1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-14

Last Push

17.2K

Stars

Language

720.5K

Lines of Code

2.5K

Files

813

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 5.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 804 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 813 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 1HIGH 0MEDIUM 0LOW 812

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 813 distinct pattern matches across 3 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 Block804 hits · 802 pts

Severity	File	Line	Snippet	Context
LOW	ent.go	21	//	COMMENT
LOW	ent.go	41	Type()	COMMENT
LOW	ent.go	61	// the schema.	COMMENT
LOW	ent.go	81	// field.Int("int"),	COMMENT
LOW	ent.go	101		COMMENT
LOW	ent.go	121	// Table: "Name",	COMMENT
LOW	ent.go	141	// other methods in the schema without calling them directly.	COMMENT
LOW	ent.go	161	// return []ent.Mixin{	COMMENT
LOW	ent.go	181	Policy() Policy	COMMENT
LOW	ent.go	201	}	COMMENT
LOW	ent.go	281	// The second boolean value indicates that this field was	COMMENT
LOW	ent.go	301	// ClearedFields returns all nullable fields that were cleared	COMMENT
LOW	ent.go	321	AddedIDs(name string) []Value	COMMENT
LOW	ent.go	341	// given edge name. It returns an error if the edge is not	COMMENT
LOW	ent.go	361	Mutate(context.Context, Mutation) (Value, error)	COMMENT
LOW	ent.go	401	// function as Querier. If f is a function with the appropriate signature,	COMMENT
LOW	ent.go	421	// Note that unlike Traverse functions, which are called at each traversal stage, Intercept functions	COMMENT
LOW	ent.go	441	// query is executed. For example:	COMMENT
LOW	blob.go	41	Key string	COMMENT
LOW	.devcontainer/devcontainer.json	21	}	COMMENT
LOW	schema/schema.go	1	// Copyright 2019-present Facebook Inc. All rights reserved.	COMMENT
LOW	schema/edge/edge.go	81	return &inverseBuilder{desc: &Descriptor{Name: name, Type: b.desc.Type, Inverse: true, Ref: b.desc}}	COMMENT
LOW	schema/edge/edge.go	181	return b	COMMENT
LOW	schema/edge/annotation.go	1	// Copyright 2019-present Facebook Inc. All rights reserved.	COMMENT
LOW	schema/field/annotation.go	1	// Copyright 2019-present Facebook Inc. All rights reserved.	COMMENT
LOW	schema/field/annotation.go	21	StructTag map[string]string	COMMENT
LOW	schema/field/field.go	181	// })	COMMENT
LOW	schema/field/field.go	361	// SchemaType(map[string]string{	COMMENT
LOW	schema/field/field.go	381		COMMENT
LOW	schema/field/field.go	461	// Default sets the function that is applied to set default value	COMMENT
LOW	schema/field/field.go	741	}	COMMENT
LOW	schema/field/field.go	1061	// Values("low", "mid", "high")	COMMENT
LOW	schema/field/field.go	1321	func (b otherBuilder) Sensitive() otherBuilder {	COMMENT
LOW	schema/field/field.go	1401	// })	COMMENT
LOW	schema/field/field.go	1521	}	COMMENT
LOW	schema/field/field.go	1561	// storage (if a key exists) and fall back to the bytes column.	COMMENT
LOW	schema/field/field.go	1581	// GoType overrides the default Go type ([]byte) with a custom one.	COMMENT
LOW	schema/field/numeric.go	241	}	COMMENT
LOW	schema/field/numeric.go	261	// GoType(pkg.Int(0))	COMMENT
LOW	schema/field/numeric.go	441	}	COMMENT
LOW	schema/field/numeric.go	641	// GoType overrides the default Go type with a custom one.	COMMENT
LOW	schema/field/numeric.go	841	// and no validators have been set, the type validator will	COMMENT
LOW	schema/field/numeric.go	1021	b.desc.StorageKey = key	COMMENT
LOW	schema/field/numeric.go	1041	//	COMMENT
LOW	schema/field/numeric.go	1221	}	COMMENT
LOW	schema/field/numeric.go	1241	// GoType(pkg.Int64(0))	COMMENT
LOW	schema/field/numeric.go	1421	}	COMMENT
LOW	schema/field/numeric.go	1601	//	COMMENT
LOW	schema/field/numeric.go	1801	// and no validators have been set, the type validator will	COMMENT
LOW	schema/field/numeric.go	1981	// })	COMMENT
LOW	schema/field/numeric.go	2181	// SchemaType overrides the default database type with a custom	COMMENT
LOW	schema/field/numeric.go	2201	//	COMMENT
LOW	schema/field/numeric.go	2381	// dialect.Postgres: "numeric(5, 2)",	COMMENT
LOW	schema/index/index.go	21	}	COMMENT
LOW	schema/index/index.go	41	}	COMMENT
LOW	schema/index/index.go	61	// func (T) Indexes() []ent.Index {	COMMENT
LOW	schema/index/index.go	101	}	COMMENT
LOW	examples/entcpkg/ent/entc.go	41	),	COMMENT
LOW	examples/entcpkg/ent/user_query.go	261	}	COMMENT
LOW	examples/entcpkg/ent/user_query.go	281	grbuild.label = user.Label	COMMENT
744 more matches not shown…

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	schema/field/field.go	1195	if b.desc.Err == nil && b.desc.Info.RType.rtype.Kind() != reflect.String && !b.desc.Info.Stringer() {	CODE

Fake / Example Data8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	entc/integration/customid/customid_test.go	276	a := client.Account.Create().SetEmail("test@example.org").SaveX(ctx)	CODE
LOW	doc/md/tutorial-grpc-optional-fields.md	90	Alias: wrapperspb.String("John Doe"),	CODE
LOW	dialect/sql/builder_test.go	1890	Values("1", "user@example.com", 1633279231).	CODE
LOW	dialect/sql/builder_test.go	1905	require.Equal(t, []any{"1", "user@example.com", 1633279231, "Ariel", 1, 0}, args)	CODE
LOW⚡	dialect/sql/builder_test.go	1962	Values("1", "user@example.com").	CODE
LOW⚡	dialect/sql/builder_test.go	1968	require.Equal(t, []any{"1", "user@example.com"}, args)	CODE
LOW⚡	dialect/sql/builder_test.go	1973	Values("1", "user@example.com").	CODE
LOW⚡	dialect/sql/builder_test.go	1979	require.Equal(t, []any{"1", "user@example.com"}, args)	CODE

ent/ent

Open-Source Code Quality, Security and Technical Debt Review