2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.6K

Stars

Java

Language

520.5K

Lines of Code

2.9K

Files

297

Pattern Hits

2026-10-31

Scan Date

0.05

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 1.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 74 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.6/100 · LOW

Are imports declared and package/API names verified? 166 finding(s).

Agent Over-Engineering Ratio 2.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 57 finding(s).

PR Review Velocity Impact 13.4/100 · LOW

Which changes need focused human review? 297 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 87HIGH 53MEDIUM 75LOW 82

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 297 distinct pattern matches across 13 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.

Hallucination Indicators87 hits · 908 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/toolsearch/ToolSearchToolCallingAdvisorCallTests.java	838	new org.springframework.ai.chat.model.ToolContext(Map.of("toolSearchToolSessionId", sessionId)));	CODE
CRITICAL	…ork/ai/tool/toolsearch/index/VectorToolIndexTests.java	67	this.toolIndex = new org.springframework.ai.tool.toolsearch.index.vectorstore.VectorToolIndex(this.vectorStore);	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	99	var message1 = new org.springframework.ai.chat.messages.UserMessage("Hello");	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	100	var message2 = new org.springframework.ai.chat.messages.AssistantMessage("Hi there!");	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	117	history.add(new org.springframework.ai.chat.messages.UserMessage("First message"));	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	119	history.add(new org.springframework.ai.chat.messages.AssistantMessage("Last message"));	CODE
CRITICAL⚡	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	131	history.add(new org.springframework.ai.chat.messages.UserMessage("Valid message"));	CODE
CRITICAL⚡	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	141	conversationHistory1.add(new org.springframework.ai.chat.messages.UserMessage("Message 1"));	CODE
CRITICAL⚡	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	144	conversationHistory2.add(new org.springframework.ai.chat.messages.UserMessage("Message 2"));	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	161	var originalMessage = new org.springframework.ai.chat.messages.UserMessage("Original");	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	167	conversationHistory.add(new org.springframework.ai.chat.messages.AssistantMessage("Added later"));	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	178	conversationHistory.add(new org.springframework.ai.chat.messages.UserMessage("Test message"));	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	196	List<Message> conversationHistory = List.of(new org.springframework.ai.chat.messages.UserMessage("Hello"),	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	197	new org.springframework.ai.chat.messages.UserMessage("Hi!"));	CODE
CRITICAL	…ork/ai/model/tool/DefaultToolExecutionResultTests.java	211	conversationHistory.add(new org.springframework.ai.chat.messages.UserMessage("Test"));	CODE
CRITICAL⚡	…tation/context/DefaultMcpAsyncRequestContextTests.java	220	assertThat(org.junit.jupiter.api.Assertions.assertThrows(IllegalArgumentException.class,	CODE
CRITICAL⚡	…tation/context/DefaultMcpAsyncRequestContextTests.java	227	assertThat(org.junit.jupiter.api.Assertions.assertThrows(IllegalArgumentException.class,	CODE
CRITICAL⚡	…tation/context/DefaultMcpAsyncRequestContextTests.java	234	assertThat(org.junit.jupiter.api.Assertions.assertThrows(IllegalArgumentException.class, () -> {	CODE
CRITICAL⚡	…tation/context/DefaultMcpAsyncRequestContextTests.java	242	assertThat(org.junit.jupiter.api.Assertions.assertThrows(IllegalArgumentException.class, () -> {	CODE
CRITICAL	…tation/context/DefaultMcpAsyncRequestContextTests.java	500	assertThat(org.junit.jupiter.api.Assertions.assertThrows(IllegalArgumentException.class,	CODE
CRITICAL	…tation/context/DefaultMcpAsyncRequestContextTests.java	504	assertThat(org.junit.jupiter.api.Assertions.assertThrows(IllegalArgumentException.class,	CODE
CRITICAL	…tation/context/DefaultMcpAsyncRequestContextTests.java	645	assertThat(org.junit.jupiter.api.Assertions.assertThrows(IllegalArgumentException.class,	CODE
CRITICAL	…notation/method/tool/utils/McpJsonSchemaGenerator.java	237	return org.springframework.ai.util.json.schema.JsonSchemaGenerator.generateForType(type,	CODE
CRITICAL	…g/springframework/ai/anthropic/AnthropicChatModel.java	1495	var jsonMapper = tools.jackson.databind.json.JsonMapper.builder().build();	CODE
CRITICAL	…g/springframework/ai/anthropic/AnthropicChatModel.java	1511	var jsonMapper = tools.jackson.databind.json.JsonMapper.builder().build();	CODE
CRITICAL	…g/springframework/ai/anthropic/AnthropicChatModel.java	1584	var jsonMapper = tools.jackson.databind.json.JsonMapper.builder().build();	CODE
CRITICAL	…g/springframework/ai/anthropic/AnthropicChatModel.java	1618	var jsonMapper = tools.jackson.databind.json.JsonMapper.builder().build();	CODE
CRITICAL	…/ai/google/genai/tts/GoogleGenAiTextToSpeechModel.java	207	speechConfigBuilder.multiSpeakerVoiceConfig(com.google.genai.types.MultiSpeakerVoiceConfig.builder()	CODE
CRITICAL	…/ai/google/genai/tts/GoogleGenAiTextToSpeechModel.java	210	.map(config -> com.google.genai.types.SpeakerVoiceConfig.builder()	CODE
CRITICAL	…ingframework/ai/deepseek/DeepSeekChatOptionsTests.java	59	org.assertj.core.api.Assertions.assertThat(merged.getTools()).containsExactlyInAnyOrder(baseTool, overrideTool);	CODE
CRITICAL	…ngframework/ai/google/genai/GoogleGenAiRetryTests.java	60	this.chatModel = new org.springframework.ai.google.genai.TestGoogleGenAiGeminiChatModel(this.genAiClient,	CODE
CRITICAL	…ngframework/ai/google/genai/MimeTypeDetectorTests.java	44	return org.springframework.ai.google.genai.MimeTypeDetector.GEMINI_MIME_TYPES.entrySet()	CODE
CRITICAL	…ramework/ai/google/genai/CreateGeminiRequestTests.java	222	.isEqualTo(org.springframework.ai.google.genai.GoogleGenAiChatModel.ChatModel.GEMINI_2_5_FLASH.getValue());	CODE
CRITICAL	…/genai/cache/GoogleGenAiCachedContentServiceTests.java	274	assertThat(cached.getRemainingTtl().toHours()).isCloseTo(1L, org.assertj.core.data.Offset.offset(1L));	CODE
CRITICAL	…ngframework/ai/ollama/aot/OllamaRuntimeHintsTests.java	76	org.assertj.core.api.Assertions.assertThatCode(() -> ollamaRuntimeHints.registerHints(runtimeHints, null))	CODE
CRITICAL	…rg/springframework/ai/openai/OpenAiChatModelTests.java	228	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	CODE
CRITICAL	…rg/springframework/ai/openai/OpenAiChatModelTests.java	246	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	CODE
CRITICAL	…rg/springframework/ai/openai/OpenAiChatModelTests.java	317	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	CODE
CRITICAL	…rg/springframework/ai/openai/OpenAiChatModelTests.java	334	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	CODE
CRITICAL	…rg/springframework/ai/openai/OpenAiChatModelTests.java	906	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	STRING
CRITICAL	…rg/springframework/ai/openai/OpenAiChatModelTests.java	913	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	STRING
CRITICAL	…mework/ai/openai/OpenAiChatModelMessagePartsTests.java	397	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	CODE
CRITICAL	…mework/ai/openai/OpenAiChatModelMessagePartsTests.java	406	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	CODE
CRITICAL	…mework/ai/openai/OpenAiChatModelMessagePartsTests.java	464	.function(ChatCompletionChunk.Choice.Delta.ToolCall.Function.builder()	CODE
CRITICAL	…ework/ai/openai/chat/OpenAiChatModelNoOpApiKeysIT.java	52	.options(org.springframework.ai.openai.OpenAiChatOptions.builder().apiKey(new NoopApiKey()).build())	CODE
CRITICAL⚡	…mework/ai/openai/chat/OpenAiCompatibleChatModelIT.java	58	.options(org.springframework.ai.openai.OpenAiChatOptions.builder()	CODE
CRITICAL⚡	…mework/ai/openai/chat/OpenAiCompatibleChatModelIT.java	68	// .options(org.springframework.ai.openai.OpenAiChatOptions.builder()	COMMENT
CRITICAL⚡	…mework/ai/openai/chat/OpenAiCompatibleChatModelIT.java	78	.options(org.springframework.ai.openai.OpenAiChatOptions.builder()	CODE
CRITICAL	…k/ai/openai/chat/OpenAiChatModelFunctionCallingIT.java	225	.options(org.springframework.ai.openai.OpenAiChatOptions.builder()	CODE
CRITICAL	…penai/chat/OpenAiChatModelAdditionalHttpHeadersIT.java	68	.options(org.springframework.ai.openai.OpenAiChatOptions.builder()	CODE
CRITICAL	…ngframework/ai/openai/chat/OpenAiChatOptionsTests.java	387	return org.springframework.ai.tool.definition.DefaultToolDefinition.builder()	CODE
CRITICAL	…ngframework/ai/openai/chat/OpenAiChatOptionsTests.java	403	return org.springframework.ai.tool.definition.DefaultToolDefinition.builder()	CODE
CRITICAL	…ngframework/ai/openai/chat/OpenAiChatOptionsTests.java	426	return org.springframework.ai.tool.definition.DefaultToolDefinition.builder()	CODE
CRITICAL	…ramework/ai/openai/chat/client/OpenAiChatClientIT.java	144	.options(OpenAiChatOptions.builder().model(com.openai.models.ChatModel.GPT_5_MINI.asString()))	CODE
CRITICAL	…ramework/ai/openai/chat/client/OpenAiChatClientIT.java	341	.options(OpenAiChatOptions.builder().model(com.openai.models.ChatModel.GPT_5_MINI.asString()))	CODE
CRITICAL	…/ai/openai/chat/client/OpenAiToolCallingAdvisorIT.java	42	.options(org.springframework.ai.openai.OpenAiChatOptions.builder()	CODE
CRITICAL	…client/OpenAIToolCallingAdvisorAutoRegistrationIT.java	43	.options(org.springframework.ai.openai.OpenAiChatOptions.builder()	CODE
CRITICAL	…ework/ai/openai/transformer/MetadataTransformerIT.java	165	.options(org.springframework.ai.openai.OpenAiChatOptions.builder()	CODE
CRITICAL	…g/springframework/ai/openai/OpenAiModerationModel.java	110	builder.model(com.openai.models.moderations.ModerationModel.of(model));	CODE
CRITICAL	…ava/org/springframework/ai/session/EventTypeTests.java	72	service.appendMessage(session.id(), new org.springframework.ai.chat.messages.UserMessage("hi"));	CODE
27 more matches not shown…

Cross-File Repetition33 hits · 165 pts

Severity	File	Snippet	Context
HIGH	…rch/OpenSearchContainerConnectionDetailsFactoryIT.java	{ "properties":{ "embedding":{ "type":"knn_vector", "dimension":384 } } }	STRING
HIGH	…igure/AwsOpenSearchVectorStoreAutoConfigurationIT.java	{ "properties":{ "embedding":{ "type":"knn_vector", "dimension":384 } } }	STRING
HIGH	…onfigure/OpenSearchVectorStoreAutoConfigurationIT.java	{ "properties":{ "embedding":{ "type":"knn_vector", "dimension":384 } } }	STRING
HIGH	…c/transport/WebMvcSseServerTransportProviderTests.java	{"jsonrpc":"2.0","id":"1","method":"tools/call","params":{"name":"read","arguments":{}}}	STRING
HIGH	…mvc/transport/WebMvcStatelessServerTransportTests.java	{"jsonrpc":"2.0","id":"1","method":"tools/call","params":{"name":"read","arguments":{}}}	STRING
HIGH	…/transport/WebFluxSseServerTransportProviderTests.java	{"jsonrpc":"2.0","id":"1","method":"tools/call","params":{"name":"read","arguments":{}}}	STRING
HIGH	…gframework/ai/anthropic/chat/AnthropicChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…/springframework/ai/openai/chat/OpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…rk/ai/openai/chat/proxy/GroqWithOpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…ai/openai/chat/proxy/MistralWithOpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…i/openai/chat/proxy/DeepSeekWithOpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…openai/chat/proxy/PerplexityWithOpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…/ai/openai/chat/proxy/NvidiaWithOpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…chat/proxy/DockerModelRunnerWithOpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…gframework/ai/openai/azure/AzureOpenAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…springframework/ai/mistralai/MistralAiChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…ework/ai/bedrock/converse/BedrockProxyChatModelIT.java	generate the filmography of 5 movies for tom hanks. {format}	STRING
HIGH	…e/genai/tool/GoogleGenAiPaymentTransactionToolsIT.java	what is the status of my payment transactions 001, 002 and 003? if required invoke the function per transaction.	STRING
HIGH	…/genai/tool/GoogleGenAiPaymentTransactionMethodIT.java	what is the status of my payment transactions 001, 002 and 003? if required invoke the function per transaction.	STRING
HIGH	…google/genai/tool/GoogleGenAiPaymentTransactionIT.java	what is the status of my payment transactions 001, 002 and 003? if required invoke the function per transaction.	STRING
HIGH	…/springframework/ai/openai/chat/OpenAiChatModelIT.java	generate the filmography for a random actor. {format}	STRING
HIGH	…rk/ai/openai/chat/proxy/GroqWithOpenAiChatModelIT.java	generate the filmography for a random actor. {format}	STRING
HIGH	…chat/proxy/DockerModelRunnerWithOpenAiChatModelIT.java	generate the filmography for a random actor. {format}	STRING
HIGH	…gframework/ai/openai/azure/AzureOpenAiChatModelIT.java	generate the filmography for a random actor. {format}	STRING
HIGH	…webflux/autoconfigure/StreamableMcpAnnotations2IT.java	{"result":5.0,"operation":"2 + 3","timestamp":"2024-01-01t10:00:00z"}	STRING
HIGH	…/autoconfigure/StreamableWebClientWebFluxServerIT.java	{"result":5.0,"operation":"2 + 3","timestamp":"2024-01-01t10:00:00z"}	STRING
HIGH	…webflux/autoconfigure/SseWebClientWebFluxServerIT.java	{"result":5.0,"operation":"2 + 3","timestamp":"2024-01-01t10:00:00z"}	STRING
HIGH	…x/autoconfigure/StatelessWebClientWebFluxServerIT.java	{"result":5.0,"operation":"2 + 3","timestamp":"2024-01-01t10:00:00z"}	STRING
HIGH	…ux/autoconfigure/StreamableMcpAnnotationsManualIT.java	{"result":5.0,"operation":"2 + 3","timestamp":"2024-01-01t10:00:00z"}	STRING
HIGH	…/webflux/autoconfigure/StreamableMcpAnnotationsIT.java	{"result":5.0,"operation":"2 + 3","timestamp":"2024-01-01t10:00:00z"}	STRING
HIGH	…/autoconfigure/StreamableWebClientWebFluxServerIT.java	{ "": "http://json-schema.org/draft-07/schema#", "type": "object", "properties": {} }	STRING
HIGH	…webflux/autoconfigure/SseWebClientWebFluxServerIT.java	{ "": "http://json-schema.org/draft-07/schema#", "type": "object", "properties": {} }	STRING
HIGH	…x/autoconfigure/StatelessWebClientWebFluxServerIT.java	{ "": "http://json-schema.org/draft-07/schema#", "type": "object", "properties": {} }	STRING

Decorative Section Separators24 hits · 93 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	46	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	48	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	53	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	57	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	111	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	118	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	125	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	127	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	134	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	138	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	234	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	238	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	244	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	246	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	252	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	257	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	263	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	src/rewrite/migrate-to-2-0-0-M3.yaml	265	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/rewrite/migrate-to-2-0-0-M3.yaml	154	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/rewrite/migrate-to-2-0-0-M3.yaml	156	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/rewrite/migrate-to-2-0-0-M3.yaml	172	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/rewrite/migrate-to-2-0-0-M3.yaml	174	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/rewrite/migrate-to-2-0-0-M3.yaml	185	# -------------------------------------------------------------------------	COMMENT
MEDIUM	src/rewrite/migrate-to-2-0-0-M3.yaml	189	# -------------------------------------------------------------------------	COMMENT

AI Slop Vocabulary40 hits · 84 pts

Severity	File	Line	Snippet	Context
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	5	"description": "## Overview\r\nIt's right for you if...\r\nYou want to push your limits on challenging trails and te	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	23	"description": "## Overview\nIt's right for you if...\nYou're a competitive road cyclist or an enthusiast who enjoys	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	74	"description": "## Overview\nIt's right for you if...\nYou are a passionate cyclist looking for a bike that can keep	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	74	"description": "## Overview\nIt's right for you if...\nYou are a passionate cyclist looking for a bike that can keep	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	94	"description": "## Overview\nIt's right for you if...\nYou want a bike that is fast, efficient, and delivers an adre	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	147	"description": "## Overview\n\nIt's right for you if...\nYou want an e-bike that provides a boost for faster rides a	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	180	"description": "## Overview\n\nIt's right for you if...\nYou crave the thrill of an e-bike that can accelerate rapid	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	202	"description": "## Overview\nIt's right for you if...\nYou're looking for an e-bike that offers both speed and endur	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	235	"description": "## Overview\nIt's right for you if...\nYou crave speed and want to cover long distances efficiently.	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	235	"description": "## Overview\nIt's right for you if...\nYou crave speed and want to cover long distances efficiently.	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	246	"description": "## Overview\nIt's right for you if...\nYou're a competitive cyclist looking for a road bike that off	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	246	"description": "## Overview\nIt's right for you if...\nYou're a competitive cyclist looking for a road bike that off	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	5	"description": "## Overview\r\nIt's right for you if...\r\nYou want to push your limits on challenging trails and te	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	23	"description": "## Overview\nIt's right for you if...\nYou're a competitive road cyclist or an enthusiast who enjoys	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	74	"description": "## Overview\nIt's right for you if...\nYou are a passionate cyclist looking for a bike that can keep	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	74	"description": "## Overview\nIt's right for you if...\nYou are a passionate cyclist looking for a bike that can keep	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	94	"description": "## Overview\nIt's right for you if...\nYou want a bike that is fast, efficient, and delivers an adre	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	147	"description": "## Overview\n\nIt's right for you if...\nYou want an e-bike that provides a boost for faster rides a	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	180	"description": "## Overview\n\nIt's right for you if...\nYou crave the thrill of an e-bike that can accelerate rapid	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	202	"description": "## Overview\nIt's right for you if...\nYou're looking for an e-bike that offers both speed and endur	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	235	"description": "## Overview\nIt's right for you if...\nYou crave speed and want to cover long distances efficiently.	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	235	"description": "## Overview\nIt's right for you if...\nYou crave speed and want to cover long distances efficiently.	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	246	"description": "## Overview\nIt's right for you if...\nYou're a competitive cyclist looking for a road bike that off	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	246	"description": "## Overview\nIt's right for you if...\nYou're a competitive cyclist looking for a road bike that off	CODE
MEDIUM	…springframework/ai/mistralai/MistralAiChatOptions.java	106	* {@link ReasoningEffort#HIGH} enables comprehensive reasoning traces,	COMMENT
MEDIUM	…org/springframework/ai/mistralai/api/MistralAiApi.java	789	* {@link ReasoningEffort#HIGH} enables comprehensive reasoning traces,	COMMENT
MEDIUM	…ingframework/ai/bedrock/converse/api/URLValidator.java	60	* {@link #isValidURLStrict(String)} instead for robust validation.	COMMENT
MEDIUM	…orstore/redis/cache/semantic/DefaultSemanticCache.java	229	// Use RedisVectorStore's searchByRange to utilize the VECTOR_RANGE command	COMMENT
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	5	"description": "## Overview\r\nIt's right for you if...\r\nYou want to push your limits on challenging trails and te	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	23	"description": "## Overview\nIt's right for you if...\nYou're a competitive road cyclist or an enthusiast who enjoys	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	74	"description": "## Overview\nIt's right for you if...\nYou are a passionate cyclist looking for a bike that can keep	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	74	"description": "## Overview\nIt's right for you if...\nYou are a passionate cyclist looking for a bike that can keep	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	94	"description": "## Overview\nIt's right for you if...\nYou want a bike that is fast, efficient, and delivers an adre	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	147	"description": "## Overview\n\nIt's right for you if...\nYou want an e-bike that provides a boost for faster rides a	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	180	"description": "## Overview\n\nIt's right for you if...\nYou crave the thrill of an e-bike that can accelerate rapid	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	202	"description": "## Overview\nIt's right for you if...\nYou're looking for an e-bike that offers both speed and endur	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	235	"description": "## Overview\nIt's right for you if...\nYou crave speed and want to cover long distances efficiently.	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	235	"description": "## Overview\nIt's right for you if...\nYou crave speed and want to cover long distances efficiently.	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	246	"description": "## Overview\nIt's right for you if...\nYou're a competitive cyclist looking for a road bike that off	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	246	"description": "## Overview\nIt's right for you if...\nYou're a competitive cyclist looking for a road bike that off	CODE

Fake / Example Data67 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	spring-ai-commons/src/test/resources/person.json	52	"name": "John Doe",	CODE
LOW⚡	spring-ai-commons/src/test/resources/text_source.txt	2240	<property name="name" value="John Doe"/>	CODE
LOW⚡	spring-ai-commons/src/test/resources/text_source.txt	2247	p:name="John Doe"	CODE
LOW⚡	spring-ai-commons/src/test/resources/text_source.txt	2252	<property name="name" value="Jane Doe"/>	CODE
LOW⚡	spring-ai-model/src/test/resources/text_source.txt	2240	<property name="name" value="John Doe"/>	CODE
LOW⚡	spring-ai-model/src/test/resources/text_source.txt	2247	p:name="John Doe"	CODE
LOW⚡	spring-ai-model/src/test/resources/text_source.txt	2252	<property name="name" value="Jane Doe"/>	CODE
LOW	…otation/context/DefaultMcpSyncRequestContextTests.java	309	Map<String, Object> addressMap = Map.of("street", "123 Main St", "city", "Springfield");	CODE
LOW	…otation/context/DefaultMcpSyncRequestContextTests.java	327	assertThat(result.structuredContent().address().street()).isEqualTo("123 Main St");	CODE
LOW	…tation/context/DefaultMcpAsyncRequestContextTests.java	295	Map<String, Object> addressMap = Map.of("street", "123 Main St", "city", "Springfield");	CODE
LOW	…tation/context/DefaultMcpAsyncRequestContextTests.java	313	assertThat(structuredResult.structuredContent().address().street()).isEqualTo("123 Main St");	CODE
LOW	…hod/resource/SyncMcpResourceMethodCallbackExample.java	201	janeProfile.put("name", "Jane Doe");	CODE
LOW	…k/ai/google/genai/schema/JsonSchemaConverterTests.java	255	"example": "user@example.com",	CODE
LOW	…k/ai/google/genai/schema/JsonSchemaConverterTests.java	268	assertThat(result.get("example").asString()).isEqualTo("user@example.com");	STRING
LOW⚡	…ls/spring-ai-openai/src/test/resources/text_source.txt	2240	<property name="name" value="John Doe"/>	CODE
LOW⚡	…ls/spring-ai-openai/src/test/resources/text_source.txt	2247	p:name="John Doe"	CODE
LOW⚡	…ls/spring-ai-openai/src/test/resources/text_source.txt	2252	<property name="name" value="Jane Doe"/>	CODE
LOW⚡	…ring-ai-client-chat/src/test/resources/text_source.txt	2240	<property name="name" value="John Doe"/>	CODE
LOW⚡	…ring-ai-client-chat/src/test/resources/text_source.txt	2247	p:name="John Doe"	CODE
LOW⚡	…ring-ai-client-chat/src/test/resources/text_source.txt	2252	<property name="name" value="Jane Doe"/>	CODE
LOW	…-document-reader/src/test/resources/with-formatting.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…-document-reader/src/test/resources/with-formatting.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…kdown-document-reader/src/test/resources/blockquote.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…kdown-document-reader/src/test/resources/blockquote.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…document-reader/src/test/resources/horizontal-rules.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida.	CODE
LOW	…document-reader/src/test/resources/horizontal-rules.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida.	CODE
LOW	…own-document-reader/src/test/resources/only-headers.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…own-document-reader/src/test/resources/only-headers.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…-markdown-document-reader/src/test/resources/simple.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…-markdown-document-reader/src/test/resources/simple.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…i-markdown-document-reader/src/test/resources/lists.md	3	1. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit _amet_ cursus vitae,	CODE
LOW	…eader/src/test/resources/dir-test-2/with-formatting.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…eader/src/test/resources/dir-test-2/with-formatting.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…t-reader/src/test/resources/dir-test-2/only-headers.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…t-reader/src/test/resources/dir-test-2/only-headers.md	3	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…ent-reader/src/test/resources/dir-test-1/blockquote.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…ent-reader/src/test/resources/dir-test-1/blockquote.md	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…nt-reader/src/test/resources/dir-test-1/blockquote.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW	…nt-reader/src/test/resources/dir-test-1/blockquote.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius sed	CODE
LOW⚡	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	61	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW⚡	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	61	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW⚡	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	65	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, var	CODE
LOW⚡	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	65	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, var	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	48	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, variu	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	48	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, variu	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	83	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, variu	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	83	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, variu	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	101	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	101	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	119	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida."),	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	119	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida."),	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	147	assertThat(documentsFirst.getText()).startsWith("Lorem ipsum dolor sit amet, consectetur adipiscing elit")	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	147	assertThat(documentsFirst.getText()).startsWith("Lorem ipsum dolor sit amet, consectetur adipiscing elit")	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	162	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	162	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Donec tincidunt velit non bibendum gravida. Cras accumsan	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	231	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, variu	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	231	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, variu	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	251	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	251	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, varius	CODE
LOW	…ork/ai/reader/markdown/MarkdownDocumentReaderTest.java	263	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur diam eros, laoreet sit amet cursus vitae, variu	CODE
7 more matches not shown…

Magic Placeholder Names12 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	models/spring-ai-anthropic/README.md	13	.apiKey("<your-api-key>")	CODE
HIGH	models/spring-ai-anthropic/README.md	20	export ANTHROPIC_API_KEY=<your-api-key>	CODE
HIGH	…levenlabs/autoconfigure/ElevenLabsPropertiesTests.java	45	"spring.ai.elevenlabs.api-key=YOUR_API_KEY",	CODE
HIGH	…levenlabs/autoconfigure/ElevenLabsPropertiesTests.java	63	assertThat(connectionProperties.getApiKey()).isEqualTo("YOUR_API_KEY");	CODE
HIGH	…levenlabs/autoconfigure/ElevenLabsPropertiesTests.java	81	"spring.ai.elevenlabs.api-key=YOUR_API_KEY",	CODE
HIGH	…levenlabs/autoconfigure/ElevenLabsPropertiesTests.java	127	new ApplicationContextRunner().withPropertyValues("spring.ai.elevenlabs.api-key=YOUR_API_KEY")	CODE
HIGH	…levenlabs/autoconfigure/ElevenLabsPropertiesTests.java	138	.withPropertyValues("spring.ai.elevenlabs.api-key=YOUR_API_KEY", "spring.ai.model.audio.speech=elevenlabs")	CODE
HIGH	…levenlabs/autoconfigure/ElevenLabsPropertiesTests.java	149	.withPropertyValues("spring.ai.elevenlabs.api-key=YOUR_API_KEY", "spring.ai.model.audio.speech=none")	CODE
HIGH	…ai-autoconfigure-model-google-genai/MIGRATION_GUIDE.md	51	spring.ai.google.genai.api-key=your-api-key	CODE
HIGH	…ai-autoconfigure-model-google-genai/MIGRATION_GUIDE.md	106	export GOOGLE_API_KEY=your-api-key	CODE
HIGH	…ework/ai/vectorstore/pinecone/PineconeVectorStore.java	119	* .apiKey("your-api-key")	COMMENT
HIGH	…ework/ai/vectorstore/pinecone/PineconeVectorStore.java	345	* .apiKey("your-api-key")	COMMENT

Synthetic Comment Markers8 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH	…/java/org/springframework/ai/model/ResultMetadata.java	22	* generated by AI models. It could include information like computation time, model	COMMENT
HIGH	…ain/java/org/springframework/ai/model/ModelResult.java	22	* comprehensive way to handle and interpret the outputs generated by AI models, catering	COMMENT
HIGH	…work/ai/vectorstore/filter/antlr4/FiltersListener.java	21	// # NOTE: This is ANTLR4 auto-generated code. Do not modify! #	COMMENT
HIGH	…amework/ai/vectorstore/filter/antlr4/FiltersLexer.java	21	// # NOTE: This is ANTLR4 auto-generated code. Do not modify! #	COMMENT
HIGH	…k/ai/vectorstore/filter/antlr4/FiltersBaseVisitor.java	21	// # NOTE: This is ANTLR4 auto-generated code. Do not modify! #	COMMENT
HIGH	…mework/ai/vectorstore/filter/antlr4/FiltersParser.java	21	// # NOTE: This is ANTLR4 auto-generated code. Do not modify! #	COMMENT
HIGH	…ework/ai/vectorstore/filter/antlr4/FiltersVisitor.java	21	// # NOTE: This is ANTLR4 auto-generated code. Do not modify! #	COMMENT
HIGH	…/ai/vectorstore/filter/antlr4/FiltersBaseListener.java	21	// # NOTE: This is ANTLR4 auto-generated code. Do not modify! #	COMMENT

Slop Phrases10 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	202	"description": "## Overview\nIt's right for you if...\nYou're looking for an e-bike that offers both speed and endur	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	213	"description": "## Overview\nIt's right for you if...\nYou want a fast and efficient e-bike that can take you long d	CODE
MEDIUM	spring-ai-commons/src/test/resources/bikes.json	224	"description": "## Overview\nThis bike is ideal for you if:\n- You desire a sleek and modern hydroformed aluminum fr	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	202	"description": "## Overview\nIt's right for you if...\nYou're looking for an e-bike that offers both speed and endur	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	213	"description": "## Overview\nIt's right for you if...\nYou want a fast and efficient e-bike that can take you long d	CODE
MEDIUM	…ring-ai-openai/src/test/resources/data/acme/bikes.json	224	"description": "## Overview\nThis bike is ideal for you if:\n- You desire a sleek and modern hydroformed aluminum fr	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	202	"description": "## Overview\nIt's right for you if...\nYou're looking for an e-bike that offers both speed and endur	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	213	"description": "## Overview\nIt's right for you if...\nYou want a fast and efficient e-bike that can take you long d	CODE
MEDIUM	spring-ai-client-chat/src/test/resources/bikes.json	224	"description": "## Overview\nThis bike is ideal for you if:\n- You desire a sleek and modern hydroformed aluminum fr	CODE
MEDIUM	…framework/ai/chat/client/advisor/SafeGuardAdvisor.java	60	static final String DEFAULT_FAILURE_RESPONSE = "I'm unable to respond to that due to sensitive content. Could we rephra	CODE

Structural Annotation Overuse6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ogle/genai/GoogleGenAiThoughtSignatureLifecycleIT.java	207	// Step 1: check_flight("AA100") -> returns "delayed, departure 12 PM"	COMMENT
LOW⚡	…ogle/genai/GoogleGenAiThoughtSignatureLifecycleIT.java	208	// Step 2: book_taxi("10 AM") -> returns "booking confirmed"	COMMENT
LOW	…rk/ai/ollama/api/tool/OllamaApiToolFunctionCallIT.java	61	// Step 1: send the conversation and available functions to the model	COMMENT
LOW	…st/java/org/springframework/ai/openai/acme/AcmeIT.java	73	// Step 1 - load documents	COMMENT
LOW	…st/java/org/springframework/ai/openai/acme/AcmeIT.java	78	// Step 2 - Create embeddings and save to vector store	COMMENT
LOW	…mistralai/api/tool/MistralAiApiToolFunctionCallIT.java	66	// Step 1: send the conversation and available functions to the model	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ogle/genai/GoogleGenAiThoughtSignatureLifecycleIT.java	207	// Step 1: check_flight("AA100") -> returns "delayed, departure 12 PM"	COMMENT
LOW⚡	…ogle/genai/GoogleGenAiThoughtSignatureLifecycleIT.java	208	// Step 2: book_taxi("10 AM") -> returns "booking confirmed"	COMMENT
LOW	…rk/ai/ollama/api/tool/OllamaApiToolFunctionCallIT.java	61	// Step 1: send the conversation and available functions to the model	COMMENT
LOW	…mistralai/api/tool/MistralAiApiToolFunctionCallIT.java	66	// Step 1: send the conversation and available functions to the model	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ngframework/ai/session/jdbc/JdbcSessionRepository.java	281	// SessionRepository — event log	COMMENT
LOW	…mework/ai/openai/chat/OpenAiCompatibleChatModelIT.java	61	.build())	COMMENT
LOW	…/transcription/OpenAiAudioTranscriptionModelTests.java	581	assertThat(sentParams.knownSpeakerNames()).contains(List.of("Alice", "Bob"));	COMMENT
LOW	…rstore/cassandra/CassandraRichSchemaVectorStoreIT.java	301		COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	57	* Support for [Chat Conversation Memory](https://docs.spring.io/spring-ai/reference/api/chatclient.html#_chat_memory) wi	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/dependency-ci-dashboard.yml	72	# Check if there are any in-progress runs	COMMENT

spring-projects/spring-ai

Open-Source Code Quality, Security and Technical Debt Review