1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

24.7K

Stars

Jupyter Notebook

Language

71.3K

Lines of Code

Files

Pattern Hits

2026-10-31

Scan Date

0.00

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 6.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 64 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 7.8/100 · LOW

Which changes need focused human review? 66 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 0HIGH 0MEDIUM 25LOW 41

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 66 distinct pattern matches across 6 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.

AI Slop Vocabulary24 hits · 46 pts

Severity	File	Line	Snippet	Context
MEDIUM	all_agents_tutorials/data/kv_store_text_chunks.json	160	"content": "Artist: Eugene Delacroix\nArtwork Name: Liberty Leading the People\nArtwork Genre: history painting,symb	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	183	"return": "(\"entity\"<\|>\"England\"<\|>\"geo\"<\|>\"England is the geographical location from which the emigrants in	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	187	"return": "(\"entity\"<\|>\"Napoleon Bonaparte\"<\|>\"person\"<\|>\"Napoleon Bonaparte was the French military leader w	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	319	"return": "(\"entity\"<\|>\"Théodore Géricault\"<\|>\"person\"<\|>\"Théodore Géricault was a French Romantic painter an	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	451	"return": "(\"entity\"<\|>\"Pierre-Auguste Renoir\"<\|>\"person\"<\|>\"Pierre-Auguste Renoir was a French artist known	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	463	"return": "(\"entity\"<\|>\"Cotton Exchange\"<\|>\"organization\"<\|>\"The Cotton Exchange was a significant business e	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	491	"return": "(\"entity\"<\|>\"Pierre-Auguste Renoir\"<\|>\"person\"<\|>\"Pierre-Auguste Renoir was a French artist known	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	551	"return": "(\"entity\"<\|>\"Pierre-Auguste Renoir\"<\|>\"person\"<\|>\"Pierre-Auguste Renoir was a French artist known	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	555	"return": "(\"entity\"<\|>\"Woman with a Pearl Necklace in a Loge\"<\|>\"event\"<\|>\"Woman with a Pearl Necklace in a	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	635	"return": "(\"entity\"<\|>\"Painting\"<\|>\"event\"<\|>\"Painting refers to the act of applying pigment to a surface, w	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	687	"return": "(\"entity\"<\|>\"Thomas Eakins\"<\|>\"person\"<\|>\"Thomas Eakins is an American artist known for his contri	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	839	"return": "(\"entity\"<\|>\"Oil on Canvas\"<\|>\"technology\"<\|>\"Oil on Canvas is the medium used for the painting 'J	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	851	"return": "(\"entity\"<\|>\"oil on canvas\"<\|>\"technology\"<\|>\"Oil on canvas refers to the technique used by Abbott	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	899	"return": "(\"entity\"<\|>\"The Sick Child (Norwegian: Det syke barn)\"<\|>\"event\"<\|>\"The Sick Child is a series of	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	907	"return": "(\"entity\"<\|>\"The Scream Team\"<\|>\"organization\"<\|>\"The Scream Team consists of individuals involved	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	935	"return": "(\"entity\"<\|>\"The Fate of the Animals\"<\|>\"event\"<\|>\"The Fate of the Animals is a painting created i	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	943	"return": "(\"entity\"<\|>\"Francesco Hayez\"<\|>\"person\"<\|>\"Francesco Hayez is an Italian artist known for his his	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	967	"return": "(\"entity\"<\|>\"Alessandro Sanquirico\"<\|>\"person\"<\|>\"Alessandro Sanquirico was an artist whose set de	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	979	"return": "Sure, I will extract additional entities that may have been overlooked in the previous extraction.\n\n(\"	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	979	"return": "Sure, I will extract additional entities that may have been overlooked in the previous extraction.\n\n(\"	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	995	"return": "(\"entity\"<\|>\"Francisco Goya\"<\|>\"person\"<\|>\"Francisco Goya was a renowned Spanish artist known for	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	1015	"return": "(\"entity\"<\|>\"Charles IV\"<\|>\"person\"<\|>\"Charles IV was the King of Spain from 1788 to 1808, depicte	CODE
MEDIUM	…agents_tutorials/data/kv_store_llm_response_cache.json	1143	"return": "(\"entity\"<\|>\"The Junta of the Royal Company of the Philippines\"<\|>\"event\"<\|>\"The Junta of the Roya	CODE
MEDIUM	all_agents_tutorials/data/kv_store_full_docs.json	81	"content": "Artist: Eugene Delacroix\nArtwork Name: Liberty Leading the People\nArtwork Genre: history painting,symb	CODE

Hyper-Verbose Identifiers37 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_hitl_approval_agent.py	49	def test_low_risk_action_executes_without_an_approval_request(self):	CODE
LOW	tests/test_hitl_approval_agent.py	58	def test_high_risk_action_pauses_before_any_side_effect(self):	CODE
LOW⚡	tests/test_hitl_approval_agent.py	70	def test_small_mutating_refund_also_pauses_before_side_effect(self):	CODE
LOW⚡	tests/test_hitl_approval_agent.py	80	def test_planned_refund_cannot_call_tool_dispatcher_directly(self):	CODE
LOW⚡	tests/test_hitl_approval_agent.py	88	def test_approve_resumes_and_executes_the_original_action(self):	CODE
LOW	tests/test_hitl_approval_agent.py	102	def test_reject_finishes_without_executing_the_action(self):	CODE
LOW	tests/test_hitl_approval_agent.py	119	def test_modify_revalidates_and_executes_reviewer_arguments(self):	CODE
LOW	tests/test_hitl_approval_agent.py	144	def test_invalid_modified_arguments_are_blocked(self):	CODE
LOW	tests/test_hitl_approval_agent.py	161	def test_unexpected_tool_arguments_are_rejected(self):	CODE
LOW	tests/test_hitl_approval_agent.py	174	def test_unexpected_modified_arguments_are_blocked(self):	CODE
LOW	tests/test_hitl_approval_agent.py	195	def test_boolean_and_non_finite_refund_amounts_are_rejected(self):	CODE
LOW	tests/test_hitl_approval_agent.py	226	def test_graph_interrupts_before_refund_execution(self):	CODE
LOW	tests/test_hitl_approval_agent.py	236	def test_graph_resumes_approve_reject_and_modify_decisions(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	28	def test_perfect_trace_receives_full_credit(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	50	def test_wrong_arguments_and_ungrounded_answer_lose_independent_credit(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	72	def test_errors_fail_every_execution_check(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	89	def test_empty_error_string_still_means_execution_failed(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	105	def test_agent_exception_becomes_failed_trace_and_suite_continues(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	119	def test_empty_suite_is_rejected_with_clear_error(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	123	def test_contradictory_claim_does_not_receive_evidence_credit(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	139	def test_extra_tool_call_fails_the_complete_sequence_contract(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	158	def test_latency_budget_is_inclusive_and_rejects_over_budget(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	190	def test_suite_gate_reports_metric_regressions(self):	CODE
LOW	tests/test_trace_based_agent_evaluation.py	206	def test_improved_agent_passes_the_declared_gate(self):	CODE
LOW	tests/test_validate_notebook.py	69	def test_accepts_template_compliant_notebook(self):	CODE
LOW	tests/test_validate_notebook.py	77	def test_reports_outputs_and_execution_counts(self):	CODE
LOW	tests/test_validate_notebook.py	89	def test_reports_code_cell_without_preceding_markdown_description(self):	CODE
LOW	tests/test_validate_notebook.py	101	def test_reports_code_cell_after_empty_markdown(self):	CODE
LOW	tests/test_validate_notebook.py	114	def test_reports_code_cell_after_prose_without_a_title(self):	CODE
LOW	tests/test_validate_notebook.py	127	def test_reports_missing_template_section(self):	CODE
LOW	tests/test_validate_notebook.py	142	def test_near_match_does_not_satisfy_required_section(self):	CODE
LOW	tests/test_validate_notebook.py	156	def test_reports_missing_local_markdown_image(self):	CODE
LOW	tests/test_validate_notebook.py	170	def test_reports_missing_local_html_image(self):	CODE
LOW	tests/test_validate_notebook.py	184	def test_protocol_relative_image_is_treated_as_remote(self):	CODE
LOW	tests/test_validate_notebook.py	196	def test_malformed_image_target_reports_finding_and_continues(self):	CODE
LOW	tests/test_validate_notebook.py	212	def test_local_image_cannot_escape_repository_root(self):	CODE
LOW	tests/test_validate_notebook.py	263	def test_cli_checks_every_requested_notebook(self):	CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	all_agents_tutorials/scripts/mcp_server.py	58	except Exception as e:	CODE
LOW	.github/workflows/notebook-smoke.yml	41	except Exception as exc:	CODE

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_validate_notebook.py	41	markdown("## Implementation\n\n### Define the policy"),	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	all_agents_tutorials/scripts/mcp_server.py	48	# Check if we got data for the requested crypto	COMMENT

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	# Shared dependencies for the GenAI_Agents notebooks.	COMMENT

NirDiamant/GenAI_Agents

Open-Source Code Quality, Security and Technical Debt Review