Alishahryar1/free-claude-code

24.7

Adjusted Score

24.7

Raw Score

100%

Time Factor

2026-08-28

Last Push

51.2K

Stars

Python

Language

148.3K

Lines of Code

562

Files

3.6K

Pattern Hits

2026-08-29

Scan Date

0.07

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 40MEDIUM 14LOW 3584

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 3638 distinct pattern matches across 12 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers3152 hits · 2989 pts

Severity	File	Line	Snippet	Context
LOW	smoke/conftest.py	23	def pytest_collection_modifyitems(items: list[pytest.Item]) -> None:	CODE
LOW	smoke/prereq/test_messaging_prereq_live.py	12	def test_telegram_bot_api_permissions(smoke_config: SmokeConfig) -> None:	CODE
LOW	smoke/prereq/test_messaging_prereq_live.py	54	def test_discord_bot_api_permissions(smoke_config: SmokeConfig) -> None:	CODE
LOW	smoke/prereq/test_messaging_prereq_live.py	103	def test_interactive_inbound_messaging_requires_explicit_mode(	CODE
LOW	smoke/prereq/test_voice_prereq_live.py	17	async def test_voice_transcription_backend_when_explicitly_enabled(	CODE
LOW	smoke/prereq/test_cli_prereq_live.py	19	def test_fcc_server_entrypoint_starts_server(smoke_config: SmokeConfig) -> None:	CODE
LOW	smoke/prereq/test_cli_prereq_live.py	29	def test_claude_cli_prompt_when_available(	CODE
LOW⚡	…ke/prereq/test_local_provider_endpoints_prereq_live.py	9	def test_lmstudio_models_endpoint_when_available(smoke_config: SmokeConfig) -> None:	CODE
LOW⚡	…ke/prereq/test_local_provider_endpoints_prereq_live.py	19	def test_llamacpp_models_endpoint_when_available(smoke_config: SmokeConfig) -> None:	CODE
LOW⚡	…ke/prereq/test_local_provider_endpoints_prereq_live.py	29	def test_ollama_models_endpoint_when_available(smoke_config: SmokeConfig) -> None:	CODE
LOW	smoke/prereq/test_client_shapes_prereq_live.py	10	def test_vscode_and_jetbrains_shaped_requests(	CODE
LOW	smoke/prereq/test_tools_prereq_live.py	18	def test_live_tool_use_when_configured_model_supports_tools(	CODE
LOW	smoke/prereq/test_provider_prereq_live.py	23	def test_model_mapping_configuration_is_consistent(smoke_config: SmokeConfig) -> None:	CODE
LOW	smoke/prereq/test_provider_prereq_live.py	32	def test_mixed_provider_model_mapping_when_configured(	CODE
LOW	smoke/prereq/test_provider_prereq_live.py	51	def test_configured_provider_models_stream_successfully(	CODE
LOW	smoke/prereq/test_provider_prereq_live.py	84	def test_client_disconnect_mid_stream_does_not_crash_server(	CODE
LOW	smoke/prereq/test_auth_prereq_live.py	12	def test_bearer_auth_is_the_only_supported_header_shape(	CODE
LOW	smoke/prereq/test_api_prereq_live.py	13	def test_probe_and_models_routes(	CODE
LOW	smoke/prereq/test_api_prereq_live.py	40	def test_count_tokens_accepts_thinking_tools_and_results(	CODE
LOW	smoke/prereq/test_api_prereq_live.py	95	def test_optimization_fast_paths_do_not_need_provider(	CODE
LOW	smoke/prereq/test_api_prereq_live.py	167	def test_invalid_messages_returns_anthropic_error(	CODE
LOW	smoke/prereq/test_api_prereq_live.py	185	def test_stop_endpoint_reports_no_messaging(	CODE
LOW	smoke/product/test_provider_product_live.py	266	def _assert_provider_product_stream(events: list[SSEEvent]) -> None:	CODE
LOW	smoke/product/test_provider_product_live.py	280	def _provider_smoke_reasoning_enabled(smoke_config: SmokeConfig) -> bool:	CODE
LOW	smoke/product/test_provider_product_live.py	300	def _scenario_adaptive_thinking_history(	CODE
LOW	smoke/product/test_provider_product_live.py	325	def _scenario_interleaved_history(	CODE
LOW	smoke/product/test_provider_product_live.py	365	def _scenario_tool_use_then_text_in_history(	CODE
LOW	smoke/product/test_provider_product_live.py	411	def _scenario_tool_result_continuation(	CODE
LOW	smoke/product/test_provider_product_live.py	455	def _scenario_interrupted_tool_turn_resume(	CODE
LOW	smoke/product/test_provider_product_live.py	500	def _scenario_gemini_thought_signature_tool_continuation(	CODE
LOW	smoke/product/test_provider_product_live.py	551	def _gemini_tool_thought_signature(tool_use: dict[str, Any]) -> str \| None:	CODE
LOW	smoke/product/test_provider_product_live.py	562	def _scenario_reasoning_tool_continuation(	CODE
LOW	smoke/product/test_runtime_ownership_product_live.py	172	def _write_initial_managed_config(home: Path, upstream: FakeOpenAIUpstream) -> None:	CODE
LOW	smoke/product/test_runtime_ownership_product_live.py	190	def _wait_for_generation_close(server: RunningServer, generation_id: int) -> None:	CODE
LOW	smoke/product/test_client_product_live.py	1112	def _provider_credential_env_keys() -> set[str]:	CODE
LOW	smoke/product/test_client_product_live.py	1120	def _local_provider_overrides(	CODE
LOW	smoke/product/test_client_product_live.py	1236	def _deliberately_failing_openai_provider() -> Iterator[tuple[str, list[str]]]:	CODE
LOW	smoke/product/test_client_product_live.py	1299	def _successful_openai_provider(	CODE
LOW	smoke/lib/skips.py	10	def skip_upstream_unavailable(reason: str) -> None:	CODE
LOW	smoke/lib/skips.py	18	def skip_if_upstream_unavailable_exception(exc: Exception) -> None:	CODE
LOW	smoke/lib/skips.py	34	def skip_if_upstream_unavailable_events(events: list[SSEEvent]) -> None:	CODE
LOW	smoke/lib/config.py	246	def openrouter_free_cli_models(self) -> list[ProviderModel]:	CODE
LOW	smoke/lib/config.py	253	def mistral_reasoning_smoke_model(self) -> ProviderModel \| None:	CODE
LOW	smoke/lib/config.py	268	def _include_provider_in_smoke(	CODE
LOW	smoke/lib/config.py	280	def has_provider_configuration(self, provider: str) -> bool:	CODE
LOW	smoke/lib/config.py	322	def _normalize_provider_model(provider: str, raw_model: str) -> str:	CODE
LOW	smoke/lib/config.py	332	def nvidia_nim_cli_model_refs(	CODE
LOW	smoke/lib/config.py	362	def openrouter_free_cli_model_refs(	CODE
LOW	smoke/lib/local_providers.py	14	def first_local_provider_model_id(	CODE
LOW	smoke/lib/local_providers.py	35	def _first_openai_compatible_model_id(	CODE
LOW	smoke/lib/local_providers.py	54	def _get_local_provider_response(	CODE
LOW	smoke/lib/claude_cli_matrix.py	141	def _build_claude_cli_command(	CODE
LOW	smoke/lib/claude_cli_matrix.py	478	def _interleaved_thinking_tool(	CODE
LOW	smoke/lib/e2e.py	220	def adaptive_thinking_payload() -> dict[str, Any]:	CODE
LOW	smoke/lib/e2e.py	343	def continue_message_sequence_after(self, previous: FakePlatform) -> None:	CODE
LOW	smoke/lib/e2e.py	468	async def cancel_all_pending_voices(	CODE
LOW	smoke/lib/e2e.py	480	async def cancel_pending_voices_in_scope(	CODE
LOW	smoke/lib/e2e.py	674	def assistant_content_from_events(events: list[SSEEvent]) -> list[dict[str, Any]]:	CODE
LOW	smoke/lib/outcomes.py	33	def is_upstream_unavailable_text(text: str) -> bool:	CODE
LOW	tests/conftest.py	226	def _propagate_loguru_to_caplog():	CODE
3092 more matches not shown…

Cross-Language Confusion30 hits · 178 pts

Severity	File	Line	Snippet	Context
HIGH	tests/contracts/test_issue_form_version_validation.py	213	const record = (name, args) => calls.push({ name, args });	CODE
HIGH	tests/contracts/test_issue_form_version_validation.py	226	liveIssue.labels.push(...args.labels.map((name) => ({ name })));	CODE
HIGH	tests/contracts/test_issue_form_version_validation.py	234	comments.push({	CODE
HIGH	tests/contracts/test_issue_form_version_validation.py	286	comments.push({	CODE
HIGH	tests/providers/test_streaming_errors.py	455	"""NIM/GLM may send usage.completion_tokens=null; final SSE must not use JSON null."""	STRING
HIGH⚡	tests/providers/test_stream_recovery.py	146	assert holdback.push("event: content_block_start\n\n") == []	CODE
HIGH⚡	tests/providers/test_stream_recovery.py	148	assert holdback.push("event: content_block_delta\n\n") == []	CODE
HIGH⚡	tests/providers/test_stream_recovery.py	152	assert holdback.push("event: content_block_stop\n\n") == [	CODE
HIGH⚡	tests/providers/test_stream_recovery.py	158	assert holdback.push("event: message_stop\n\n") == ["event: message_stop\n\n"]	CODE
HIGH⚡	tests/providers/test_stream_recovery.py	164	assert holdback.push("ab") == []	CODE
HIGH⚡	tests/providers/test_stream_recovery.py	165	assert holdback.push("cde") == ["ab", "cde"]	CODE
HIGH⚡	tests/providers/test_stream_recovery.py	172	assert holdback.push("hidden") == []	CODE
HIGH	tests/providers/test_stream_recovery.py	13	assert controller.push("hidden") == []	CODE
HIGH	tests/providers/test_stream_recovery.py	32	assert controller.push("hidden") == []	CODE
HIGH	tests/providers/test_stream_recovery.py	49	assert controller.push("partial") == []	CODE
HIGH	tests/providers/test_stream_recovery.py	93	assert controller.push("event: content_block_delta\n\n") == []	CODE
HIGH	tests/providers/test_stream_recovery.py	112	assert controller.push("event: content_block_delta\n\n") == []	CODE
HIGH	tests/scripts/test_muse_windows_lifecycle.py	381	if ({_ps_literal(external_path)} -eq '') {{ return $null }}	CODE
HIGH	tests/scripts/test_muse_windows_lifecycle.py	388	return [pscustomobject] @{{ Compatible = $false; Version = $null; Reason = 'not Muse Code' }}	CODE
HIGH⚡	tests/api/test_admin.py	329	assert 'parts.push("locked")' in script	CODE
HIGH⚡	tests/api/test_admin.py	376	assert "return null;" in script	CODE
HIGH⚡	tests/messaging/test_transcript.py	149	state.push("task_1", SubagentSegment("Outer"))	CODE
HIGH	src/free_claude_code/providers/stream_recovery.py	103	return self._holdback.push(event)	CODE
HIGH	src/free_claude_code/providers/openai_codex/provider.py	407	for held in recovery.push(event):	CODE
HIGH	src/free_claude_code/providers/openai_codex/provider.py	419	for held in recovery.push(event):	CODE
HIGH	…ee_claude_code/providers/openai_responses/transport.py	270	for held in recovery.push(event):	CODE
HIGH	…ee_claude_code/providers/openai_responses/transport.py	286	for held in recovery.push(event):	CODE
HIGH	src/free_claude_code/providers/openai_chat/provider.py	995	yield from recovery.push(event)	CODE
HIGH⚡	src/free_claude_code/messaging/transcript/buffer.py	151	self._subagents.push(tool_id, segment)	CODE
HIGH⚡	src/free_claude_code/messaging/transcript/buffer.py	167	self._subagents.push(tool_id, segment)	CODE

Unused Imports194 hits · 173 pts

Severity	File	Line	Context
LOW	src/free_claude_code/core/__init__.py	3	CODE
LOW	src/free_claude_code/core/__init__.py	3	CODE
LOW	src/free_claude_code/core/__init__.py	3	CODE
LOW	src/free_claude_code/core/__init__.py	3	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	3	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	3	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	3	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	4	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	4	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	4	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	4	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	4	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	11	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	11	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	11	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	11	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	17	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	38	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	38	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	39	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	40	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	41	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	41	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	41	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	41	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	41	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	48	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	48	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	48	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	49	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	50	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	50	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	51	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	3	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	3	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	3	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	3	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	3	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	3	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	11	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	11	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	11	CODE
134 more matches not shown…

Excessive Try-Catch Wrapping115 hits · 120 pts

Severity	File	Line	Snippet	Context
LOW	smoke/prereq/test_tools_prereq_live.py	56	except Exception as exc:	CODE
LOW	smoke/prereq/test_provider_prereq_live.py	75	except Exception as exc:	CODE
LOW	smoke/product/test_provider_product_live.py	206	except Exception as exc:	CODE
LOW	smoke/product/test_provider_product_live.py	258	except Exception as exc:	CODE
LOW	smoke/lib/server.py	95	except Exception as exc:	CODE
LOW	src/free_claude_code/core/trace.py	160	except Exception as exc:	CODE
LOW	src/free_claude_code/core/diagnostics.py	200	except Exception:	CODE
LOW	src/free_claude_code/core/diagnostics.py	204	except Exception:	CODE
LOW	src/free_claude_code/core/async_iterators.py	24	except Exception as exc:	CODE
LOW	src/free_claude_code/core/token_estimation.py	20	except Exception as exc:	CODE
MEDIUM	src/free_claude_code/core/token_estimation.py	17	def _load_encoder() -> _TokenEncoder \| None:	CODE
LOW	src/free_claude_code/core/anthropic/streaming/ledger.py	110	except Exception:	CODE
LOW	src/free_claude_code/providers/admission.py	152	except Exception as error:	CODE
LOW	src/free_claude_code/providers/admission.py	168	except Exception as error:	CODE
LOW	src/free_claude_code/providers/lmstudio/client.py	140	except Exception as error: # backstop only — never block the request	CODE
LOW	src/free_claude_code/providers/openai_codex/auth.py	264	except Exception:	CODE
LOW	src/free_claude_code/providers/openai_codex/auth.py	401	except Exception:	CODE
LOW	src/free_claude_code/providers/openai_codex/provider.py	178	except Exception as error:	CODE
LOW	src/free_claude_code/providers/openai_codex/provider.py	303	except Exception as error:	CODE
LOW	src/free_claude_code/providers/openai_codex/provider.py	437	except Exception as raw_error:	CODE
LOW	src/free_claude_code/providers/cloudflare/client.py	113	except Exception:	CODE
LOW	src/free_claude_code/providers/runtime/discovery.py	125	except Exception as exc:	CODE
LOW	src/free_claude_code/providers/runtime/runtime.py	48	except Exception as exc:	CODE
LOW⚡	src/free_claude_code/providers/groq/client.py	197	except Exception:	CODE
LOW⚡	src/free_claude_code/providers/groq/client.py	204	except Exception:	CODE
LOW	src/free_claude_code/providers/github_models/client.py	76	except Exception:	CODE
LOW	src/free_claude_code/providers/vertex/client.py	122	except Exception:	CODE
LOW	…ee_claude_code/providers/openai_responses/transport.py	211	except Exception as error:	CODE
LOW	…ee_claude_code/providers/openai_responses/transport.py	307	except Exception as raw_error:	CODE
LOW	src/free_claude_code/providers/openai_chat/provider.py	771	except Exception as error:	CODE
LOW	src/free_claude_code/providers/openai_chat/provider.py	973	except Exception as error:	CODE
LOW	src/free_claude_code/providers/openai_chat/provider.py	1049	except Exception as error:	CODE
LOW	src/free_claude_code/providers/openai_chat/provider.py	1186	except Exception as recovery_error:	CODE
LOW	src/free_claude_code/providers/openai_chat/provider.py	1333	except Exception as error:	CODE
LOW	src/free_claude_code/providers/mistral/reasoning.py	91	except Exception:	CODE
LOW	src/free_claude_code/providers/opencode/catalog.py	194	except Exception as exc:	CODE
LOW	src/free_claude_code/providers/opencode/provider.py	108	except Exception as exc:	CODE
LOW	src/free_claude_code/providers/opencode/provider.py	112	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/provider_manager.py	247	except Exception as exc:	CODE
LOW⚡	src/free_claude_code/runtime/provider_manager.py	369	except Exception as exc:	CODE
LOW⚡	src/free_claude_code/runtime/provider_manager.py	385	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/provider_manager.py	405	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/provider_manager.py	452	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/asgi.py	33	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/asgi.py	52	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/application.py	70	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/application.py	154	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/application.py	235	except Exception as exc:	CODE
LOW	src/free_claude_code/runtime/application.py	359	except Exception as exc:	CODE
MEDIUM	src/free_claude_code/runtime/application.py	340	def _start_messaging_if_configured(self) -> None:	CODE
LOW	src/free_claude_code/cli/process_registry.py	58	except Exception as e:	CODE
LOW	src/free_claude_code/cli/process_registry.py	65	except Exception as e:	CODE
LOW	src/free_claude_code/cli/managed/session.py	281	except Exception as e:	CODE
LOW	src/free_claude_code/cli/managed/manager.py	177	except Exception as e:	CODE
LOW	src/free_claude_code/cli/launchers/dsh.py	93	except Exception as exc:	CODE
LOW	src/free_claude_code/cli/launchers/codex.py	170	except Exception as exc:	CODE
LOW	src/free_claude_code/cli/launchers/grok.py	198	except Exception as exc:	CODE
LOW	src/free_claude_code/cli/launchers/aider.py	111	except Exception as exc:	CODE
LOW	src/free_claude_code/cli/launchers/muse.py	153	except Exception as exc:	CODE
LOW	src/free_claude_code/cli/launchers/hermes.py	138	except Exception as exc:	CODE
55 more matches not shown…

Deep Nesting66 hits · 64 pts

Severity	File	Line	Context
LOW	smoke/lib/e2e.py	674	CODE
LOW	tests/contracts/test_import_boundaries.py	416	CODE
LOW	tests/providers/test_nvidia_nim.py	325	CODE
LOW	tests/scripts/test_installers.py	47	CODE
LOW	tests/scripts/test_installers.py	61	CODE
LOW	tests/scripts/test_installers.py	1737	CODE
LOW	tests/scripts/test_ci_scripts.py	17	CODE
LOW	tests/application/test_execution.py	184	CODE
LOW	src/free_claude_code/core/diagnostics.py	270	CODE
LOW	src/free_claude_code/core/openai_tool_names.py	82	CODE
LOW	src/free_claude_code/core/openai_tool_names.py	136	CODE
LOW	src/free_claude_code/core/anthropic/sse_aggregation.py	20	CODE
LOW	src/free_claude_code/core/anthropic/sse_aggregation.py	34	CODE
LOW	…ee_claude_code/core/anthropic/request_serialization.py	39	CODE
LOW	src/free_claude_code/core/anthropic/tools.py	377	CODE
LOW	src/free_claude_code/core/anthropic/conversion.py	483	CODE
LOW	src/free_claude_code/core/anthropic/conversion.py	602	CODE
LOW	src/free_claude_code/core/anthropic/conversion.py	667	CODE
LOW	src/free_claude_code/core/anthropic/thinking.py	58	CODE
LOW	src/free_claude_code/core/anthropic/thinking.py	101	CODE
LOW	src/free_claude_code/core/anthropic/stream_contracts.py	170	CODE
LOW	src/free_claude_code/core/anthropic/streaming/ledger.py	229	CODE
LOW	src/free_claude_code/core/anthropic/streaming/ledger.py	257	CODE
LOW	src/free_claude_code/core/anthropic/streaming/ledger.py	460	CODE
LOW	src/free_claude_code/core/anthropic/streaming/ledger.py	490	CODE
LOW	src/free_claude_code/core/openai_responses/tools.py	124	CODE
LOW	src/free_claude_code/core/openai_responses/tools.py	342	CODE
LOW	…free_claude_code/core/openai_responses/chat_request.py	442	CODE
LOW	…free_claude_code/core/openai_responses/chat_request.py	549	CODE
LOW	…free_claude_code/core/openai_responses/chat_request.py	620	CODE
LOW	src/free_claude_code/core/openai_responses/tokens.py	63	CODE
LOW	…ee_claude_code/core/openai_responses/provider_input.py	155	CODE
LOW	…ee_claude_code/core/openai_responses/provider_input.py	239	CODE
LOW	src/free_claude_code/config/admin/values.py	47	CODE
LOW	src/free_claude_code/providers/model_listing.py	35	CODE
LOW	src/free_claude_code/providers/openai_codex/auth.py	309	CODE
LOW	src/free_claude_code/providers/runtime/discovery.py	117	CODE
LOW	src/free_claude_code/providers/deepseek/compat.py	61	CODE
LOW	src/free_claude_code/providers/deepseek/compat.py	244	CODE
LOW	…c/free_claude_code/providers/nvidia_nim/tool_schema.py	29	CODE
LOW	…c/free_claude_code/providers/nvidia_nim/tool_schema.py	96	CODE
LOW	…c/free_claude_code/providers/nvidia_nim/tool_schema.py	156	CODE
LOW	…c/free_claude_code/providers/nvidia_nim/tool_schema.py	174	CODE
LOW	…c/free_claude_code/providers/openai_chat/output_cap.py	72	CODE
LOW	…ee_claude_code/providers/openai_chat/request_policy.py	46	CODE
LOW	src/free_claude_code/runtime/asgi.py	26	CODE
LOW	src/free_claude_code/cli/commands.py	76	CODE
LOW	src/free_claude_code/cli/managed/session.py	95	CODE
LOW	src/free_claude_code/api/command_utils.py	87	CODE
LOW	src/free_claude_code/api/validation_log.py	6	CODE
LOW	src/free_claude_code/api/web_tools/outbound.py	208	CODE
LOW	src/free_claude_code/application/execution.py	287	CODE
LOW	src/free_claude_code/application/execution.py	348	CODE
LOW	src/free_claude_code/messaging/node_runner.py	125	CODE
LOW	src/free_claude_code/messaging/event_parser.py	12	CODE
LOW	src/free_claude_code/messaging/node_event_pipeline.py	58	CODE
LOW	src/free_claude_code/messaging/limiter.py	61	CODE
LOW	src/free_claude_code/messaging/limiter.py	285	CODE
LOW	src/free_claude_code/messaging/limiter.py	293	CODE
LOW	src/free_claude_code/messaging/platforms/telegram.py	217	CODE
6 more matches not shown…

Modern Structural Boilerplate55 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW	tests/api/test_admin.py	28	def _set_home(monkeypatch, tmp_path: Path) -> None:	CODE
LOW	src/free_claude_code/core/__init__.py	10	__all__ = [	CODE
LOW	src/free_claude_code/core/anthropic/sse_aggregation.py	17	__all__ = ["aggregate_anthropic_sse_to_message"]	CODE
LOW	src/free_claude_code/core/anthropic/__init__.py	53	__all__ = [	CODE
LOW	src/free_claude_code/core/anthropic/utils.py	6	def set_if_not_none(body: dict[str, Any], key: str, value: Any) -> None:	CODE
LOW	…/free_claude_code/core/anthropic/streaming/__init__.py	23	__all__ = [	CODE
LOW	src/free_claude_code/core/openai_responses/__init__.py	39	__all__ = [	CODE
LOW	…_claude_code/core/openai_responses/streaming/ledger.py	31	def set_active_block(self, state: BlockState) -> None:	CODE
LOW	src/free_claude_code/config/logging_config.py	121	def _set_third_party_levels(verbose: bool) -> None:	CODE
LOW	src/free_claude_code/config/__init__.py	6	__all__ = [	CODE
LOW	src/free_claude_code/providers/__init__.py	9	__all__ = [	CODE
LOW	src/free_claude_code/providers/lmstudio/__init__.py	5	__all__ = ["LMStudioProvider"]	CODE
LOW	src/free_claude_code/providers/kilo/__init__.py	5	__all__ = ["KiloProvider"]	CODE
LOW	src/free_claude_code/providers/open_router/__init__.py	5	__all__ = ["OpenRouterProvider"]	CODE
LOW	src/free_claude_code/providers/gemini/__init__.py	5	__all__ = ["GeminiProvider"]	CODE
LOW	src/free_claude_code/providers/openai_codex/__init__.py	6	__all__ = [	CODE
LOW	src/free_claude_code/providers/runtime/__init__.py	7	__all__ = [	CODE
LOW	src/free_claude_code/providers/runtime/model_cache.py	30	def set_available_providers(self, provider_ids: Iterable[str]) -> None:	CODE
LOW	src/free_claude_code/providers/groq/__init__.py	5	__all__ = ["GroqProvider"]	CODE
LOW	src/free_claude_code/providers/deepseek/__init__.py	5	__all__ = ["DeepSeekProvider"]	CODE
LOW	…c/free_claude_code/providers/github_models/__init__.py	5	__all__ = ["GitHubModelsProvider"]	CODE
LOW	src/free_claude_code/providers/nvidia_nim/__init__.py	5	__all__ = ["NvidiaNimProvider"]	CODE
LOW	src/free_claude_code/providers/vertex/__init__.py	5	__all__ = ["VertexProvider"]	CODE
LOW	…ree_claude_code/providers/openai_responses/__init__.py	5	__all__ = ["OpenAIResponsesTransport"]	CODE
LOW	src/free_claude_code/providers/openai_chat/__init__.py	48	__all__ = [	CODE
LOW⚡	…ude_code/providers/google_openai/thought_signatures.py	37	def _set_tool_call_thought_signature(tool_call: dict[str, Any], signature: str) -> None:	CODE
LOW	…c/free_claude_code/providers/google_openai/__init__.py	11	__all__ = [	CODE
LOW	src/free_claude_code/providers/mistral/__init__.py	5	__all__ = ["MistralProvider"]	CODE
LOW	src/free_claude_code/providers/opencode/__init__.py	5	__all__ = ["OpenCodeProvider", "create_opencode_provider"]	CODE
LOW	src/free_claude_code/cli/__init__.py	5	__all__ = ["ManagedClaudeSession", "ManagedClaudeSessionManager"]	CODE
LOW	src/free_claude_code/cli/managed/__init__.py	6	__all__ = ["ManagedClaudeSession", "ManagedClaudeSessionManager"]	CODE
LOW	src/free_claude_code/api/admin_cache.py	48	def _set_no_store(headers: MutableHeaders) -> None:	CODE
LOW	src/free_claude_code/api/request_ids.py	70	def set_request_id(request: Request, request_id: str) -> None:	CODE
LOW	src/free_claude_code/api/web_tools/__init__.py	11	__all__ = [	CODE
LOW	src/free_claude_code/api/handlers/__init__.py	7	__all__ = ["MessagesHandler", "ResponsesHandler", "TokenCountHandler"]	CODE
LOW	src/free_claude_code/messaging/node_runner.py	168	async def update_ui(status: str \| None = None, force: bool = False) -> None:	CODE
LOW	src/free_claude_code/messaging/node_runner.py	408	__all__ = ["MessagingNodeRunner"]	CODE
LOW	src/free_claude_code/messaging/__init__.py	10	__all__ = [	CODE
LOW	src/free_claude_code/messaging/command_context.py	99	__all__ = ["MessagingCommandContext", "ReplyClearResult", "StopOutcome"]	CODE
LOW	src/free_claude_code/messaging/workflow.py	714	__all__ = ["MessagingWorkflow"]	CODE
LOW	src/free_claude_code/messaging/turn_intake.py	197	async def update_queue_positions(self, queue: tuple[QueueEntry, ...]) -> None:	CODE
LOW	src/free_claude_code/messaging/turn_intake.py	241	__all__ = ["MessagingTurnIntake"]	CODE
LOW	src/free_claude_code/messaging/platforms/__init__.py	12	__all__ = [	CODE
LOW	src/free_claude_code/messaging/trees/__init__.py	22	__all__ = [	CODE
LOW	src/free_claude_code/messaging/trees/processor.py	272	__all__ = ["CancelledTask", "TreeQueueProcessor"]	CODE
LOW	src/free_claude_code/messaging/trees/runtime.py	487	__all__ = ["MessageTree"]	CODE
LOW	src/free_claude_code/messaging/trees/transitions.py	157	__all__ = [	CODE
LOW	src/free_claude_code/messaging/trees/repository.py	135	__all__ = ["TreeRepository"]	CODE
LOW	src/free_claude_code/messaging/trees/identity.py	16	__all__ = ["TreeIdentity"]	CODE
LOW	src/free_claude_code/messaging/trees/manager.py	587	__all__ = ["TreeQueueManager"]	CODE
LOW	src/free_claude_code/messaging/transcript/__init__.py	6	__all__ = ["RenderCtx", "TranscriptBuffer"]	CODE
LOW	…e_claude_code/messaging/rendering/telegram_markdown.py	323	__all__ = [	CODE
LOW	…ee_claude_code/messaging/rendering/discord_markdown.py	310	__all__ = [	CODE
LOW	src/free_claude_code/messaging/session/store.py	50	def _set_dirty(self, dirty: bool) -> None:	CODE
LOW	src/free_claude_code/messaging/session/__init__.py	5	__all__ = ["SessionStore"]	CODE

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	tests/providers/test_mistral.py	reasoning_content deltas are emitted as thinking blocks.	STRING
HIGH	tests/providers/test_groq.py	reasoning_content deltas are emitted as thinking blocks.	STRING
HIGH	tests/providers/test_codestral.py	reasoning_content deltas are emitted as thinking blocks.	STRING
HIGH	tests/providers/test_sambanova.py	reasoning_content deltas are emitted as thinking blocks.	STRING
HIGH	src/free_claude_code/messaging/platforms/telegram.py	cancel every pending voice transcription and published handoff.	STRING
HIGH	src/free_claude_code/messaging/platforms/discord.py	cancel every pending voice transcription and published handoff.	STRING
HIGH	src/free_claude_code/messaging/platforms/voice_flow.py	cancel every pending voice transcription and published handoff.	STRING
HIGH	src/free_claude_code/messaging/platforms/telegram.py	cancel pending voice transcriptions belonging to one chat.	STRING
HIGH	src/free_claude_code/messaging/platforms/discord.py	cancel pending voice transcriptions belonging to one chat.	STRING
HIGH	src/free_claude_code/messaging/platforms/voice_flow.py	cancel pending voice transcriptions belonging to one chat.	STRING

Dead Code9 hits · 18 pts

Severity	File	Line	Context
MEDIUM	tests/api/test_web_server_tools.py	153	CODE
MEDIUM	tests/api/test_api_handlers.py	395	CODE
MEDIUM	tests/api/test_api.py	36	CODE
MEDIUM	tests/api/test_response_streams.py	35	CODE
MEDIUM	tests/api/test_openai_responses.py	60	CODE
MEDIUM	tests/application/test_execution.py	78	CODE
MEDIUM	tests/application/test_execution.py	132	CODE
MEDIUM	tests/messaging/test_handler.py	1263	CODE
MEDIUM	…ts/messaging/test_handler_markdown_and_status_edges.py	259	CODE

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	smoke/lib/http.py	45	CODE
LOW	tests/providers/test_model_discovery.py	35	CODE
LOW	tests/providers/support.py	23	CODE
LOW	src/free_claude_code/providers/model_listing.py	35	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	163	# Create a task to avoid "coroutine was never awaited" warning	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/providers/test_converter.py	892	# comprehensive flow	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/providers/test_parsers.py	265	# Check if "text1" and "text2" are preserved in filtered output	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings