langchain-ai/chat-langchain

18.9

Adjusted Score

18.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

6.4K

Stars

TypeScript

Language

23.1K

Lines of Code

121

Files

217

Pattern Hits

2026-07-14

Scan Date

0.01

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 1MEDIUM 68LOW 148

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 217 distinct pattern matches across 13 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.

Decorative Section Separators66 hits · 270 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_broken_doc_urls.py	21	# ------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_broken_doc_urls.py	23	# -----------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_broken_doc_urls.py	43	# ------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_broken_doc_urls.py	45	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_broken_doc_urls.py	131	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_broken_doc_urls.py	133	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	58	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	60	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	74	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	76	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	97	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	99	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	117	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	119	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	136	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	138	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	157	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	159	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	174	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_pylon_pagination.py	176	# ------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_pylon_pagination.py	13	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_pylon_pagination.py	15	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_pylon_pagination.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_pylon_pagination.py	46	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	59	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	71	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	75	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	128	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	132	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	178	# ===========================================================================	COMMENT
MEDIUM⚡	tests/unit/test_check_links_async.py	180	# ===========================================================================	COMMENT
MEDIUM	tests/unit/test_check_links_async.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/unit/test_check_links_async.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	64	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	66	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	128	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	130	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	144	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	146	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	186	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	188	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	212	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/evals/test_guardrails_scope.py	214	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/evals/test_guardrails_scope.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/evals/test_guardrails_scope.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/tools/pylon_tools.py	38	# =============================================================================	COMMENT
MEDIUM	src/tools/pylon_tools.py	40	# =============================================================================	COMMENT
MEDIUM	src/tools/pylon_tools.py	125	# =============================================================================	COMMENT
MEDIUM	src/tools/pylon_tools.py	127	# =============================================================================	COMMENT
MEDIUM⚡	src/agent/config.py	23	# =============================================================================	COMMENT
MEDIUM⚡	src/agent/config.py	25	# =============================================================================	COMMENT
MEDIUM	src/agent/config.py	77	# =============================================================================	COMMENT
MEDIUM	src/agent/config.py	79	# =============================================================================	COMMENT
6 more matches not shown…

Hyper-Verbose Identifiers57 hits · 59 pts

Severity	File	Line	Snippet	Context
LOW	frontend/app/auth/callback/route.ts	47	function getSupabaseAuthStorageKey(region: AuthRegion): string {	CODE
LOW	frontend/lib/auth/supabase.ts	114	export async function signOutAllSupabaseClients(): Promise<void> {	CODE
LOW	frontend/lib/hooks/auth/use-user-id.ts	38	export function getOrCreateGuestUserId(): string \| null {	CODE
LOW	frontend/lib/hooks/threads/guest-thread-storage.ts	34	export function removeStoredGuestThreadId(threadId: string): string[] {	CODE
LOW	tests/unit/test_broken_doc_urls.py	60	def test_url_has_slash_separator(self, path):	CODE
LOW	tests/unit/test_broken_doc_urls.py	71	def test_url_does_not_merge_domain_and_path(self):	CODE
LOW	tests/unit/test_broken_doc_urls.py	81	def test_url_starts_with_base_url_slash(self):	CODE
LOW	tests/unit/test_broken_doc_urls.py	116	def test_leading_slash_path_normalised(self):	CODE
LOW⚡	tests/unit/test_broken_doc_urls.py	139	def test_empty_path_returns_na(self):	CODE
LOW	tests/unit/test_broken_doc_urls.py	155	def test_multiple_results_all_valid_urls(self):	CODE
LOW	tests/unit/test_broken_doc_urls.py	180	def test_no_results_returns_no_results_message(self):	CODE
LOW	tests/unit/test_broken_doc_urls.py	186	def test_real_world_langgraph_streaming_url(self):	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	104	def test_three_pages_collected(self, mock_get, mock_kb_id, mock_api_key):	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	124	def test_meta_next_pagination(self, mock_get, mock_kb_id, mock_api_key):	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	143	def test_safety_limit_stops_at_max_pages(self, mock_get, mock_kb_id, mock_api_key):	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	164	def test_cache_prevents_duplicate_requests(self, mock_get, mock_kb_id, mock_api_key):	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	181	def test_empty_data_returns_empty_list(self, mock_get, mock_kb_id, mock_api_key):	CODE
LOW	tests/unit/test_ingress_guards_middleware.py	19	def test_before_agent_truncates_oversized_human_message():	CODE
LOW	tests/unit/test_ingress_guards_middleware.py	32	def test_before_agent_noop_when_under_cap():	CODE
LOW	tests/unit/test_ingress_guards_middleware.py	39	def test_build_docs_agent_trace_metadata_includes_provenance_and_version(monkeypatch):	CODE
LOW	tests/unit/test_ingress_guards_middleware.py	58	def test_build_docs_agent_trace_metadata_falls_back_to_host_revision(monkeypatch):	CODE
LOW	tests/unit/test_summarization_middleware_wiring.py	8	def test_summarization_middleware_uses_retrying_fallback_model():	CODE
LOW	tests/unit/test_guardrails_fallback.py	44	def test_guardrails_falls_back_after_primary_retries(monkeypatch):	CODE
LOW	tests/unit/test_guardrails_fallback.py	63	def test_guardrails_raises_after_all_models_exhaust_retries(monkeypatch):	CODE
LOW	tests/unit/test_guardrails_fallback.py	82	def test_guardrails_all_failed_classification_allows_main_agent(monkeypatch):	CODE
LOW	tests/unit/test_guardrails_fallback.py	86	async def _raise_classification_error(messages): # noqa: ARG001	CODE
LOW⚡	tests/unit/test_check_links_async.py	78	async def test_check_links_works_in_async_context():	CODE
LOW⚡	tests/unit/test_check_links_async.py	134	def test_check_links_works_in_sync_context():	CODE
LOW⚡	tests/unit/test_check_links_async.py	182	def test_check_links_empty_list():	CODE
LOW⚡	tests/unit/test_check_links_async.py	190	async def test_check_links_async_empty_list():	CODE
LOW⚡	tests/unit/test_check_links_async.py	196	def test_check_links_invalid_url_format():	CODE
LOW	tests/unit/test_check_links_async.py	105	async def test_check_links_async_context_does_not_raise_runtime_error():	CODE
LOW	tests/unit/test_check_links_async.py	156	def test_check_links_sync_deduplicates_urls():	CODE
LOW	tests/unit/test_check_links_async.py	217	async def test_check_links_async_invalid_url_format():	CODE
LOW	tests/unit/test_check_links_async.py	248	async def test_support_article_normal_content_is_valid():	CODE
LOW	tests/unit/test_prompt_provenance.py	13	def test_get_prompt_provenance_local_mode(monkeypatch):	CODE
LOW	tests/unit/test_prompt_provenance.py	24	def test_resolve_hub_provenance_uses_prompt_workspace_and_api_key(monkeypatch):	CODE
LOW	tests/unit/test_prompt_provenance.py	61	def test_resolve_hub_provenance_without_overrides_uses_default_client(monkeypatch):	CODE
LOW	tests/evals/test_repeated_searches.py	7	def test_prompt_instructs_agent_to_avoid_repeat_searches():	CODE
LOW	tests/evals/test_repeated_searches.py	36	def test_prompt_has_check_history_before_search_guidance():	CODE
LOW	tests/evals/test_retry_middleware_wiring.py	9	def test_retry_middleware_is_in_agent_middleware_list():	CODE
LOW	tests/evals/test_retry_middleware_wiring.py	26	def test_retry_middleware_config_is_exported():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	43	def test_guardrails_prompt_mentions_data_science_restriction():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	69	def test_guardrails_prompt_has_data_science_block_criterion():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	101	def test_guardrails_prompt_clarifies_ds_libs_need_langchain_context():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	133	def test_guardrails_prompt_still_allows_langchain_core_topics():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	149	def test_guardrails_prompt_default_is_still_allow():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	171	def test_guardrails_prompt_has_nsfw_block_rule():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	191	def test_guardrails_nsfw_rule_is_zero_tolerance():	CODE
LOW⚡	tests/evals/test_guardrails_scope.py	219	def test_agent_prompt_has_nsfw_refusal():	CODE
LOW	src/middleware/guardrails_middleware.py	168	async def _generate_rejection_message(self, content) -> AIMessage:	CODE
LOW	src/middleware/guardrails_middleware.py	326	def _build_guardrails_content(self, content, context_section: str) -> str \| list:	CODE
LOW	src/tools/docs_tools.py	185	def _track_docs_for_langsmith(urls: list[str]) -> None:	CODE
LOW	src/tools/pylon_tools.py	290	def get_support_article_content(article_id: str) -> str:	CODE
LOW	src/utils/trace_root_metadata.py	18	def build_docs_agent_trace_metadata(	CODE
LOW⚡	src/agent/config.py	105	def _raise_for_retryable_finish_reason(response: object) -> object:	CODE
LOW⚡	src/agent/config.py	119	def init_retry_fallback_model(model: str) -> Runnable:	CODE

Excessive Try-Catch Wrapping26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	src/middleware/guardrails_middleware.py	91	except Exception:	CODE
LOW	src/middleware/guardrails_middleware.py	149	except Exception:	CODE
LOW	src/middleware/guardrails_middleware.py	165	except Exception as e:	CODE
LOW	src/middleware/guardrails_middleware.py	183	except Exception as e:	CODE
LOW	src/middleware/guardrails_middleware.py	438	except Exception as e:	CODE
LOW	src/middleware/guardrails_middleware.py	478	except Exception:	CODE
LOW	src/middleware/retry_middleware.py	71	except Exception as e:	CODE
LOW	src/middleware/summarization_middleware.py	36	except Exception as e:	CODE
LOW	src/middleware/summarization_middleware.py	56	except Exception as e:	CODE
LOW	src/middleware/tool_retry_middleware.py	132	except Exception as error:	CODE
LOW	src/tools/link_check_tools.py	46	except Exception:	CODE
LOW	src/tools/link_check_tools.py	55	except Exception:	CODE
LOW	src/tools/link_check_tools.py	140	except Exception as e:	CODE
LOW	src/tools/pricing_tools.py	100	except Exception as e:	CODE
LOW	src/tools/docs_tools.py	57	except Exception:	CODE
LOW	src/tools/docs_tools.py	148	except Exception:	CODE
LOW	src/tools/docs_tools.py	172	except Exception:	CODE
LOW	src/tools/docs_tools.py	205	except Exception:	CODE
LOW	src/tools/docs_tools.py	302	except Exception as e:	CODE
LOW	src/tools/pylon_tools.py	207	except Exception as e:	CODE
LOW	src/tools/pylon_tools.py	284	except Exception as e:	CODE
LOW	src/tools/pylon_tools.py	315	except Exception:	CODE
LOW	src/tools/pylon_tools.py	355	except Exception as e:	CODE
LOW	src/tools/mcp_tools.py	26	except Exception as e:	CODE
LOW	src/utils/prompt_provenance.py	90	except Exception as exc:	CODE
LOW	src/agent/docs_graph.py	65	except Exception:	CODE

Modern Structural Boilerplate21 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	src/middleware/guardrails_middleware.py	27	logger = logging.getLogger(__name__)	CODE
LOW	src/middleware/guardrails_middleware.py	482	__all__ = ["GuardrailsMiddleware", "GuardrailsClassificationError"]	CODE
LOW	src/middleware/__init__.py	8	__all__ = [	CODE
LOW	src/middleware/retry_middleware.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/middleware/retry_middleware.py	97	__all__ = ["ModelRetryMiddleware", "MalformedResponseError"]	CODE
LOW	src/middleware/summarization_middleware.py	60	__all__ = ["CustomSummarizationMiddleware"]	CODE
LOW	src/middleware/tool_retry_middleware.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/middleware/tool_retry_middleware.py	175	__all__ = ["ToolRetryMiddleware"]	CODE
LOW	src/middleware/ingress_guards_middleware.py	75	__all__ = ["IngressGuardsMiddleware", "MAX_MESSAGE_CHARS"]	CODE
LOW	src/tools/link_check_tools.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/tools/pricing_tools.py	11	logger = logging.getLogger(__name__)	CODE
LOW	src/tools/docs_tools.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/tools/redis.py	9	logger = logging.getLogger(__name__)	CODE
LOW	src/tools/pylon_tools.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/tools/mcp_tools.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/utils/__init__.py	4	__all__ = ["build_trace_metadata"]	CODE
LOW	src/utils/prompt_provenance.py	7	logger = logging.getLogger(__name__)	CODE
LOW	src/utils/trace_root_metadata.py	35	__all__ = ["build_docs_agent_trace_metadata"]	CODE
LOW⚡	src/agent/config.py	21	logger = logging.getLogger(__name__)	CODE
LOW⚡	src/agent/config.py	142	__all__ = [	CODE
LOW	src/agent/docs_graph.py	32	logger = logging.getLogger(__name__)	CODE

Unused Imports17 hits · 14 pts

Severity	File	Line	Context
LOW	identity.py	17	CODE
LOW	tests/unit/test_pylon_pagination.py	7	CODE
LOW	tests/unit/test_pylon_pagination.py	8	CODE
LOW	tests/unit/test_pylon_pagination.py	10	CODE
LOW	tests/unit/test_ingress_guards_middleware.py	3	CODE
LOW	tests/unit/test_check_links_async.py	12	CODE
LOW	tests/unit/test_check_links_async.py	12	CODE
LOW	tests/unit/test_check_links_async.py	21	CODE
LOW	tests/unit/test_check_links_async.py	21	CODE
LOW	tests/unit/test_prompt_provenance.py	3	CODE
LOW	src/middleware/__init__.py	3	CODE
LOW	src/middleware/__init__.py	4	CODE
LOW	src/middleware/__init__.py	5	CODE
LOW	src/middleware/__init__.py	6	CODE
LOW	src/middleware/ingress_guards_middleware.py	15	CODE
LOW	src/utils/__init__.py	2	CODE
LOW	src/utils/trace_root_metadata.py	9	CODE

Structural Annotation Overuse6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	instructions.md	247	### Step 0: Route Pricing Questions	COMMENT
LOW	instructions.md	251	### Step 1: Research Documentation and Support KB	COMMENT
LOW	instructions.md	289	### Step 2: Synthesize and Respond	COMMENT
LOW⚡	src/prompts/docs_agent_prompt.py	248	### Step 0: Route Pricing Questions	COMMENT
LOW⚡	src/prompts/docs_agent_prompt.py	252	### Step 1: Research Documentation and Support KB	COMMENT
LOW	src/prompts/docs_agent_prompt.py	290	### Step 2: Synthesize and Respond	COMMENT

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	frontend/lib/hooks/auth/use-client-profile.ts	62	* updateClientProfile({ name: "John Doe" })	COMMENT
LOW⚡	tests/unit/test_pylon_pagination.py	62	@patch("src.tools.pylon_tools._get_api_key", return_value="fake-key")	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	78	@patch("src.tools.pylon_tools._get_api_key", return_value="fake-key")	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	101	@patch("src.tools.pylon_tools._get_api_key", return_value="fake-key")	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	121	@patch("src.tools.pylon_tools._get_api_key", return_value="fake-key")	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	140	@patch("src.tools.pylon_tools._get_api_key", return_value="fake-key")	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	161	@patch("src.tools.pylon_tools._get_api_key", return_value="fake-key")	CODE
LOW⚡	tests/unit/test_pylon_pagination.py	178	@patch("src.tools.pylon_tools._get_api_key", return_value="fake-key")	CODE

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	src/middleware/guardrails_middleware.py	260	CODE
LOW	src/middleware/guardrails_middleware.py	370	CODE
LOW	src/middleware/retry_middleware.py	44	CODE
LOW	src/tools/link_check_tools.py	72	CODE
LOW	src/tools/redis.py	91	CODE
LOW	src/tools/pylon_tools.py	131	CODE
LOW	src/tools/pylon_tools.py	290	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/middleware/guardrails_middleware.py	29	# Dataset configuration for guardrails evaluation	COMMENT
MEDIUM	src/prompts/guardrails_prompts.py	1	# Prompt templates for guardrails classification and rejection responses.	COMMENT

Verbosity Indicators3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/prompts/docs_agent_prompt.py	248	### Step 0: Route Pricing Questions	COMMENT
LOW⚡	src/prompts/docs_agent_prompt.py	252	### Step 1: Research Documentation and Support KB	COMMENT
LOW	src/prompts/docs_agent_prompt.py	290	### Step 2: Synthesize and Respond	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	src/prompts/docs_agent_prompt.py	2	You are an expert LangChain customer service agent. ## Your Mission Answer customer questions about LangChain, LangGra	STRING

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/deploy-production.yml	1	# Manually deploy the Managed Deep Agent to a LangSmith production deployment.	COMMENT
LOW	src/agent/__init__.py	1	# Agent module exports (empty to avoid circular imports)	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/utils/trace_metadata.py	22		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings