2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

3.0K

Stars

TypeScript

Language

916.6K

Lines of Code

4.4K

Files

2.7K

Pattern Hits

2026-10-31

Scan Date

0.02

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1791 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 523 finding(s).

Agent Over-Engineering Ratio 8.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1743 finding(s).

PR Review Velocity Impact 17.1/100 · LOW

Which changes need focused human review? 2734 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

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.

Severity Breakdown

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.

CRITICAL 8HIGH 101MEDIUM 60LOW 2565

Directory Score Breakdown

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.

Pattern Findings

The scanner identified 2734 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.

Hyper-Verbose Identifiers1259 hits · 973 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/axir/internal/axir/axir_test.go	3842	"def chat_response_to_completion(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3843	"def provider_normalize_profile(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3844	"def provider_profile_registry(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3846	"def provider_model_catalog_summary(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3848	"def provider_route_recommendation(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3849	"def provider_route_preprocess_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3850	"def provider_route_validation(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3853	"def provider_build_chat_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3854	"def openai_build_chat_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3855	"def openai_normalize_chat_response(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3856	"def openai_normalize_stream_delta(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3858	"def _gemini_build_chat_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3859	"def _gemini_normalize_chat_response(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3860	"def _gemini_normalize_embed_response(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3861	"def _anthropic_build_chat_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3862	"def _anthropic_normalize_chat_response(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3863	"def _anthropic_normalize_stream_delta(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3870	"def openai_build_chat_request(request: dict[str, Any]):",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3871	"def openai_normalize_chat_response(raw: dict[str, Any], ai_name: str = \"openai\", model: str \| None = None):",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3874	"def _normalize_openai_tool_calls(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3877	"def chat_response_to_completion(response: dict[str, Any]):",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3980	"def _normalize_agent_callable_inventory(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3986	"def _agent_optimizer_metadata(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3992	"def _agent_runtime_execute_step(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3993	"def _normalize_agent_runtime_step_result(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	3996	"def _normalize_agent_completion_payload(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4044	"def _signature_parse_fields_impl(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4045	"def _signature_parse_field_impl(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4046	"def _signature_parse_type_expr_impl(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4047	"def _signature_parse_modifier_bag_impl(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4048	"def _signature_parse_object_fields_impl(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4049	"def _signature_validate_field_shape_impl(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4192	"def _grok_build_transcribe_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4193	"def _grok_build_speak_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4194	"def _gemini_build_transcribe_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4195	"def _gemini_build_speak_request(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4196	"def _gemini_normalize_transcribe_response(",	CODE
LOW⚡	tools/axir/internal/axir/axir_test.go	4197	"def _gemini_normalize_speak_response(",	CODE
LOW	tools/axir/internal/axir/axir_test.go	3895	"def _template_render_tree_impl(",	CODE
LOW	tools/axir/internal/axir/axir_test.go	3899	"def validate_prompt_template_syntax(",	CODE
LOW	tools/axir/internal/axir/axir_test.go	3940	"def _stream_event_content_parts_impl(",	CODE
LOW	tools/axir/internal/axir/axir_test.go	4084	"def _schema_field_schema_impl(",	CODE
LOW	tools/axir/internal/axir/axir_test.go	4085	"def _schema_to_json_schema_impl(",	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	525	def owned_balancer_failure_accounting():	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	548	def native_mcp_agent_discovery():	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	631	def test_owned_child_controls():	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	725	def test_mcp_http_invocation_cancellation():	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	760	def test_actor_mcp_cancellation_context():	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	670	def _core_string_remove_suffix(value, suffix):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	682	def _core_string_default_if_empty(value, fallback):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	695	def _core_string_split_trim_nonempty(value, sep):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	699	def _core_string_find_outside_quotes(text, needle):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	724	def _core_string_split_outside_quotes(text, sep):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	759	def _core_string_split_top_level(text, sep):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	808	def _core_string_extract_leading_group(text, open_char, close_char):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	845	def _core_consume_quoted_prefix(text):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	862	def _core_string_consume_optional_quoted_prefix(text):	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	866	def _core_string_extract_quoted_suffix(text):	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyPrompt.py	282	def _core_prompt_get_input_fields(signature):	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyPrompt.py	286	def _core_prompt_get_output_fields(signature):	CODE
1199 more matches not shown…

Empty Error Handlers68 hits · 340 pts

Severity	File	Line	Snippet	Context
HIGH	…nternal/axir/templates/python/pySessionNoKeyExample.py	139	except ValueError:pass	CODE
HIGH	…nternal/axir/templates/python/pySessionNoKeyExample.py	754	except AxAIServiceAbortedError:pass	CODE
HIGH	…nternal/axir/templates/python/pySessionNoKeyExample.py	781	except AxAIServiceAbortedError:	CODE
HIGH	…nternal/axir/templates/python/pySessionNoKeyExample.py	265	except TimeoutError:	CODE
HIGH	…s/axir/internal/axir/templates/python/pyConformance.py	3551	except Exception:	CODE
HIGH	…s/axir/internal/axir/templates/python/pyConformance.py	3555	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyFlow.py	732	except queue.Empty:	CODE
HIGH	tools/axir/internal/axir/templates/python/pySession.py	84	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/python/pySession.py	336	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAgent.py	2857	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAgent.py	2089	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	379	except BaseException:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	394	except BaseException:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	431	except BaseException:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	502	except BaseException:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	959	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	2952	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	1860	except OSError: pass	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	1485	except ValueError:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	1875	except OSError: pass	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	2067	except OSError: pass	CODE
HIGH	tools/axir/internal/axir/templates/python/pyAI.py	2057	except OSError:	CODE
HIGH	tools/axir/internal/axir/templates/python/pyGen.py	1241	except Exception: # noqa: BLE001 - closing an abandoned stream is best effort	CODE
HIGH	tools/axir/internal/axir/templates/python/pyGen.py	1733	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/runtime/pyRuntime.py	159	except ProcessLookupError:	CODE
HIGH	tools/axir/internal/axir/templates/mcp/pyMCP.py	2063	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/mcp/pyMCP.py	1816	except Exception: pass	CODE
HIGH	tools/axir/internal/axir/templates/mcp/pyMCP.py	2080	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/mcp/pyMCP.py	2128	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/mcp/pyMCP.py	1279	except Exception:	CODE
HIGH	tools/axir/internal/axir/templates/mcp/pyMCP.py	2171	except OSError: pass	CODE
HIGH	packages/python/tests/astra_session_test.py	139	except ValueError:pass	CODE
HIGH	packages/python/tests/astra_session_test.py	754	except AxAIServiceAbortedError:pass	CODE
HIGH	packages/python/tests/astra_session_test.py	781	except AxAIServiceAbortedError:	CODE
HIGH	packages/python/tests/astra_session_test.py	265	except TimeoutError:	CODE
HIGH	packages/python/examples/provider_stream_no_key.py	61	except AxAIServiceNetworkError:	CODE
HIGH	…ges/python/examples/transport_errors_http_roundtrip.py	146	except AxAIServiceError:	CODE
HIGH	…ges/python/examples/transport_errors_http_roundtrip.py	157	except AxAIServiceError:	CODE
HIGH	…ges/python/examples/transport_errors_http_roundtrip.py	90	except OSError:	CODE
HIGH	packages/python/axllm/gen.py	1254	except Exception: # noqa: BLE001 - closing an abandoned stream is best effort	CODE
HIGH	packages/python/axllm/gen.py	14961	except Exception as partial_error:	CODE
HIGH	packages/python/axllm/gen.py	14973	except Exception as repair_error:	CODE
HIGH	packages/python/axllm/gen.py	15540	except Exception as cache_write_error:	CODE
HIGH	packages/python/axllm/gen.py	1746	except Exception:	CODE
HIGH	packages/python/axllm/gen.py	15629	except Exception as cache_read_error:	CODE
HIGH	packages/python/axllm/gen.py	5282	except Exception as strict_parse_error:	CODE
HIGH	packages/python/axllm/gen.py	11626	except Exception as single_error:	CODE
HIGH	packages/python/axllm/gen.py	8757	except Exception as item_json_error:	CODE
HIGH	packages/python/axllm/gen.py	13466	except Exception as close_error:	CODE
HIGH	packages/python/axllm/session.py	84	except Exception:	CODE
HIGH	packages/python/axllm/session.py	336	except Exception:	CODE
HIGH	packages/python/axllm/flow.py	1061	except Exception as read_error:	CODE
HIGH	packages/python/axllm/flow.py	1081	except Exception as write_error:	CODE
HIGH	packages/python/axllm/flow.py	3352	except queue.Empty:	CODE
HIGH	packages/python/axllm/runtime.py	159	except ProcessLookupError:	CODE
HIGH	packages/python/axllm/mcp.py	4448	except Exception:	CODE
HIGH	packages/python/axllm/mcp.py	4201	except Exception: pass	CODE
HIGH	packages/python/axllm/mcp.py	4465	except Exception:	CODE
HIGH	packages/python/axllm/mcp.py	4513	except Exception:	CODE
HIGH	packages/python/axllm/mcp.py	3664	except Exception:	CODE
8 more matches not shown…

Unused Imports474 hits · 276 pts

Severity	File	Line	Context
LOW	tools/axir/internal/axir/templates/python/pyTool.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	1	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	2	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	3	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	3	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
LOW	tools/axir/internal/axir/templates/python/pyInit.py	4	CODE
414 more matches not shown…

Excessive Try-Catch Wrapping300 hits · 239 pts

Severity	File	Line	Snippet	Context
LOW	tools/axir/smoke/mcp-event/python.py	118	except Exception as error:	CODE
LOW	tools/axir/smoke/mcp-oauth/python.py	40	except Exception as error:	CODE
LOW	tools/axir/internal/axir/package_examples.go	3099	except Exception as error:	CODE
LOW	tools/axir/internal/axir/package_examples.go	5973	except Exception as error: # noqa: BLE001	CODE
MEDIUM	tools/axir/internal/axir/package_examples.go	5970	def expect(label, error_type, prefix, run):	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	394	except Exception as error:	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	403	except Exception as error:	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	538	except Exception as error:	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	576	except Exception as error:	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	749	except Exception as e:errors.append(e)	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyPrompt.py	278	except Exception as exc:	CODE
MEDIUM	…s/axir/internal/axir/templates/python/pyConformance.py	1153	def _run_signature_error(fixture):	CODE
MEDIUM	…s/axir/internal/axir/templates/python/pyConformance.py	1214	def _run_template_error(fixture):	CODE
MEDIUM	…s/axir/internal/axir/templates/python/pyConformance.py	4602	def _capture_error(errors, callback):	CODE
LOW⚡	…s/axir/internal/axir/templates/python/pyConformance.py	3542	except Exception as exc:	CODE
LOW⚡	…s/axir/internal/axir/templates/python/pyConformance.py	3551	except Exception:	CODE
LOW⚡	…s/axir/internal/axir/templates/python/pyConformance.py	3555	except Exception:	CODE
LOW⚡	…s/axir/internal/axir/templates/python/pyConformance.py	3972	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	679	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	807	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	819	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	911	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1156	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1230	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1298	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1312	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1326	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1345	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1504	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1752	except Exception as exc: # noqa: BLE001 - compared with expected_errors	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1821	except Exception as exc: # noqa: BLE001 - compared with expected_errors	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1889	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	2025	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	2066	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	2415	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	2893	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3276	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3372	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3592	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3634	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3907	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	4073	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	4209	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	4249	except Exception as exc:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	4605	except Exception as error:	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	4697	except Exception:	CODE
LOW	tools/axir/internal/axir/templates/python/pyFlow.py	428	except Exception as error:	CODE
LOW	tools/axir/internal/axir/templates/python/pySession.py	84	except Exception:	CODE
LOW	tools/axir/internal/axir/templates/python/pySession.py	336	except Exception:	CODE
LOW	tools/axir/internal/axir/templates/python/pySession.py	420	except Exception as error:	CODE
MEDIUM	tools/axir/internal/axir/templates/python/pySession.py	228	def _read_socket(self):	CODE
MEDIUM	tools/axir/internal/axir/templates/python/pyAgent.py	1152	def _playbook_stringify(value):	CODE
MEDIUM	tools/axir/internal/axir/templates/python/pyAgent.py	1197	def _playbook_stringify_bounded(value, max_chars):	CODE
MEDIUM	tools/axir/internal/axir/templates/python/pyAgent.py	1949	def run():	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyAgent.py	1200	except Exception:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	512	except Exception as exc:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	779	except Exception:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	972	except Exception:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	1155	except Exception:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	1319	except Exception as exc:	CODE
240 more matches not shown…

Cross-Language Confusion30 hits · 215 pts

Severity	File	Line	Snippet	Context
HIGH	…ols/axir/internal/axir/templates/python/pySignature.py	117	JSON.stringify(value, null, indent) writes them, floats as	STRING
HIGH	tools/axir/internal/axir/templates/python/pyPrompt.py	556	# JSON.stringify(value, null, 2): non-ASCII text stays UTF-8 and numbers	COMMENT
HIGH⚡	…s/axir/internal/axir/templates/python/pyConformance.py	3560	# A fixture can set (or, with null, unset) environment variables, and pins	COMMENT
HIGH	tools/axir/internal/axir/templates/python/pyGen.py	1063	# TS JSON.stringify(value, null, 2).	COMMENT
HIGH⚡	…ir/internal/axir/templates/runtime/pyRuntimeQuickjs.py	33	"function used(i,reason){var p=(i&&typeof i==='object')?i:{id:i};if(reason!==undefined&&reason!==null)p.reason=Strin	CODE
HIGH⚡	…ir/internal/axir/templates/runtime/pyRuntimeQuickjs.py	42	"function axLog(){var a=Array.prototype.slice.call(arguments);globalThis.__ax_logs.push(a.map(function(x){return (ty	CODE
HIGH⚡	…ir/internal/axir/templates/runtime/pyRuntimeQuickjs.py	50	"function axPersistSuffix(src){try{var n=[],s={},re=/(?:^\|[\\n;{}])\\s*(?:export\\s+)?(?:async\\s+)?(?:function\|clas	CODE
HIGH	…ir/internal/axir/templates/runtime/pyRuntimeQuickjs.py	92	self.ctx.eval("globalThis.__ax_reserved=Object.create(null);Object.getOwnPropertyNames(globalThis).forEach(funct	CODE
HIGH⚡	…ir/internal/axir/templates/runtime/pyRuntimeQuickjs.py	112	"globalThis.__ax_completion=undefined;globalThis.__ax_result=undefined;"	CODE
HIGH⚡	…ir/internal/axir/templates/runtime/pyRuntimeQuickjs.py	113	"globalThis.__ax_error=undefined;globalThis.__ax_error_category=undefined;globalThis.__ax_logs=[];"	CODE
HIGH	…ges/python/examples/transport_errors_http_roundtrip.py	34	b'"choices":[{"index":0,"delta":{"content":"Hel"},"finish_reason":null}]}\n\n'	CODE
HIGH	packages/python/axllm/gen.py	1076	# TS JSON.stringify(value, null, 2).	COMMENT
HIGH⚡	packages/python/axllm/gen.py	7360	message = _core_string_format("Required field is missing: '{}'. After the \"{}:\" label, provide a non-empty {}. Do	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	33	"function used(i,reason){var p=(i&&typeof i==='object')?i:{id:i};if(reason!==undefined&&reason!==null)p.reason=Strin	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	42	"function axLog(){var a=Array.prototype.slice.call(arguments);globalThis.__ax_logs.push(a.map(function(x){return (ty	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	50	"function axPersistSuffix(src){try{var n=[],s={},re=/(?:^\|[\\n;{}])\\s*(?:export\\s+)?(?:async\\s+)?(?:function\|clas	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	54	_HOST_NAMESPACES = "var __ax_host_namespaces = Object.create(null);\nfunction __ax_bind_host_namespaces() {\n const roo	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	54	_HOST_NAMESPACES = "var __ax_host_namespaces = Object.create(null);\nfunction __ax_bind_host_namespaces() {\n const roo	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	54	_HOST_NAMESPACES = "var __ax_host_namespaces = Object.create(null);\nfunction __ax_bind_host_namespaces() {\n const roo	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	54	_HOST_NAMESPACES = "var __ax_host_namespaces = Object.create(null);\nfunction __ax_bind_host_namespaces() {\n const roo	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	58	_RUNTIME_SUPPORT = "// Generated by scripts/axir-runtime-support.mjs from\n// src/ax/util/jsAnalysis.ts, src/ax/agent/co	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	58	_RUNTIME_SUPPORT = "// Generated by scripts/axir-runtime-support.mjs from\n// src/ax/util/jsAnalysis.ts, src/ax/agent/co	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	58	_RUNTIME_SUPPORT = "// Generated by scripts/axir-runtime-support.mjs from\n// src/ax/util/jsAnalysis.ts, src/ax/agent/co	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	58	_RUNTIME_SUPPORT = "// Generated by scripts/axir-runtime-support.mjs from\n// src/ax/util/jsAnalysis.ts, src/ax/agent/co	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	112	"globalThis.__ax_completion=undefined;globalThis.__ax_result=undefined;"	CODE
HIGH⚡	packages/python/axllm/runtime_quickjs.py	113	"globalThis.__ax_error=undefined;globalThis.__ax_error_category=undefined;globalThis.__ax_logs=[];"	CODE
HIGH	packages/python/axllm/runtime_quickjs.py	92	self.ctx.eval("globalThis.__ax_reserved=Object.create(null);Object.getOwnPropertyNames(globalThis).forEach(funct	CODE
HIGH⚡	packages/python/axllm/conformance.py	3560	# A fixture can set (or, with null, unset) environment variables, and pins	COMMENT
HIGH	packages/python/axllm/prompt.py	555	# JSON.stringify(value, null, 2): non-ASCII text stays UTF-8 and numbers	COMMENT
HIGH	packages/python/axllm/signature.py	116	JSON.stringify(value, null, indent) writes them, floats as	STRING

Over-Commented Block152 hits · 150 pts

Severity	File	Line	Snippet	Context
LOW	tools/axir/internal/axir/axir_test.go	21	return filepath.Join("..", "..", "..", "..", "ir", "conformance", "axgen")	COMMENT
LOW	tools/axir/internal/axir/axir_test.go	241	}	COMMENT
LOW	tools/axir/internal/axir/axir_test.go	3521	}	COMMENT
LOW	tools/axir/internal/axir/package_examples.go	4281		COMMENT
LOW	tools/axir/internal/axir/package_examples.go	4461	}	COMMENT
LOW	tools/axir/internal/axir/package_examples.go	4521	std::cout<<"mcp-modern-roundtrip-ok\n";return 0;	COMMENT
LOW	tools/axir/internal/axir/package_examples.go	4681	#include <condition_variable>	COMMENT
LOW	tools/axir/internal/axir/package_examples.go	5721	#include <string>	COMMENT
LOW	tools/axir/internal/axir/package_examples.go	6301	}	COMMENT
LOW	tools/axir/internal/axir/package_examples.go	6321	#include <string>	COMMENT
LOW	tools/axir/internal/axir/templates/go/goRuntime.go.txt	141	// stored empty output). Forward returns a hit without a request, and	COMMENT
LOW	tools/axir/internal/axir/templates/go/goRuntime.go.txt	7981		COMMENT
LOW	tools/axir/internal/axir/templates/mcp/cppMCPHeader.hpp	1	#pragma once	COMMENT
LOW	…axir/internal/axir/templates/goja/goGojaRuntime.go.txt	581	// Drop the oldest entries when the budget is exceeded, but never the entry	COMMENT
LOW	tools/axir/internal/axir/templates/cpp/cppRuntime.cpp	1	#include "axllm.hpp"	COMMENT
LOW	tools/axir/internal/axir/templates/cpp/cppRuntime.cpp	4481	// How a run session streams a model call (session.inc): under a native chat	COMMENT
LOW	tools/axir/internal/axir/templates/cpp/cppHeader.hpp	1	#pragma once	COMMENT
LOW	tools/axir/internal/axir/templates/cpp/cppHeader.hpp	21	#include <map>	COMMENT
LOW	tools/axir/internal/axir/templates/cpp/cppHeader.hpp	1321	// request or telemetry (what the read throws propagates), then stores each	COMMENT
LOW	tools/axir/internal/axir/templates/cpp/cppHeader.hpp	1341	AxGen& add_streaming_assert(std::string field, std::function<Value(const std::string& text, bool done)> assertion, std	COMMENT
LOW	tools/axir/internal/axir/templates/cpp/cppHeader.hpp	1721	Value forward(AIClient& client, Value values, Value options = Value::object());	COMMENT
LOW	…ls/axir/internal/axir/templates/cpp/cppConformance.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	tools/axir/extractors/date-goldens.ts	1	// TS-golden date fixtures. TypeScript parses LLM-friendly date text in date,	COMMENT
LOW	tools/axir/extractors/number-literals.ts	1	// Number literals a fixture keeps verbatim, such as 2.0 or -0.0.	COMMENT
LOW	tools/axir/extractors/optimize-goldens.ts	4361	writeFileSync(	COMMENT
LOW	tools/axir/extractors/agent-streaming-goldens.ts	241	// Steer the run while this request (1-based) is in flight; the fixture	COMMENT
LOW	tools/axir/extractors/axgen-streaming-goldens.ts	461	control?: boolean;	COMMENT
LOW	tools/axir/extractors/axgen-streaming-goldens.ts	481	requires_lone_surrogates?: boolean;	COMMENT
LOW	scripts/postbuild.js	21	// "main": "./index.cjs",	COMMENT
LOW	packages/go/runtime/goja/goja.go	581	// Drop the oldest entries when the budget is exceeded, but never the entry	COMMENT
LOW	packages/cpp/conformance.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	…kages/cpp/examples/transport_errors_http_roundtrip.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	packages/cpp/examples/timeout_http_roundtrip.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	packages/cpp/examples/stream_http_roundtrip.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	packages/cpp/examples/mcp_sse_roundtrip.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	packages/cpp/examples/mcp_modern_roundtrip.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	packages/cpp/examples/audio_http_roundtrip.cpp	1	#include "axllm/axllm.hpp"	COMMENT
LOW	packages/cpp/axllm/axllm.hpp	1	#pragma once	COMMENT
LOW	packages/cpp/axllm/axllm.hpp	21	#include <map>	COMMENT
LOW	packages/cpp/axllm/axllm.hpp	2381	// Feedback follows TypeScript's addFieldProcessor. Transform rewrites the	COMMENT
LOW	packages/cpp/axllm/axllm.hpp	2421	// delta, ignores a failed read, and stores a run that yielded output. A	COMMENT
LOW	packages/cpp/axllm/axllm.hpp	2441	// A port extension; streaming_forward holds a transformed field back and	COMMENT
LOW	packages/cpp/axllm/axllm.hpp	2821	// Runs the agent and streams the responder's output, as TypeScript's	COMMENT
LOW	packages/cpp/axllm/mcp.hpp	1	#pragma once	COMMENT
LOW	.github/workflows/ci.yml	421	# genuinely executed by a real embedded engine: the executor	COMMENT
LOW	src/ax/util/partialJson.ts	241		COMMENT
LOW	src/ax/util/partialJson.ts	321		COMMENT
LOW	src/ax/util/apicall.ts	701	// Combine user abort signal with timeout signal	COMMENT
LOW	src/ax/funcs/worker.runtime.ts	1	export type AxWorkerRuntimeConfig = Readonly<{	COMMENT
LOW	src/ax/funcs/worker.runtime.ts	21	// ║ in the worker. Everything must be self-contained. ║	COMMENT
LOW	src/ax/funcs/worker.runtime.ts	41	// ║ ReferenceError in the built bundle (but not in vitest), ║	COMMENT
LOW	src/ax/funcs/worker.ts	41	} as const;	COMMENT
LOW	src/ax/dsp/structured.test.ts	261	// OR we can rely on the fact that for non-string objects, my code emits the full new value if it changed.	COMMENT
LOW	src/ax/dsp/structured.test.ts	281	// JSON.stringify({ inventoryList: { items: [{ name: 'Item 1', quantity: 10 }, { name: 'Item 2', quantity: 5 }] }	COMMENT
LOW	src/ax/dsp/optimizer.ts	41		COMMENT
LOW	src/ax/dsp/optimizer.ts	1741	const hypervolume = this.calculateHypervolume(paretoFront);	COMMENT
LOW	src/ax/dsp/sigtypes.ts	1	import type { AxBox } from './box.js';	COMMENT
LOW	src/ax/dsp/sigtypes.ts	21	// ├─ Simple split on commas would break the quoted class definition	COMMENT
LOW	src/ax/dsp/sigtypes.ts	41	// - Multi-field input/output signatures	COMMENT
LOW	src/ax/dsp/parser.ts	1	import { type AxEvidenceOptions, validateDecisionField } from './decision.js';	COMMENT
92 more matches not shown…

Deep Nesting257 hits · 140 pts

Severity	File	Line	Context
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	246	CODE
LOW	…nternal/axir/templates/python/pySessionNoKeyExample.py	502	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	114	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	619	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	759	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	808	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	845	CODE
LOW	…ols/axir/internal/axir/templates/python/pySignature.py	125	CODE
LOW	tools/axir/internal/axir/templates/python/pyPrompt.py	155	CODE
LOW	tools/axir/internal/axir/templates/python/pyPrompt.py	363	CODE
LOW	tools/axir/internal/axir/templates/python/pyPrompt.py	483	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	590	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	748	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1247	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1697	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1772	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	1840	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	2087	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	2705	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3334	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3795	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3895	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	3948	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	4034	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	4115	CODE
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	2098	CODE
LOW	tools/axir/internal/axir/templates/python/pyFlow.py	164	CODE
LOW	tools/axir/internal/axir/templates/python/pyFlow.py	472	CODE
LOW	tools/axir/internal/axir/templates/python/pyFlow.py	637	CODE
LOW	tools/axir/internal/axir/templates/python/pyFlow.py	165	CODE
LOW	tools/axir/internal/axir/templates/python/pySession.py	504	CODE
LOW	tools/axir/internal/axir/templates/python/pySession.py	536	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	239	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	1477	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	2862	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	292	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	1524	CODE
LOW	tools/axir/internal/axir/templates/python/pyAgent.py	1566	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	3812	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	1415	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	1592	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	1689	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	1922	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	2412	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	3155	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	3186	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	3263	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	3852	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	1712	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	3187	CODE
LOW	tools/axir/internal/axir/templates/python/pyGen.py	141	CODE
LOW	tools/axir/internal/axir/templates/python/pyGen.py	1530	CODE
LOW	tools/axir/internal/axir/templates/python/pyGen.py	790	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	391	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	2718	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	498	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	647	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	711	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	1163	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	1311	CODE
197 more matches not shown…

Hallucination Indicators8 hits · 80 pts

Severity	File	Line	Snippet	Context
CRITICAL	…nal/axir/templates/quickjs/javaQuickJSCodeSession.java	236	long deadline = System.nanoTime() + java.util.concurrent.TimeUnit.MILLISECONDS.toNanos(timeoutMs);	CODE
CRITICAL	…/axir/templates/java/javaAstraSessionNoKeyExample.java	70	var server=com.sun.net.httpserver.HttpServer.create(new java.net.InetSocketAddress("127.0.0.1",0),0);	CODE
CRITICAL	…/internal/axir/templates/java/javaTypesafeMCPTest.java	192	var server=com.sun.net.httpserver.HttpServer.create(new java.net.InetSocketAddress("127.0.0.1",0),0);	CODE
CRITICAL	packages/java/tests/TypesafeMCPTest.java	192	var server=com.sun.net.httpserver.HttpServer.create(new java.net.InetSocketAddress("127.0.0.1",0),0);	CODE
CRITICAL	packages/java/tests/AstraSessionTest.java	70	var server=com.sun.net.httpserver.HttpServer.create(new java.net.InetSocketAddress("127.0.0.1",0),0);	CODE
CRITICAL	…dev/axllm/ax/runtime/quickjs/AxQuickJsCodeSession.java	236	long deadline = System.nanoTime() + java.util.concurrent.TimeUnit.MILLISECONDS.toNanos(timeoutMs);	CODE
CRITICAL	src/examples/java/mcp/TaskResumeFlowExample.java	24	if("1".equals(System.getenv("AX_MCP_DEMO_AUTO")))java.net.http.HttpClient.newHttpClient().send(java.net.http.HttpReq	CODE
CRITICAL	src/examples/java/mcp/ResourceWakeAgentExample.java	22	if("1".equals(System.getenv("AX_MCP_DEMO_AUTO")))java.net.http.HttpClient.newHttpClient().send(java.net.http.HttpReq	CODE

Decorative Section Separators18 hits · 57 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/ax/agent/telemetry.test.ts	18	// ── Runtime helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ax/agent/telemetry.test.ts	72	// ── Mock AI builders ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ax/agent/telemetry.test.ts	183	// ── Agent factories ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ax/agent/telemetry.test.ts	320	// ── Tests ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/ax/funcs/worker.runtime.ts	7	// ╔══════════════════════════════════════════════════════════════════════╗	COMMENT
MEDIUM	src/ax/funcs/worker.runtime.ts	55	// ╚══════════════════════════════════════════════════════════════════════╝	COMMENT
MEDIUM	src/examples/python/long-agents/codebase-peek-map.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/examples/python/long-agents/codebase-peek-map.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…examples/python/long-agents/data-analyst-with-tools.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…examples/python/long-agents/data-analyst-with-tools.py	26	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ples/python/long-agents/skills-and-memory-assistant.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ples/python/long-agents/skills-and-memory-assistant.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ples/python/long-agents/skills-and-memory-assistant.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ples/python/long-agents/skills-and-memory-assistant.py	57	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/examples/python/long-agents/incident-log-forensics.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…/examples/python/long-agents/incident-log-forensics.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/examples/python/long-agents/self-improving-lab.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/examples/python/long-agents/self-improving-lab.py	32	# ---------------------------------------------------------------------------	COMMENT

Verbosity Indicators18 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	src/ax/ai/google-gemini/api.thoughtSignature.test.ts	116	// Step 1: get the function call + signature	COMMENT
LOW	src/ax/ai/google-gemini/api.thoughtSignature.test.ts	128	// Step 2: build history including assistant message with thoughtBlocks, then send function result	COMMENT
LOW⚡	src/ax/dsp/generate.stepContext.test.ts	134	// Step 0: no model mutation	COMMENT
LOW⚡	src/ax/dsp/generate.stepContext.test.ts	136	// Step 1: model should have been changed	COMMENT
LOW	src/ax/dsp/generate.stepContext.test.ts	374	// Step 1: model should have been changed to 'smart'	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	81	// Step 0: LLM calls search_tools	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	84	// Step 1: LLM produces final answer	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	120	// Step 0: system prompt should list only search_tools	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	125	// Step 1: system prompt should now also list new_database_tool	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	165	// Step 0: both tools in system prompt	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	169	// Step 1: toolB should be gone from system prompt	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	255	// Step 0: only discover	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	260	// Step 1: discover + toolA	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	265	// Step 2: discover + toolA + toolB	COMMENT
LOW	src/ax/dsp/generate.systemPromptRefresh.test.ts	311	// Step 1: both API tool definitions and system prompt should include execute_query	COMMENT
LOW⚡	src/examples/fluent-flow-example.ts	15	// Step 1: Summarize the document	COMMENT
LOW⚡	src/examples/fluent-flow-example.ts	21	// Step 2: Analyze sentiment of the summary	COMMENT
LOW⚡	src/examples/fluent-flow-example.ts	27	// Step 3: Extract key topics	COMMENT

Structural Annotation Overuse18 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	src/ax/ai/google-gemini/api.thoughtSignature.test.ts	116	// Step 1: get the function call + signature	COMMENT
LOW	src/ax/ai/google-gemini/api.thoughtSignature.test.ts	128	// Step 2: build history including assistant message with thoughtBlocks, then send function result	COMMENT
LOW⚡	src/ax/dsp/generate.stepContext.test.ts	134	// Step 0: no model mutation	COMMENT
LOW⚡	src/ax/dsp/generate.stepContext.test.ts	136	// Step 1: model should have been changed	COMMENT
LOW	src/ax/dsp/generate.stepContext.test.ts	374	// Step 1: model should have been changed to 'smart'	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	81	// Step 0: LLM calls search_tools	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	84	// Step 1: LLM produces final answer	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	120	// Step 0: system prompt should list only search_tools	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	125	// Step 1: system prompt should now also list new_database_tool	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	165	// Step 0: both tools in system prompt	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	169	// Step 1: toolB should be gone from system prompt	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	255	// Step 0: only discover	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	260	// Step 1: discover + toolA	COMMENT
LOW⚡	src/ax/dsp/generate.systemPromptRefresh.test.ts	265	// Step 2: discover + toolA + toolB	COMMENT
LOW	src/ax/dsp/generate.systemPromptRefresh.test.ts	311	// Step 1: both API tool definitions and system prompt should include execute_query	COMMENT
LOW⚡	src/examples/fluent-flow-example.ts	15	// Step 1: Summarize the document	COMMENT
LOW⚡	src/examples/fluent-flow-example.ts	21	// Step 2: Analyze sentiment of the summary	COMMENT
LOW⚡	src/examples/fluent-flow-example.ts	27	// Step 3: Extract key topics	COMMENT

Modern Structural Boilerplate34 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW	tools/axir/internal/axir/templates/python/pyInit.py	76	__all__ = [	CODE
LOW	…xir/internal/axir/templates/python/pyOpenAIProvider.py	3	__all__ = ["AnthropicClient", "GoogleGeminiClient", "OpenAICompatibleClient", "OpenAIResponsesClient"]	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyAI.py	236	def set_rate_limiter(limiter: AxRateLimiter \| None) -> None:	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyAI.py	243	def set_tracer(tracer: AxTracer \| None) -> None:	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyAI.py	250	def set_meter(meter: AxMeter \| None) -> None:	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyAI.py	265	def set_caching_function(caching_function: Callable[..., Any] \| None) -> None:	CODE
LOW⚡	tools/axir/internal/axir/templates/python/pyAI.py	285	def set_function_result_formatter(formatter: Callable[[Any], Any] \| None) -> None:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	161	def set_attributes(self, attributes: dict[str, Any]) -> None:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	170	def set_status(self, status: str, description: str \| None = None) -> None:	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	477	def set_usage_observer(observer: AxUsageObserver \| None) -> None:	CODE
LOW	…axir/internal/axir/templates/python/pyProvidersInit.py	3	__all__ = ["AnthropicClient", "GoogleGeminiClient", "OpenAICompatibleClient", "OpenAIResponsesClient"]	CODE
LOW⚡	tools/axir/internal/axir/templates/mcp/pyMCP.py	2000	def set_headers(self, headers: dict[str, str]) -> None:	CODE
LOW⚡	tools/axir/internal/axir/templates/mcp/pyMCP.py	2003	def set_authorization(self, authorization: str) -> None:	CODE
LOW⚡	tools/axir/internal/axir/templates/mcp/pyMCP.py	2010	def set_era(self, era: str) -> None:	CODE
LOW⚡	tools/axir/internal/axir/templates/mcp/pyMCP.py	2018	def set_lifecycle_handler(self, handler: Callable[[str], None]) -> None:	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	882	def set_message_handler(self, handler: Callable[[dict[str, Any]], None]) -> None:	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	885	def set_request_handler(self, handler: Callable[[dict[str, Any]], dict[str, Any]]) -> None:	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	897	def set_protocol_version(self, protocol_version: str) -> None:	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	900	def set_era(self, era: str) -> None:	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	914	def set_lifecycle_handler(self, handler: Callable[[str], None]) -> None:	CODE
LOW	tools/axir/internal/axir/templates/mcp/pyMCP.py	970	def set_era(self, era: str) -> None:	CODE
LOW	packages/python/axllm/__init__.py	76	__all__ = [	CODE
LOW⚡	packages/python/axllm/mcp.py	4385	def set_headers(self, headers: dict[str, str]) -> None:	CODE
LOW⚡	packages/python/axllm/mcp.py	4388	def set_authorization(self, authorization: str) -> None:	CODE
LOW⚡	packages/python/axllm/mcp.py	4395	def set_era(self, era: str) -> None:	CODE
LOW⚡	packages/python/axllm/mcp.py	4403	def set_lifecycle_handler(self, handler: Callable[[str], None]) -> None:	CODE
LOW	packages/python/axllm/mcp.py	3267	def set_message_handler(self, handler: Callable[[dict[str, Any]], None]) -> None:	CODE
LOW	packages/python/axllm/mcp.py	3270	def set_request_handler(self, handler: Callable[[dict[str, Any]], dict[str, Any]]) -> None:	CODE
LOW	packages/python/axllm/mcp.py	3282	def set_protocol_version(self, protocol_version: str) -> None:	CODE
LOW	packages/python/axllm/mcp.py	3285	def set_era(self, era: str) -> None:	CODE
LOW	packages/python/axllm/mcp.py	3299	def set_lifecycle_handler(self, handler: Callable[[str], None]) -> None:	CODE
LOW	packages/python/axllm/mcp.py	3355	def set_era(self, era: str) -> None:	CODE
LOW	packages/python/axllm/providers/__init__.py	3	__all__ = ["AnthropicClient", "GoogleGeminiClient", "OpenAICompatibleClient", "OpenAIResponsesClient"]	CODE
LOW	packages/python/axllm/providers/openai.py	3	__all__ = ["AnthropicClient", "GoogleGeminiClient", "OpenAICompatibleClient", "OpenAIResponsesClient"]	CODE

AI Structural Patterns64 hits · 32 pts

Severity	File	Line	Context
LOW	…s/axir/internal/axir/templates/python/pyConformance.py	123	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	1277	CODE
LOW	tools/axir/internal/axir/templates/python/pyAI.py	1922	CODE
LOW	packages/python/axllm/gen.py	2785	CODE
LOW	packages/python/axllm/gen.py	3320	CODE
LOW	packages/python/axllm/gen.py	3481	CODE
LOW	packages/python/axllm/gen.py	3566	CODE
LOW	packages/python/axllm/gen.py	5250	CODE
LOW	packages/python/axllm/gen.py	8505	CODE
LOW	packages/python/axllm/gen.py	8608	CODE
LOW	packages/python/axllm/gen.py	9200	CODE
LOW	packages/python/axllm/gen.py	12227	CODE
LOW	packages/python/axllm/gen.py	12613	CODE
LOW	packages/python/axllm/gen.py	14252	CODE
LOW	packages/python/axllm/gen.py	16817	CODE
LOW	packages/python/axllm/flow.py	1264	CODE
LOW	packages/python/axllm/agent.py	3205	CODE
LOW	packages/python/axllm/agent.py	4205	CODE
LOW	packages/python/axllm/agent.py	4217	CODE
LOW	packages/python/axllm/agent.py	4288	CODE
LOW	packages/python/axllm/agent.py	4310	CODE
LOW	packages/python/axllm/agent.py	4357	CODE
LOW	packages/python/axllm/agent.py	4382	CODE
LOW	packages/python/axllm/agent.py	4398	CODE
LOW	packages/python/axllm/agent.py	4420	CODE
LOW	packages/python/axllm/agent.py	4456	CODE
LOW	packages/python/axllm/agent.py	4528	CODE
LOW	packages/python/axllm/agent.py	4542	CODE
LOW	packages/python/axllm/agent.py	4613	CODE
LOW	packages/python/axllm/agent.py	6412	CODE
LOW	packages/python/axllm/agent.py	8482	CODE
LOW	packages/python/axllm/agent.py	9229	CODE
LOW	packages/python/axllm/agent.py	9734	CODE
LOW	packages/python/axllm/agent.py	9755	CODE
LOW	packages/python/axllm/agent.py	9942	CODE
LOW	packages/python/axllm/agent.py	10179	CODE
LOW	packages/python/axllm/agent.py	11139	CODE
LOW	packages/python/axllm/agent.py	11183	CODE
LOW	packages/python/axllm/agent.py	11850	CODE
LOW	packages/python/axllm/agent.py	12057	CODE
LOW	packages/python/axllm/agent.py	12364	CODE
LOW	packages/python/axllm/agent.py	12825	CODE
LOW	packages/python/axllm/agent.py	12860	CODE
LOW	packages/python/axllm/agent.py	13334	CODE
LOW	packages/python/axllm/agent.py	13578	CODE
LOW	packages/python/axllm/agent.py	13623	CODE
LOW	packages/python/axllm/agent.py	13716	CODE
LOW	packages/python/axllm/agent.py	13748	CODE
LOW	packages/python/axllm/agent.py	14097	CODE
LOW	packages/python/axllm/agent.py	14241	CODE
LOW	packages/python/axllm/agent.py	14260	CODE
LOW	packages/python/axllm/agent.py	14433	CODE
LOW	packages/python/axllm/agent.py	14459	CODE
LOW	packages/python/axllm/agent.py	15014	CODE
LOW	packages/python/axllm/agent.py	15040	CODE
LOW	packages/python/axllm/conformance.py	123	CODE
LOW	packages/python/axllm/prompt.py	765	CODE
LOW	packages/python/axllm/prompt.py	789	CODE
LOW	packages/python/axllm/signature.py	1170	CODE
LOW	packages/python/axllm/signature.py	1494	CODE
4 more matches not shown…

Modern AI Meta-Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	website/content-src/templates/concept-signatures.md	219	# RAG: cached corpus input plus per-item described citations	COMMENT
MEDIUM	website/content/_index.md	109	<a class="home-button-secondary" href="https://graphjin.com/agentic/server-agent/">How GraphJin uses Ax</a>	CODE
MEDIUM	…escript/.well-known/agent-skills/ax-signature/SKILL.md	147	# RAG: cached corpus input plus per-item described citations	COMMENT
MEDIUM	…l-known/agent-skills/ax-llm/references/ax-signature.md	141	# RAG: cached corpus input plus per-item described citations	COMMENT
MEDIUM	docs/CLAUDE.md	161	# Flow orchestration	COMMENT
MEDIUM	src/ax/agent/runtimeDiscovery.ts	105	// First pass: split out agentic entries (anything with `.getFunction()`)	COMMENT
MEDIUM	src/ax/skills/ax-signature.md	147	# RAG: cached corpus input plus per-item described citations	COMMENT
MEDIUM	src/examples/rlm.ts	38	// Additional RLM guardrails are also supported:	COMMENT
MEDIUM⚡	…/examples/python/long-agents/incident-log-forensics.py	26	# raw events into a prompt would blow the context window. The agent keeps them	COMMENT
MEDIUM	src/examples/python/short-agents/agent-openai.py	31	# over a plain gen() call: the source material stays out of the context window.	COMMENT

AI Slop Vocabulary6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/axir/internal/axir/templates/python/pyAgent.py	1582	# TS's harness sees a thrown run: a zero score with	COMMENT
MEDIUM	packages/python/axllm/agent.py	1594	# TS's harness sees a thrown run: a zero score with	COMMENT
MEDIUM	…examples/go/long-agents/skills_and_memory_assistant.go	80	// any search query (len >= 3) appears in it -- robust to phrase queries from the actor.	COMMENT
MEDIUM	…amples/rust/long-agents/skills_and_memory_assistant.rs	46	// word (len >= 3) of any search query appears in it -- robust to phrase queries.	COMMENT
MEDIUM	…/java/long-agents/SkillsAndMemoryAssistantExample.java	57	// any search query (len >= 3) appears in its id or content -- robust to phrase queries.	COMMENT
MEDIUM	…amples/cpp/long-agents/skills_and_memory_assistant.cpp	71	// search query (len >= 3) appears in it -- robust to phrase queries from the actor. These	COMMENT

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	src/ax/ai/multiservice.test.ts	327	getId: () => 'dummy-key-service',	CODE
LOW	src/ax/ai/multiservice.test.ts	428	getId: () => 'dummy-key-service',	CODE
LOW	src/ax/dsp/structured.test.ts	55	name: 'John Doe',	CODE
LOW	src/ax/dsp/structured.test.ts	69	expect(result.user.name).toBe('John Doe');	CODE
LOW	src/ax/dsp/validators.test.ts	202	validateStringConstraints('user@example.com', field)	CODE
LOW	src/ax/dsp/validators.test.ts	208	validateStringConstraints('name+tag@example.org', field)	CODE
LOW	src/examples/metrics-export.ts	144	const longPrompt = `${'Lorem ipsum dolor sit amet, '.repeat(50)}What is the meaning of this text?`;	CODE
LOW	src/examples/metrics-export.ts	144	const longPrompt = `${'Lorem ipsum dolor sit amet, '.repeat(50)}What is the meaning of this text?`;	CODE
LOW	src/examples/function-result-formatter.ts	25	name: 'John Doe',	CODE

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	src/ax/ai/mock/api.ts	336	// Example usage:	COMMENT
LOW	src/examples/mcp-client-notion-http-oauth.ts	86	// Example usage	COMMENT
LOW	src/examples/mcp-client-notion-sse-oauth.ts	85	// Example usage	COMMENT
LOW	src/examples/mcp-client-pipedream.ts	110	// Example usage	COMMENT
LOW	src/examples/vertex-auth-example.ts	46	// Example usage	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	621	- [DeepWiki](https://deepwiki.com/ax-llm/ax) — AI-generated docs	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/examples/gemini-function-cache.ts	183	console.error('Example: export GOOGLE_APIKEY=your-api-key');	CODE

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

Severity	File	Line	Snippet	Context
HIGH	src/examples/prime.ts	35	print(sum(range(1, 101)))	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/examples/gemini-context-cache.ts	116	def process_data(items):	CODE

ax-llm/ax

Open-Source Code Quality, Security and Technical Debt Review