3.6

Adjusted Signal

3.6

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

13.5K

Stars

Language

159.1K

Lines of Code

361

Files

404

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 16.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 403 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 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 15.2/100 · LOW

Which changes need focused human review? 404 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 61LOW 343

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 404 distinct pattern matches across 7 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.

Over-Commented Block325 hits · 324 pts

Severity	File	Line	Snippet	Context
LOW	callbacks/aspect_inject.go	21		COMMENT
LOW	callbacks/aspect_inject.go	41	// })	COMMENT
LOW	callbacks/aspect_inject.go	61	//	COMMENT
LOW	callbacks/aspect_inject.go	81	// the component produces a successful result. Handlers run in registration	COMMENT
LOW	callbacks/aspect_inject.go	121	// StreamReader has been returned) are NOT routed through OnError; they surface	COMMENT
LOW	callbacks/aspect_inject.go	141	}	COMMENT
LOW	callbacks/aspect_inject.go	161	// completely replacing any RunInfo and handlers already in ctx.	COMMENT
LOW	callbacks/handler_builder.go	21		COMMENT
LOW	callbacks/handler_builder.go	41	// if mi != nil {	COMMENT
LOW	callbacks/interface.go	21	)	COMMENT
LOW	callbacks/interface.go	41	type RunInfo = callbacks.RunInfo	COMMENT
LOW	callbacks/interface.go	61		COMMENT
LOW	callbacks/interface.go	81	//	COMMENT
LOW	callbacks/interface.go	101	// (e.g. in main or TestMain), before any graph executions begin.	COMMENT
LOW	callbacks/interface.go	121	// TimingOnError fires when the component returns a non-nil error.	COMMENT
LOW	callbacks/interface.go	141	//	COMMENT
LOW	callbacks/doc.go	21	// - [TimingOnStartWithStreamInput] / [TimingOnEndWithStreamOutput]: streaming	COMMENT
LOW	callbacks/doc.go	41	// handlers (e.g. from a parent graph), those handlers are inherited by the	COMMENT
LOW	callbacks/doc.go	61	// return ctx	COMMENT
LOW	callbacks/doc.go	81	// },	COMMENT
LOW	callbacks/doc.go	101	// start := ctx.Value(startTimeKey{}).(time.Time)	COMMENT
LOW	callbacks/doc.go	121	// never concurrently with graph execution.	COMMENT
LOW	compose/graph_call_options.go	61	// When the returned context is used to invoke a graph or workflow, calling the interrupt function will trigger an inter	COMMENT
LOW	compose/graph_call_options.go	181	// WithEmbeddingOption is a functional option type for embedding component.	COMMENT
LOW	compose/resume.go	21		COMMENT
LOW	compose/resume.go	41	//	COMMENT
LOW	compose/resume.go	61	// crucial to differentiate which point is being resumed. This is the primary use case for the `isResumeFlow` flag.	COMMENT
LOW	compose/resume.go	101		COMMENT
LOW	compose/checkpoint.go	261	switch rv.Kind() {	COMMENT
LOW	compose/chain_branch.go	81	key2BranchNode: make(map[string]nodeOptionsPair),	COMMENT
LOW	compose/chain_branch.go	101	return NewChainMultiBranch(func(ctx context.Context, in T) (endNode map[string]bool, err error) {	COMMENT
LOW	compose/chain_branch.go	141	// })	COMMENT
LOW	compose/chain_branch.go	161	gNode, options := toAgenticModelNode(node, opts...)	COMMENT
LOW	compose/chain_branch.go	201	// AddToolsNode adds a ToolsNode to the branch.	COMMENT
LOW	compose/chain_branch.go	241	// AddEmbedding adds an Embedding node to the branch.	COMMENT
LOW	compose/chain_branch.go	281	// AddIndexer adds an Indexer node to the branch.	COMMENT
LOW	compose/chain_parallel.go	41	// Example:	COMMENT
LOW	compose/chain_parallel.go	61	//	COMMENT
LOW	compose/chain_parallel.go	81	// Model: "gpt-4o",	COMMENT
LOW	compose/chain_parallel.go	101	gNode, options := toChatTemplateNode(node, append(opts, WithOutputKey(outputKey))...)	COMMENT
LOW	compose/chain_parallel.go	121	// })	COMMENT
LOW	compose/chain_parallel.go	141		COMMENT
LOW	compose/chain_parallel.go	181	//	COMMENT
LOW	compose/chain_parallel.go	201	}	COMMENT
LOW	compose/resume_test.go	261	// create a sub graph A, add A to ROOT graph using AddGraphNode.	COMMENT
LOW	compose/resume_test.go	381	// which is a specific struct type that implements the CompositeInterruptState interface.	COMMENT
LOW	compose/resume_test.go	841	// - internal graph will naturally append to the Address	COMMENT
LOW	compose/resume_test.go	941		COMMENT
LOW	compose/graph.go	321	// e.g.	COMMENT
LOW	compose/graph.go	341		COMMENT
LOW	compose/graph.go	361	//	COMMENT
LOW	compose/graph.go	381		COMMENT
LOW	compose/graph.go	401	return g.addNode(key, gNode, options)	COMMENT
LOW	compose/interrupt.go	121	//	COMMENT
LOW	compose/interrupt.go	141	// interruptible sub-processes. It bundles multiple sub-interrupt errors into a single error	COMMENT
LOW	compose/interrupt.go	161	// Provided mainly for compatibility purpose as the composite node itself	COMMENT
LOW	compose/chain.go	41		COMMENT
LOW	compose/chain.go	61	// 4.3 `multi input chunk & one output` use `r.Collect(ctx, inputReader)`	COMMENT
LOW	compose/chain.go	141	func (c *Chain[I, O]) component() component {	COMMENT
LOW	compose/chain.go	181	// if err != nil {...}	COMMENT
265 more matches not shown…

Modern AI Meta-Vocabulary59 hits · 216 pts

Severity	File	Line	Snippet	Context
MEDIUM	compose/chain_branch.go	149	// AddAgenticModel adds a agentic.Model node to the branch.	COMMENT
MEDIUM	compose/chain_parallel.go	73	// AddAgenticModel adds a agentic.Model to the parallel.	COMMENT
MEDIUM	compose/graph.go	355	// AddAgenticModelNode add node that implements agentic.Model.	COMMENT
MEDIUM	compose/chain.go	177	// AppendAgenticModel add a agentic.Model node to the chain.	COMMENT
MEDIUM	compose/workflow.go	92	// AddAgenticModelNode adds an agentic model node and returns it.	COMMENT
MEDIUM	compose/workflow.go	104	// AddAgenticChatTemplateNode adds an agentic chat template node and returns it.	COMMENT
MEDIUM	compose/workflow.go	116	// AddAgenticToolsNode adds an agentic tools node and returns it.	COMMENT
MEDIUM⚡	utils/callbacks/template.go	134	// AgenticPrompt sets the agentic prompt handler for the handler helper, which will be called when the agentic prompt co	COMMENT
MEDIUM⚡	utils/callbacks/template.go	140	// AgenticModel sets the agentic chat model handler for the handler helper, which will be called when the agentic chat m	COMMENT
MEDIUM⚡	utils/callbacks/template.go	146	// AgenticToolsNode sets the agentic tools node handler for the handler helper, which will be called when the agentic to	COMMENT
MEDIUM	utils/callbacks/template.go	158	// AgenticAgent sets the agentic agent callback handler for the handler helper, which will be called when an agentic age	COMMENT
MEDIUM⚡	utils/callbacks/template.go	683	// AgenticAgentCallbackHandler handles callbacks for agentic agents using *schema.AgenticMessage.	COMMENT
MEDIUM⚡	utils/callbacks/template.go	684	// Use ComponentOfAgenticAgent to filter callback events to agentic-agent-related events.	COMMENT
MEDIUM⚡	utils/callbacks/template.go	686	// OnStart is called when an agentic agent run begins. Return a modified context to propagate values.	COMMENT
MEDIUM⚡	utils/callbacks/template.go	688	// OnEnd is called when an agentic agent run completes. The output's Events iterator should be	COMMENT
MEDIUM⚡	utils/callbacks/template.go	704	// AgenticPromptCallbackHandler is the handler for the agentic prompt callback.	COMMENT
MEDIUM⚡	utils/callbacks/template.go	706	// OnStart is the callback function for the start of the agentic prompt.	COMMENT
MEDIUM⚡	utils/callbacks/template.go	708	// OnEnd is the callback function for the end of the agentic prompt.	COMMENT
MEDIUM⚡	utils/callbacks/template.go	710	// OnError is the callback function for the error of the agentic prompt.	COMMENT
MEDIUM	utils/callbacks/template.go	728	// AgenticModelCallbackHandler is the handler for the agentic chat model callback.	COMMENT
MEDIUM	schema/agentic_message.go	685	// AgenticMessagesTemplate is the interface for agentic messages template.	COMMENT
MEDIUM	schema/agentic_message.go	686	// It's used to render a template to a list of agentic messages.	COMMENT
MEDIUM	schema/agentic_message.go	711	// AgenticMessagesPlaceholder can render a placeholder to a list of agentic messages in params.	COMMENT
MEDIUM	schema/agentic_message.go	754	// Format returns the agentic messages after rendering by the given formatType.	COMMENT
MEDIUM	adk/flow.go	621	// Typed wrapper for the agentic path (TypedAgent[*schema.AgenticMessage]).	COMMENT
MEDIUM	adk/interface.go	86	// AgenticRole indicates the role of the agentic message (assistant, user, system).	COMMENT
MEDIUM	adk/wrappers_test.go	1713	// collectAgenticToolEvents filters tool result events from the agentic iterator.	COMMENT
MEDIUM	adk/wrappers_test.go	1734	// collectAgenticToolContent extracts text from agentic tool result events.	COMMENT
MEDIUM	adk/chatmodel.go	422	// For M = *schema.AgenticMessage, a single-shot chain is used since agentic models	COMMENT
MEDIUM	adk/chatmodel.go	424	// are not yet supported for agentic models.	COMMENT
MEDIUM	adk/chatmodel.go	1103	// single-shot: agentic models handle tool calling internally	COMMENT
MEDIUM	adk/middlewares/reduction/reduction.go	1169	// tool result message (schema.Tool role or agentic user msg carrying FunctionToolResult)	COMMENT
MEDIUM	adk/middlewares/reduction/reduction.go	1302	// A user-role agentic message that contains any FunctionToolResult block	COMMENT
MEDIUM	adk/prebuilt/deep/deep.go	59	// For M = *schema.AgenticMessage, only agentic sub-agents are accepted.	COMMENT
MEDIUM	components/types.go	69	// ComponentOfAgenticPrompt identifies agentic template components.	COMMENT
MEDIUM	components/types.go	73	// ComponentOfAgenticModel identifies agentic model components.	COMMENT
MEDIUM	components/prompt/interface.go	47	// AgenticChatTemplate formats variables into a list of agentic messages according to a prompt schema.	COMMENT
MEDIUM	components/prompt/agentic_chat_template.go	76	// GetType returns the type of the agentic template (DefaultAgentic).	COMMENT
MEDIUM⚡	components/prompt/agentic_callback_extra.go	28	// Templates is the agentic templates for the callback.	COMMENT
MEDIUM⚡	components/prompt/agentic_callback_extra.go	36	// Result is the agentic result for the callback.	COMMENT
MEDIUM⚡	components/prompt/agentic_callback_extra.go	38	// Templates is the agentic templates for the callback.	COMMENT
MEDIUM⚡	components/prompt/agentic_callback_extra.go	44	// ConvAgenticCallbackInput converts the callback input to the agentic prompt callback input.	COMMENT
MEDIUM	components/prompt/agentic_callback_extra.go	58	// ConvAgenticCallbackOutput converts the callback output to the agentic prompt callback output.	COMMENT
MEDIUM	components/model/option.go	54	// Options only available for agentic model.	COMMENT
MEDIUM	components/model/option.go	56	// AgenticToolChoice controls how the agentic model calls tools.	COMMENT
MEDIUM	components/model/option.go	166	// WithAgenticToolChoice is the option to set tool choice for the agentic model.	COMMENT
MEDIUM	components/model/interface.go	106	// *schema.AgenticMessage. Unlike ToolCallingChatModel, agentic models do NOT	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	24	// AgenticConfig is the config for the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	30	// Temperature is the temperature, which controls the randomness of the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	32	// TopP is the top p, which controls the diversity of the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	36	// AgenticCallbackInput is the input for the agentic model callback.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	38	// Messages is the agentic messages to be sent to the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	40	// Tools is the tools to be used in the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	42	// Config is the config for the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	48	// AgenticCallbackOutput is the output for the agentic model callback.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	50	// Message is the agentic message generated by the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	52	// Config is the config for the agentic model.	COMMENT
MEDIUM⚡	components/model/agentic_callback_extra.go	60	// ConvAgenticCallbackInput converts the callback input to the agentic model callback input.	COMMENT
MEDIUM	components/model/agentic_callback_extra.go	78	// ConvAgenticCallbackOutput converts the callback output to the agentic model callback output.	COMMENT

Structural Annotation Overuse7 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	adk/runctx.go	120	// NOTE: This method parallels agentEventWrapper.consumeStream in utils.go. The two	COMMENT
LOW⚡	adk/turn_loop_test.go	6171	// Step 1: Push item A (no preempt). Wait for agent to start.	COMMENT
LOW⚡	adk/turn_loop_test.go	6175	// Step 2: Push item B with preempt. This cancels the first turn.	COMMENT
LOW⚡	adk/turn_loop_test.go	6181	// Step 3: Push item C with preempt. This is the scenario that triggers	COMMENT
LOW	adk/middlewares/reduction/internal/clear_tool_result.go	118	// Step 1: Calculate total tool result tokens	COMMENT
LOW	adk/middlewares/reduction/internal/clear_tool_result.go	131	// Step 2: Calculate the index from which to protect recent messages	COMMENT
LOW	adk/middlewares/reduction/internal/clear_tool_result.go	147	// Step 3: Clear tool results outside the protected range (before recentStartIdx)	COMMENT

Verbosity Indicators6 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	adk/turn_loop_test.go	6171	// Step 1: Push item A (no preempt). Wait for agent to start.	COMMENT
LOW⚡	adk/turn_loop_test.go	6175	// Step 2: Push item B with preempt. This cancels the first turn.	COMMENT
LOW⚡	adk/turn_loop_test.go	6181	// Step 3: Push item C with preempt. This is the scenario that triggers	COMMENT
LOW	adk/middlewares/reduction/internal/clear_tool_result.go	118	// Step 1: Calculate total tool result tokens	COMMENT
LOW	adk/middlewares/reduction/internal/clear_tool_result.go	131	// Step 2: Calculate the index from which to protect recent messages	COMMENT
LOW	adk/middlewares/reduction/internal/clear_tool_result.go	147	// Step 3: Clear tool results outside the protected range (before recentStartIdx)	COMMENT

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	adk/middlewares/dynamictool/toolsearch/toolsearch.go	111	// Example usage:	COMMENT
LOW	adk/middlewares/skill/skill.go	250	// Example usage:	COMMENT
LOW	adk/middlewares/filesystem/filesystem.go	385	// Example usage:	COMMENT
LOW	flow/retriever/parent/parent.go	57	// Example usage:	COMMENT
LOW	flow/indexer/parent/parent.go	71	// Example usage:	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	compose/interrupt.go	144	// This function is robust and can handle several types of errors from sub-processes:	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	adk/turn_loop.go	185	// └────────abortPlanningTurn─────────────────────────────┘	COMMENT

cloudwego/eino

Open-Source Code Quality, Security and Technical Debt Review