microsoft/data-formulator

Pattern Findings

3667 matches across 18 categories. Click a row to expand file-level details.

Decorative Section Separators1247 hits · 4384 pts

Severity	File	Line	Snippet
MEDIUM	py-src/data_formulator/agent_config.py	39	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/agent_config.py	41	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/agent_config.py	48	# ── Heavy: code-gen, multi-step, tool-using ─────────────────────────────
MEDIUM	py-src/data_formulator/agent_config.py	56	# ── Light: single-turn extractors / classifiers / formatters ────────────
MEDIUM	py-src/data_formulator/error_handler.py	51	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	53	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	103	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	105	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	133	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	135	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	201	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	203	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	244	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/error_handler.py	246	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	52	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	54	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	1172	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	1174	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	1951	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	1953	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	308	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	310	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	667	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	669	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	698	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	700	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	2162	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/data_connector.py	2164	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/url_allowlist.py	46	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/url_allowlist.py	48	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/url_allowlist.py	67	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/url_allowlist.py	69	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/code_signing.py	35	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/code_signing.py	37	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/code_signing.py	96	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/code_signing.py	98	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	37	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	39	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	56	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	58	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	106	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	108	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	190	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/security/log_sanitizer.py	192	# ---------------------------------------------------------------------------
MEDIUM	py-src/data_formulator/auth/token_store.py	31	# ── Core interface ────────────────────────────────────────
MEDIUM	py-src/data_formulator/auth/token_store.py	107	# ── Store / clear ─────────────────────────────────────────
MEDIUM	py-src/data_formulator/auth/token_store.py	182	# ── Internal: cache ───────────────────────────────────────
MEDIUM	py-src/data_formulator/auth/token_store.py	192	# ── Internal: refresh ─────────────────────────────────────
MEDIUM	py-src/data_formulator/auth/token_store.py	227	# ── Internal: SSO exchange ────────────────────────────────
MEDIUM	py-src/data_formulator/auth/token_store.py	263	# ── Internal: vault ───────────────────────────────────────
MEDIUM	py-src/data_formulator/auth/token_store.py	308	# ── Internal: SSO refresh ─────────────────────────────────
MEDIUM	py-src/data_formulator/auth/token_store.py	340	# ── Internal: auth_config lookup ──────────────────────────
MEDIUM	py-src/data_formulator/auth/gateways/oidc_gateway.py	203	# ── Token management routes (work in all AUTH_MODE settings) ──────
MEDIUM	py-src/data_formulator/auth/vault/local_vault.py	49	# ------------------------------------------------------------------
MEDIUM	py-src/data_formulator/workflows/create_vl_plots.py	1762	# ── 2. Tooltips ───────────────────────────────────────────────────────
MEDIUM	py-src/data_formulator/workflows/create_vl_plots.py	1765	# ── 3. Canvas sizing defaults ─────────────────────────────────────────
MEDIUM	py-src/data_formulator/workflows/create_vl_plots.py	1770	# ── 4. Axis label limits (prevent long labels from overflowing) ──────
MEDIUM	py-src/data_formulator/workflows/create_vl_plots.py	1776	# ── 5. Step-based sizing for wide discrete axes ───────────────────────
MEDIUM	py-src/data_formulator/workflows/create_vl_plots.py	731	# ── Apply semantic enhancements when available ─────────────────────
MEDIUM	py-src/data_formulator/workflows/create_vl_plots.py	878	# ---------------------------------------------------------------------------
1187 more matches not shown…

Hyper-Verbose Identifiers1448 hits · 1450 pts

Severity	File	Line	Snippet
LOW	.cursor/skills/path-safety/SKILL.md	118	def _enforce_deployment_restrictions():
LOW	py-src/data_formulator/workspace_factory.py	30	def _build_azure_container_client(cfg: dict):
LOW	py-src/data_formulator/workspace_factory.py	78	def _get_user_workspaces_root(identity_id: str) -> Path:
LOW	py-src/data_formulator/error_handler.py	76	def classify_and_wrap_llm_error(exc: Exception) -> AppError:
LOW	py-src/data_formulator/data_connector.py	56	def classify_and_raise_connector_error(error: Exception, *, operation: str = "") -> None:
LOW	py-src/data_formulator/data_connector.py	1448	def connector_get_catalog_tree():
LOW	py-src/data_formulator/data_connector.py	135	def _lightweight_tree_for_response(tree: list[dict[str, Any]]) -> list[dict[str, Any]]:
LOW	py-src/data_formulator/data_connector.py	193	def _is_sensitive_or_auth_param(
LOW	py-src/data_formulator/data_connector.py	272	def _resolve_connector_with_key(data: dict[str, Any]) -> tuple[str, "DataConnector"]:
LOW	py-src/data_formulator/data_connector.py	1506	def connector_get_cached_catalog_tree():
LOW	py-src/data_formulator/data_connector.py	1563	def connector_sync_catalog_metadata():
LOW	py-src/data_formulator/security/sanitize.py	25	def _extract_traceback_summary(message: str) -> str:
LOW	py-src/data_formulator/security/sanitize.py	54	def _structured_error_response(code: str, message: str, status_code: int):
LOW	py-src/data_formulator/workflows/create_vl_plots.py	22	def field_metadata_to_semantic_types(
LOW	py-src/data_formulator/workflows/create_vl_plots.py	539	def assign_aesthetic_channels():
LOW	py-src/data_formulator/workflows/create_vl_plots.py	1225	def _post_process_candlestick(
LOW	py-src/data_formulator/workflows/create_vl_plots.py	1581	def _post_process_streamgraph(spec: dict, encodings: dict, config: dict \| None) -> None:
LOW	py-src/data_formulator/workflows/chart_semantics.py	570	def resolve_channel_semantics(
LOW	py-src/data_formulator/workflows/chart_semantics.py	184	def _looks_like_year_integers(values: List[Any]) -> bool:
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	385	def _build_connector_summary_block(
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	811	def _tool_show_user_data_preview(self, args, scratch_jail):
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	1125	def _normalize_load_plan_candidate(self, candidate):
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	1205	def _format_valid_sources_hint(self) -> str:
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	1238	def _normalize_load_plan_filters(filters):
LOW	py-src/data_formulator/agents/client_utils.py	72	def _strip_images_from_messages(self, messages):
LOW	py-src/data_formulator/agents/client_utils.py	85	def _is_image_deserialize_error(self, error_text: str) -> bool:
LOW	py-src/data_formulator/agents/client_utils.py	90	def _is_reasoning_effort_error(self, error_text: str) -> bool:
LOW	py-src/data_formulator/agents/client_utils.py	165	def get_completion_with_tools(self, messages, tools, stream=False,
LOW	py-src/data_formulator/agents/agent_utils.py	83	def accumulate_reasoning_content(
LOW	py-src/data_formulator/agents/agent_utils.py	109	def _source_table_matches_catalog_entry(
LOW	py-src/data_formulator/agents/agent_utils.py	124	def build_catalog_metadata_lookups(
LOW	py-src/data_formulator/agents/agent_utils.py	207	def format_dataframe_sample_with_budget(
LOW	py-src/data_formulator/agents/agent_utils.py	241	def field_name_to_ts_variable_name(field_name):
LOW	py-src/data_formulator/agents/agent_utils.py	292	def extract_code_from_gpt_response(code_raw, language):
LOW	py-src/data_formulator/agents/agent_utils.py	372	def _fix_json_trailing_commas(s: str) -> str:
LOW	py-src/data_formulator/agents/agent_utils.py	738	def ensure_output_variable_in_code(code: str, output_variable: str) -> tuple[str, bool, str]:
LOW	…src/data_formulator/agents/agent_experience_distill.py	395	def _add_fallback_front_matter(
LOW	py-src/data_formulator/agents/agent_utils_sql.py	17	def create_duckdb_conn_with_parquet_views(workspace, input_tables: list[dict]):
LOW	py-src/data_formulator/agents/context.py	29	def _ensure_no_auth_catalogs_cached(user_home: Any) -> None:
LOW	py-src/data_formulator/agents/context.py	84	def _get_workspace_metadata_lookups(workspace: Any) -> tuple[dict[str, str], dict[str, dict[str, str]], dict[str, str]]:
LOW	py-src/data_formulator/agents/context.py	110	def build_focused_thread_context(focused_thread: list[dict[str, Any]]) -> str:
LOW	py-src/data_formulator/agents/context.py	149	def build_peripheral_thread_context(other_threads: list[dict[str, Any]]) -> str:
LOW	py-src/data_formulator/agents/context.py	166	def build_lightweight_table_context(
LOW	py-src/data_formulator/agents/context.py	301	def handle_inspect_source_data(
LOW	py-src/data_formulator/agents/context.py	342	def handle_read_catalog_metadata(
LOW	py-src/data_formulator/agents/semantic_types.py	264	def generate_semantic_types_prompt() -> str:
LOW	py-src/data_formulator/agents/data_agent.py	77	def _rescue_unpack_json_strings(data: dict) -> None:
LOW	py-src/data_formulator/agents/data_agent.py	1475	def _build_focused_thread_context(
LOW	py-src/data_formulator/agents/data_agent.py	1480	def _build_peripheral_thread_context(
LOW	py-src/data_formulator/agents/data_agent.py	1485	def _build_lightweight_table_context(
LOW	py-src/data_formulator/agents/data_agent.py	1888	def _search_relevant_knowledge(
LOW	py-src/data_formulator/agents/data_agent.py	817	def _sanitize_clarification_options(cls, raw_options: Any) -> list[dict[str, Any]]:
LOW	py-src/data_formulator/agents/data_agent.py	852	def _sanitize_clarification_questions(cls, raw_questions: Any) -> list[dict[str, Any]]:
LOW	py-src/data_formulator/agents/data_agent.py	888	def _normalize_clarify_action(cls, action: dict[str, Any]) -> dict[str, Any]:
LOW	py-src/data_formulator/agents/data_agent.py	895	def _normalize_explain_action(cls, action: dict[str, Any]) -> dict[str, Any]:
LOW	py-src/data_formulator/agents/data_agent.py	919	def _normalize_delegate_action(cls, action: dict[str, Any]) -> dict[str, Any]:
LOW	py-src/data_formulator/agents/data_agent.py	1916	def _load_active_session_experience(self) -> dict[str, Any] \| None:
LOW	py-src/data_formulator/agents/web_utils.py	278	def get_html_meta_description(html_content: str) -> str \| None:
LOW	py-src/data_formulator/agents/agent_language.py	71	def inject_language_instruction(
LOW	py-src/data_formulator/agents/agent_language.py	104	def build_language_instruction(language: str, *, mode: str = "full") -> str:
1388 more matches not shown…

Excessive Try-Catch Wrapping400 hits · 358 pts

Severity	File	Line	Snippet
LOW	.cursor/skills/error-handling/SKILL.md	77	except Exception as e:
LOW	.cursor/skills/error-handling/SKILL.md	117	except Exception as e:
LOW	.cursor/skills/error-handling/SKILL.md	267	except Exception as e:
LOW	.cursor/skills/error-handling/SKILL.md	285	except Exception as e:
MEDIUM	.cursor/skills/error-handling/SKILL.md	113	def generate():
MEDIUM	.cursor/skills/error-handling/SKILL.md	263	def my_table_op():
LOW	py-src/data_formulator/_startup_spinner.py	32	except Exception:
LOW	py-src/data_formulator/app.py	318	except Exception:
LOW	py-src/data_formulator/data_connector.py	1141	except Exception:
LOW	py-src/data_formulator/data_connector.py	1147	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1157	except Exception:
LOW	py-src/data_formulator/data_connector.py	1164	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1438	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1443	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1946	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	282	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	472	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	487	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	499	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	510	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	571	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	605	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	618	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	650	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	860	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	876	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	887	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	975	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1022	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1056	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1060	except Exception:
LOW	py-src/data_formulator/data_connector.py	1110	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1123	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1267	except Exception:
LOW	py-src/data_formulator/data_connector.py	1284	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1288	except Exception:
LOW	py-src/data_formulator/data_connector.py	1319	except Exception as exc:
LOW	py-src/data_formulator/data_connector.py	1328	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1364	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1375	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1486	except Exception:
LOW	py-src/data_formulator/data_connector.py	1501	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1554	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1617	except Exception:
LOW	py-src/data_formulator/data_connector.py	1648	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1676	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1717	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1753	except Exception:
LOW	py-src/data_formulator/data_connector.py	1763	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1817	except Exception:
LOW	py-src/data_formulator/data_connector.py	1835	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1870	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	1932	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	2000	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	2068	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	2096	except Exception as e:
LOW	py-src/data_formulator/data_connector.py	2114	except Exception as e:
LOW	py-src/data_formulator/auth/token_store.py	89	except Exception:
LOW	py-src/data_formulator/auth/token_store.py	223	except Exception as exc:
LOW	py-src/data_formulator/auth/token_store.py	259	except Exception as exc:
340 more matches not shown…

Unused Imports333 hits · 272 pts

Severity	File	Line
LOW	py-src/data_formulator/_startup_spinner.py	14
LOW	py-src/data_formulator/workspace_factory.py	24
LOW	py-src/data_formulator/agent_config.py	32
LOW	py-src/data_formulator/app.py	24
LOW	py-src/data_formulator/app.py	25
LOW	py-src/data_formulator/app.py	26
LOW	py-src/data_formulator/app.py	26
LOW	py-src/data_formulator/app.py	31
LOW	py-src/data_formulator/error_handler.py	19
LOW	py-src/data_formulator/errors.py	15
LOW	py-src/data_formulator/security/url_allowlist.py	38
LOW	py-src/data_formulator/security/log_sanitizer.py	28
LOW	py-src/data_formulator/security/log_sanitizer.py	30
LOW	py-src/data_formulator/security/path_safety.py	14
LOW	py-src/data_formulator/security/sanitize.py	6
LOW	py-src/data_formulator/security/sanitize.py	11
LOW	py-src/data_formulator/auth/token_store.py	12
LOW	py-src/data_formulator/auth/token_store.py	17
LOW	py-src/data_formulator/auth/token_store.py	17
LOW	py-src/data_formulator/auth/providers/oidc.py	37
LOW	py-src/data_formulator/auth/providers/oidc.py	51
LOW	py-src/data_formulator/auth/providers/github_oauth.py	18
LOW	py-src/data_formulator/auth/providers/azure_easyauth.py	17
LOW	py-src/data_formulator/auth/providers/__init__.py	16
LOW	py-src/data_formulator/auth/providers/base.py	10
LOW	py-src/data_formulator/auth/gateways/github_gateway.py	12
LOW	py-src/data_formulator/auth/gateways/oidc_gateway.py	20
LOW	py-src/data_formulator/auth/vault/__init__.py	17
LOW	py-src/data_formulator/auth/vault/base.py	5
LOW	py-src/data_formulator/auth/vault/local_vault.py	12
LOW	py-src/data_formulator/workflows/create_vl_plots.py	2
LOW	py-src/data_formulator/workflows/create_vl_plots.py	9
LOW	py-src/data_formulator/workflows/chart_semantics.py	23
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	16
LOW	py-src/data_formulator/agents/reasoning_log.py	22
LOW	…rc/data_formulator/agents/agent_interactive_explore.py	11
LOW	py-src/data_formulator/agents/__init__.py	4
LOW	py-src/data_formulator/agents/__init__.py	5
LOW	py-src/data_formulator/agents/__init__.py	7
LOW	py-src/data_formulator/agents/__init__.py	8
LOW	py-src/data_formulator/agents/__init__.py	9
LOW	py-src/data_formulator/agents/__init__.py	10
LOW	py-src/data_formulator/agents/__init__.py	11
LOW	py-src/data_formulator/agents/__init__.py	12
LOW	…src/data_formulator/agents/agent_experience_distill.py	17
LOW	py-src/data_formulator/agents/agent_report_gen.py	23
LOW	py-src/data_formulator/agents/agent_report_gen.py	35
LOW	py-src/data_formulator/agents/agent_report_gen.py	35
LOW	py-src/data_formulator/agents/agent_report_gen.py	35
LOW	py-src/data_formulator/agents/agent_report_gen.py	35
LOW	py-src/data_formulator/agents/agent_report_gen.py	35
LOW	py-src/data_formulator/agents/agent_diagnostics.py	11
LOW	py-src/data_formulator/agents/agent_simple.py	14
LOW	py-src/data_formulator/agents/agent_data_rec.py	4
LOW	py-src/data_formulator/agents/web_utils.py	8
LOW	py-src/data_formulator/agents/web_utils.py	9
LOW	py-src/data_formulator/agents/agent_code_explanation.py	6
LOW	py-src/data_formulator/datalake/table_names.py	29
LOW	py-src/data_formulator/datalake/catalog_cache.py	24
LOW	py-src/data_formulator/datalake/workspace_metadata.py	11
273 more matches not shown…

Deep Nesting118 hits · 88 pts

Severity	File	Line
LOW	py-src/data_formulator/data_connector.py	234
LOW	py-src/data_formulator/data_connector.py	763
LOW	py-src/data_formulator/data_connector.py	942
LOW	py-src/data_formulator/data_connector.py	1448
LOW	py-src/data_formulator/data_connector.py	1563
LOW	py-src/data_formulator/data_connector.py	1768
LOW	py-src/data_formulator/data_connector.py	2092
LOW	py-src/data_formulator/auth/token_store.py	346
LOW	py-src/data_formulator/auth/providers/__init__.py	30
LOW	py-src/data_formulator/workflows/create_vl_plots.py	309
LOW	py-src/data_formulator/workflows/create_vl_plots.py	610
LOW	py-src/data_formulator/workflows/create_vl_plots.py	1032
LOW	py-src/data_formulator/workflows/create_vl_plots.py	1078
LOW	py-src/data_formulator/workflows/create_vl_plots.py	1735
LOW	py-src/data_formulator/workflows/create_vl_plots.py	1855
LOW	py-src/data_formulator/workflows/create_vl_plots.py	375
LOW	py-src/data_formulator/workflows/create_vl_plots.py	426
LOW	py-src/data_formulator/workflows/chart_semantics.py	460
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	501
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	644
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	733
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	964
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	1238
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	1291
LOW	…-src/data_formulator/agents/agent_data_loading_chat.py	1362
LOW	py-src/data_formulator/agents/client_utils.py	10
LOW	py-src/data_formulator/agents/client_utils.py	58
LOW	py-src/data_formulator/agents/agent_utils.py	124
LOW	py-src/data_formulator/agents/agent_utils.py	250
LOW	py-src/data_formulator/agents/agent_utils.py	315
LOW	py-src/data_formulator/agents/agent_utils.py	388
LOW	py-src/data_formulator/agents/agent_utils.py	429
LOW	py-src/data_formulator/agents/agent_utils.py	559
LOW	…rc/data_formulator/agents/agent_interactive_explore.py	108
LOW	…src/data_formulator/agents/agent_experience_distill.py	335
LOW	py-src/data_formulator/agents/agent_report_gen.py	234
LOW	py-src/data_formulator/agents/context.py	29
LOW	py-src/data_formulator/agents/context.py	84
LOW	py-src/data_formulator/agents/context.py	110
LOW	py-src/data_formulator/agents/agent_data_rec.py	127
LOW	py-src/data_formulator/agents/data_agent.py	437
LOW	py-src/data_formulator/agents/data_agent.py	919
LOW	py-src/data_formulator/agents/data_agent.py	1041
LOW	py-src/data_formulator/agents/data_agent.py	1342
LOW	py-src/data_formulator/agents/data_agent.py	1552
LOW	py-src/data_formulator/agents/data_agent.py	2063
LOW	py-src/data_formulator/agents/agent_chart_restyle.py	75
LOW	py-src/data_formulator/agents/agent_data_transform.py	124
LOW	py-src/data_formulator/agents/agent_chart_insight.py	38
LOW	py-src/data_formulator/datalake/catalog_cache.py	155
LOW	py-src/data_formulator/datalake/catalog_cache.py	207
LOW	py-src/data_formulator/datalake/workspace_metadata.py	555
LOW	py-src/data_formulator/datalake/cache_manager.py	170
LOW	py-src/data_formulator/datalake/cache_manager.py	267
LOW	py-src/data_formulator/datalake/cache_manager.py	335
LOW	…ta_formulator/datalake/azure_blob_workspace_manager.py	116
LOW	py-src/data_formulator/datalake/workspace.py	117
LOW	py-src/data_formulator/datalake/workspace.py	481
LOW	py-src/data_formulator/datalake/workspace.py	785
LOW	py-src/data_formulator/datalake/workspace.py	801
58 more matches not shown…

Over-Commented Block67 hits · 56 pts

Severity	File	Line	Snippet
LOW	py-src/data_formulator/errors.py	61
LOW	py-src/data_formulator/security/__init__.py	1	# Copyright (c) Microsoft Corporation.
LOW	py-src/data_formulator/auth/__init__.py	1	# Copyright (c) Microsoft Corporation.
LOW	py-src/data_formulator/auth/gateways/__init__.py	1	# Copyright (c) Microsoft Corporation.
LOW	py-src/data_formulator/datalake/azure_blob_workspace.py	121
LOW	py-src/data_formulator/knowledge/__init__.py	1	# Copyright (c) Microsoft Corporation.
LOW	…rc/data_formulator/data_loader/external_data_loader.py	601	* ``path`` (optional) — explicit hierarchy path as a list
LOW	py-src/data_formulator/routes/__init__.py	1	# Copyright (c) Microsoft Corporation.
LOW	docs/docs-cn/config-examples/superset/oauth_config.py	421	},
LOW	src/icons.tsx	161	// sx={{
LOW	src/scss/EncodingShelf.scss	161	}
LOW	src/components/VirtualizedCatalogTree.tsx	101	// - Namespace (folder-like, no semantic icon): chevron itself acts as the
LOW	src/components/ConnectorTablePreview.tsx	441	<Typography sx={{ fontSize: 14, fontWeight: 600 }} noWrap>{displayName}</Typography>
LOW	src/lib/agents-chart/core/compute-layout.ts	341	// --- Gas pressure stretch for continuous non-banded axes ---
LOW	src/lib/agents-chart/core/compute-layout.ts	721	if (count <= 0) continue;
LOW	src/lib/agents-chart/core/compute-layout.ts	1121	// When a busy discrete axis makes each subplot wider than the
LOW	src/lib/agents-chart/core/compute-layout.ts	1221	const baseMinSubplot = options.minSubplotSize ?? 60;
LOW	src/lib/agents-chart/core/semantic-types.ts	221	// getAncestorTypes, isSubtypeOf) have been removed. They were unused
LOW	…/lib/agents-chart/test-data/line-area-stretch-tests.ts	381	// -----------------------------------------------------------------------
LOW	src/lib/agents-chart/test-data/area-tests.ts	1	// Copyright (c) Microsoft Corporation.
LOW	src/lib/agents-chart/test-data/scatter-tests.ts	1	// Copyright (c) Microsoft Corporation.
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	121	// 3. Domain constraint + Tick constraint (Rating [1,5])
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	221	// Only triggers when data spans ≥ 4 orders of magnitude (10,000×)
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	321	},
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	421	// Semantic type: { semanticType: "Rating", intrinsicDomain: [1, 5] }
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	641	genScoreColorDivergingTest(),
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	741	}
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	881	x: makeEncodingItem('stock'),
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	921	sales: { type: Type.Number, semanticType: 'Amount', levels: [] },
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1061	},
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1221	// 25. Duration with unit suffix — additive measure, "min" suffix
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1261	encodingMap: {
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1321	};
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1361	annual_cost: { semanticType: 'Amount', unit: 'USD' },
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1461	y: makeEncodingItem('population'),
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1561	}
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1601	},
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1661	//
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1761
LOW	src/lib/agents-chart/test-data/semantic-tests.ts	1861	};
LOW	src/lib/agents-chart/test-data/bar-tests.ts	1	// Copyright (c) Microsoft Corporation.
LOW	src/lib/agents-chart/test-data/line-tests.ts	1	// Copyright (c) Microsoft Corporation.
LOW	src/lib/agents-chart/vegalite/instantiate-spec.ts	121	// (on by default) already provides breathing room with clean
LOW	src/lib/agents-chart/vegalite/instantiate-spec.ts	661	for (const [ch, cs] of Object.entries(channelSemantics)) {
LOW	src/lib/agents-chart/vegalite/instantiate-spec.ts	721	// Full constraints (both min+max) set scale.domain directly.
LOW	src/lib/agents-chart/vegalite/instantiate-spec.ts	841	if (min !== undefined && max !== undefined) {
LOW	src/lib/agents-chart/vegalite/instantiate-spec.ts	881	if (cs.tickConstraint.exactTicks && !enc.axis.values) {
LOW	src/lib/agents-chart/vegalite/templates/bar-table.ts	81	// (many rows) leaves bars only a sliver wide.
LOW	src/lib/agents-chart/vegalite/templates/bar-table.ts	261	const scopeKey = hasFacet ? scopeKeyOf(r) : '';
LOW	src/lib/agents-chart/vegalite/templates/bar-table.ts	281	// we show it as-is and let VL apply its default number rendering.
LOW	src/lib/agents-chart/vegalite/templates/bar-table.ts	361
LOW	src/lib/agents-chart/vegalite/templates/bar-table.ts	401	// (e.g. Month, Day-of-week, Rank); otherwise rank by aggregated x.
LOW	src/lib/agents-chart/vegalite/templates/bar-table.ts	661	const othersTextTest = canTrim
LOW	src/lib/agents-chart/vegalite/templates/kpi-card.ts	141	} else {
LOW	src/lib/agents-chart/vegalite/templates/kpi-card.ts	181	const H = rows * tileH + (rows - 1) * spacing;
LOW	src/views/SessionDistill.tsx	61	isLeafDerivedTable,
LOW	src/views/EncodingShelfCard.tsx	401	// Intent-classifier round-trip in progress. Distinct from isRestyling so
LOW	src/views/DataSourceSidebar.tsx	921
LOW	src/views/InteractionEntryCard.tsx	321	&& !isActiveAgentPause
LOW	src/views/InteractionEntryCard.tsx	341	// than "in-progress discussion".
7 more matches not shown…

Docstring Block Structure9 hits · 45 pts

Severity	File	Line	Snippet
HIGH	py-src/data_formulator/workflows/create_vl_plots.py	618	Assemble a Vega-Lite chart specification from a dataframe, chart type, and encodings. Parameters: - df
HIGH	py-src/data_formulator/agents/web_utils.py	57	Validate a URL to prevent SSRF attacks. Performs the following checks: 1. Protocol validation (HTTP/HT
HIGH	py-src/data_formulator/agents/web_utils.py	114	Download HTML content from a given URL with SSRF protection. This function implements comprehensive SSRF p
HIGH	py-src/data_formulator/datalake/parquet_utils.py	44	Unicode-safe filename sanitisation for data files. Prevents path traversal by extracting the basename while preserv
HIGH	py-src/data_formulator/datalake/workspace.py	460	Get the filename for a table, suitable for use in generated code. Returns just the filename (e.g. "sal
HIGH	py-src/data_formulator/datalake/workspace.py	482	Read a table from the workspace as a pandas DataFrame. Automatically selects the appropriate reader ba
HIGH	py-src/data_formulator/datalake/workspace_manager.py	337	Open an existing workspace and return a Workspace instance. Args: workspace_id: Workspace
HIGH	py-src/data_formulator/datalake/file_manager.py	208	Save an uploaded file to the workspace. The file is stored as-is without conversion. Metadata is added to
HIGH	…rc/data_formulator/data_loader/external_data_loader.py	397	Fetch data from the external source as a PyArrow Table. This is the primary method for data fe

AI Slop Vocabulary9 hits · 28 pts

Severity	File	Line	Snippet
MEDIUM	py-src/data_formulator/workflows/create_vl_plots.py	848	# Uses the robust convert_temporal_data which handles datetime objects,
MEDIUM	py-src/data_formulator/workflows/chart_semantics.py	267	# Date string detection (mirrors TS looksLikeDateString, much more robust)
MEDIUM	public/df_global_energy.json	1	{"tables": [{"kind": "table", "id": "global-energy-20-small.csv", "displayId": "energy-co2", "names": ["Year", "Entity",
MEDIUM	public/df_global_energy.json	1	{"tables": [{"kind": "table", "id": "global-energy-20-small.csv", "displayId": "energy-co2", "names": ["Year", "Entity",
MEDIUM	public/df_global_energy.json	1	{"tables": [{"kind": "table", "id": "global-energy-20-small.csv", "displayId": "energy-co2", "names": ["Year", "Entity",
MEDIUM	public/df_stock_prices_live.json	1	{"tables": [{"kind": "table", "id": "history", "displayId": "stock-hist", "names": ["symbol", "date", "open", "high", "l
MEDIUM	public/df_stock_prices_live.json	1	{"tables": [{"kind": "table", "id": "history", "displayId": "stock-hist", "names": ["symbol", "date", "open", "high", "l
MEDIUM	public/df_unemployment.json	1	{"tables": [{"kind": "table", "id": "unemployment-across-industries", "displayId": "unemp-by-ind", "names": ["series", "
MEDIUM	public/df_unemployment.json	1	{"tables": [{"kind": "table", "id": "unemployment-across-industries", "displayId": "unemp-by-ind", "names": ["series", "

Self-Referential Comments6 hits · 21 pts

Severity	File	Line	Snippet
MEDIUM	py-src/data_formulator/agents/web_utils.py	163	# Create a custom adapter to hook into redirect handling
MEDIUM	tests/backend/benchmarks/benchmark_sandbox.py	195	# Create a temporary workspace directory
MEDIUM	tests/backend/data/test_workspace_manager.py	435	# Create a legacy source workspace (no workspace_meta.json)
MEDIUM	tests/backend/data/test_all_loader_verification.py	103	# Create a minimal stub that has params but doesn't connect
MEDIUM	tests/database-dockers/docker-compose.test.yml	3	# This file is intentionally additive: existing per-service docker-compose.yml
MEDIUM	tests/database-dockers/superset/init-superset.sh	4	# This file is kept as a reference if you need to customize init further.

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet
CRITICAL	py-src/data_formulator/datalake/azure_blob_workspace.py	169	from azure.core.exceptions import ResourceNotFoundError
CRITICAL	…ta_formulator/datalake/azure_blob_workspace_manager.py	77	from azure.core.exceptions import ResourceNotFoundError

Synthetic Comment Markers2 hits · 16 pts

Severity	File	Line	Snippet
HIGH	tests/backend/benchmarks/benchmark_sandbox.py	26	# Realistic Data Formulator code snippets (typical AI-generated transforms)
HIGH	src/components/ComponentType.tsx	371	insight?: ChartInsight, // AI-generated insight about the visualization

Redundant / Tautological Comments9 hits · 12 pts

Severity	File	Line	Snippet
LOW	py-src/data_formulator/workflows/create_vl_plots.py	101	# Check if values look like 4-digit years (1000-2999).
LOW	py-src/data_formulator/workflows/create_vl_plots.py	107	# Check if it looks like a discrete categorical variable
LOW	py-src/data_formulator/agents/agent_utils.py	754	# Check if output_variable appears as an assignment target (= but not ==, !=, <=, >=)
LOW	py-src/data_formulator/agents/data_agent.py	1435	# Check if any step in the focused thread has a chart thumbnail
LOW	py-src/data_formulator/agents/web_utils.py	29	# Check if IP is private, loopback, link-local, multicast, reserved, or unspecified
LOW	py-src/data_formulator/agents/web_utils.py	100	# Check if this resolved IP is private/internal
LOW	py-src/data_formulator/datalake/file_manager.py	256	# Write the file
LOW	py-src/data_formulator/data_loader/kusto_data_loader.py	78	# Check if values look like datetime strings or timestamp numbers
LOW	tests/database-dockers/cosmosdb/test_cosmosdb_loader.py	52	# Check if the database exists (seed_data.py must have run)

Example Usage Blocks6 hits · 9 pts

Severity	File	Line	Snippet
LOW	tests/database-dockers/bigquery/start.sh	4	# Usage:
LOW	tests/database-dockers/mongodb/start.sh	4	# Usage:
LOW	tests/database-dockers/postgres/start.sh	4	# Usage:
LOW	tests/database-dockers/cosmosdb/start.sh	4	# Usage:
LOW	tests/database-dockers/mysql/start.sh	4	# Usage:
LOW	tests/database-dockers/superset/start.sh	4	# Usage:

Slop Phrases3 hits · 9 pts

Severity	File	Line	Snippet
MEDIUM	public/df_global_energy.json	1	{"tables": [{"kind": "table", "id": "global-energy-20-small.csv", "displayId": "energy-co2", "names": ["Year", "Entity",
MEDIUM	public/df_stock_prices_live.json	1	{"tables": [{"kind": "table", "id": "history", "displayId": "stock-hist", "names": ["symbol", "date", "open", "high", "l
MEDIUM	public/df_unemployment.json	1	{"tables": [{"kind": "table", "id": "unemployment-across-industries", "displayId": "unemp-by-ind", "names": ["series", "

Cross-Language Confusion2 hits · 9 pts

Severity	File	Line	Snippet
HIGH	py-src/data_formulator/routes/agents.py	1253	raw = raw.replace(': NaN,', ': null,').replace(': NaN}', ': null}').replace(':NaN,', ':null,').replace('
HIGH	tests/backend/agents/test_agent_diagnostics.py	222	"""The front-end currently does JSON.stringify(diagnostics, null, 2)

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet
LOW	src/app/utils.tsx	502	// Step 2: Group by and aggregate
LOW	src/views/SessionDistill.tsx	230	// Step 1: drop tool_call events.
LOW	src/views/SessionDistill.tsx	243	// Step 2: shrink each create_table.sample_rows to 1 row.
LOW	src/views/SessionDistill.tsx	260	// Step 3: drop oldest threads (first in render order).

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet
HIGH	tests/database-dockers/mongodb/init_data.js	65	print("Test database initialized: products(12), customers(10), orders(10), app_settings(4)");

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet
LOW	tests/backend/auth/test_credential_vault.py	140	"username": "user@example.com",

Score History

Severity Breakdown

Pattern Findings