tor_and_the_model_warm_up_write_to_stderr_in_the_background(self):	CODE
LOW	tests/test_packaging.py	102	def test_requirements_pins_mcp_to_an_exact_version(self):	CODE
LOW	tests/test_packaging.py	105	def test_server_json_is_publishable_and_mounts_the_volume(self):	CODE
LOW	tests/test_llm.py	30	def test_a_label_is_dropped_before_the_indices_are_read(self):	CODE
LOW	tests/test_llm.py	42	def test_list_markers_are_not_indices_and_real_ranges_expand(self):	CODE
LOW	tests/test_llm.py	58	def test_llm_uses_the_prompt_modules_own_objects(self):	CODE
LOW	tests/test_llm.py	66	def test_every_preset_has_a_prompt_a_persona_and_a_sidebar_label(self):	CODE
LOW	tests/test_llm.py	78	def test_each_prompt_keeps_its_substitution_points_and_grounding_rule(self):	CODE
LOW	tests/test_llm.py	107	def test_the_streaming_handler_hands_every_chunk_to_the_ui_and_none_to_stdout(self):	CODE
LOW	tests/test_llm.py	122	def test_the_filters_rate_limit_retry_logs_rather_than_prints(self):	CODE
LOW	tests/test_llm.py	146	def test_a_verbose_registry_refresh_reports_on_stderr_only(self):	CODE
LOW	tests/test_llm.py	177	def test_the_ui_filter_is_the_detailed_selection(self):	CODE
LOW	tests/test_llm.py	190	def test_the_detailed_variant_reports_the_reply_and_reads_long_ranges(self):	CODE
LOW	tests/test_llm.py	204	def test_a_lost_identifier_or_empty_answer_keeps_the_original_query(self):	CODE
LOW	tests/test_llm.py	220	def test_an_answer_that_keeps_identifiers_is_used_verbatim(self):	CODE
LOW	tests/test_llm.py	240	def test_every_stage_preserves_the_final_answer(self):	CODE
LOW	tests/test_search.py	54	def test_each_host_keeps_only_its_first_three_results(self):	CODE
LOW⚡	tests/test_search.py	66	def test_a_tracker_tagged_duplicate_does_not_use_up_the_cap(self):	CODE
LOW⚡	tests/test_search.py	72	def test_results_are_link_and_title_dicts(self):	CODE
LOW⚡	tests/test_search.py	80	def test_each_engine_reports_whether_it_answered_came_back_empty_or_failed(self):	CODE
LOW	tests/test_search.py	98	def test_result_counts_show_what_dedup_and_the_cap_removed(self):	CODE
LOW	tests/test_search.py	116	def test_abuse_results_are_dropped_before_anything_else_and_counted(self):	CODE
LOW	tests/test_search.py	138	def test_plus_and_ampersand_reach_the_engine_verbatim(self):	CODE
LOW	tests/test_search.py	154	def test_redirect_wrappers_are_unwrapped_and_engine_navigation_dropped(self):	CODE
LOW	tests/test_search.py	171	def test_anchor_text_is_scrubbed_and_navigation_dropped(self):	CODE
LOW	tests/test_search.py	237	def test_a_dead_engine_costs_one_attempt(self):	CODE
LOW	tests/test_search.py	253	def test_the_slowest_engine_still_counts(self):	CODE
LOW	tests/test_mcp_investigate.py	40	def test_a_host_that_samples_runs_it_on_its_own_model(self):	CODE
LOW	tests/test_mcp_investigate.py	48	def test_the_sampling_client_reaches_the_host(self):	CODE
LOW	tests/test_mcp_investigate.py	61	def test_without_sampling_a_configured_model_runs_it(self):	CODE
LOW	tests/test_mcp_investigate.py	75	def test_with_no_model_it_points_at_the_tools_path(self):	CODE
LOW	tests/test_mcp_investigate.py	85	def test_a_failed_run_is_a_status_with_the_providers_words_fenced(self):	CODE
LOW	tests/test_mcp_investigate.py	105	def test_each_unfinished_status_is_reported_as_itself(self):	CODE
LOW	tests/test_mcp_investigate.py	122	def test_an_engine_outage_in_the_real_pipeline_is_reported_as_one(self):	CODE
LOW	tests/test_mcp_investigate.py	135	def test_every_pipeline_status_is_allowed_through(self):	CODE
LOW	tests/test_mcp_investigate.py	148	def test_the_report_and_pivots_are_fenced_as_model_output(self):	CODE
LOW	tests/test_mcp_investigate.py	164	def test_run_details_and_model_names_are_fenced_on_every_status(self):	CODE
LOW	tests/test_mcp_investigate.py	176	def test_nothing_readable_hands_back_the_kept_links_fenced(self):	CODE
LOW	tests/test_mcp_investigate.py	184	def test_a_long_report_is_trimmed_for_a_capped_client(self):	CODE
LOW	tests/test_mcp_investigate.py	212	def test_a_finished_run_is_saved_once_with_what_robin_measured(self):	CODE
245 more matches not shown…

Excessive Try-Catch Wrapping40 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	health.py	25	except Exception as e:	CODE
LOW	health.py	91	except Exception as e:	CODE
LOW	health.py	125	except Exception as e:	CODE
LOW	ui.py	173	except Exception:	CODE
LOW	ui.py	548	except Exception as e:	CODE
LOW	llm.py	454	except Exception as e:	CODE
LOW	llm.py	467	except Exception:	CODE
LOW	llm_utils.py	175	except Exception as exc: # noqa: BLE001 - never let the picker hard-fail	CODE
LOW	pipeline.py	71	except Exception:	CODE
LOW	pipeline.py	192	except Exception as exc:	CODE
LOW	pipeline.py	199	except Exception as exc:	CODE
LOW	pipeline.py	210	except Exception as exc:	CODE
LOW	pipeline.py	226	except Exception as exc:	CODE
LOW	pipeline.py	245	except Exception as exc:	CODE
LOW	pipeline.py	266	except Exception as exc:	CODE
LOW	pipeline.py	283	except Exception as exc:	CODE
LOW	search.py	208	except Exception:	CODE
LOW	search.py	212	except Exception as exc:	CODE
LOW	search.py	246	except Exception:	CODE
LOW	search.py	305	except Exception:	CODE
LOW	search.py	360	except Exception as exc: # A worker that died is a failed engine.	CODE
MEDIUM	search.py	243	def _result_host(link):	CODE
LOW	model_registry.py	513	except Exception as exc: # noqa: BLE001 - any failure falls back a layer	CODE
LOW	scrape.py	138	except Exception:	CODE
LOW	scrape.py	627	except Exception as exc:	CODE
LOW	scrape.py	680	except Exception as exc:	CODE
MEDIUM	scrape.py	220	def _codec(name):	CODE
LOW	mcp_server.py	812	except Exception:	CODE
LOW	mcp_server.py	829	except Exception:	CODE
LOW	mcp_server.py	1162	except Exception as exc: # a missing key or an unknown model name	CODE
LOW	mcp_server.py	1177	except Exception as exc:	CODE
LOW	mcp_server.py	1227	except Exception as exc:	CODE
LOW	mcp_server.py	1771	except Exception as exc:	CODE
LOW	mcp_server.py	1829	except Exception as exc:	CODE
LOW	tests/test_mcp_saving.py	357	except Exception as exc:	CODE
LOW	tests/model_smoke.py	100	except Exception as exc:	CODE
LOW	tests/test_store.py	122	except Exception as exc: # surfaced below, never swallowed	CODE
MEDIUM	tests/test_store.py	118	def worker(inv):	CODE
MEDIUM	tests/test_models.py	539	def write(providers):	CODE
LOW	tests/test_models.py	542	except Exception as exc: # surfaced below	CODE

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	model_registry.py	272	except ValueError:	CODE
HIGH	model_registry.py	464	except OSError:	CODE
HIGH	scrape.py	245	except UnicodeDecodeError:	CODE
HIGH	scrape.py	533	except ValueError:	CODE
HIGH	mcp_server.py	573	except ValueError:	CODE
HIGH	tests/stubs.py	150	except OSError:	CODE

Deep Nesting19 hits · 16 pts

Severity	File	Line	Context
LOW	health.py	33	CODE
LOW	ui.py	29	CODE
LOW	ui.py	484	CODE
LOW	llm.py	59	CODE
LOW	llm_utils.py	416	CODE
LOW	search.py	90	CODE
LOW	search.py	164	CODE
LOW	model_registry.py	468	CODE
LOW	scrape.py	644	CODE
LOW	tests/test_model_compatibility.py	100	CODE
LOW	tests/test_llm.py	107	CODE
LOW	tests/test_llm.py	122	CODE
LOW	tests/test_llm.py	146	CODE
LOW	tests/test_mcp_investigate.py	386	CODE
LOW	tests/test_mcp_tools.py	872	CODE
LOW	tests/test_mcp_tools.py	940	CODE
LOW	tests/test_mcp_saving.py	77	CODE
LOW	tests/test_config.py	117	CODE
LOW	tests/test_config.py	199	CODE

Magic Placeholder Names1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	tests/test_config.py	41	for raw in ("your_ollama_url", "YOUR_API_KEY", '"your_key"', "", " ",	CODE

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	store.py	11	logger = logging.getLogger(__name__)	CODE
LOW	pipeline.py	29	logger = logging.getLogger(__name__)	CODE
LOW	model_registry.py	19	logger = logging.getLogger(__name__)	CODE
LOW	mcp_server.py	47	logger = logging.getLogger(__name__)	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	config.py	20	# Ollama applies its own context window rather than the model's full capability,	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	pipeline.py	151	CODE
LOW	mcp_server.py	1010	CODE
LOW	mcp_server.py	1411	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings