1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

5.2K

Stars

HTML

Language

104.3K

Lines of Code

323

Files

143

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 6.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 142 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 6.7/100 · LOW

Which changes need focused human review? 143 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 1LOW 142

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 143 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 Block141 hits · 141 pts

Severity	File	Line	Snippet	Context
LOW	schemaregistry/confluent/codegen.sh	1	#!/usr/bin/env bash	COMMENT
LOW	schemaregistry/confluent/types/doc.go	1	// Package types held the generated confluent.type.Decimal bindings until they moved to the	COMMENT
LOW	schemaregistry/cache/cache.go	21	// Get returns the cache value associated with key	COMMENT
LOW	schemaregistry/test/secrets/generate_secrets_linux.sh	1	#!/bin/bash	COMMENT
LOW	schemaregistry/internal/client_config.go	41	BearerAuthToken string	COMMENT
LOW	schemaregistry/rules/cel/cel_container_test.go	21	// Three separate defects met here, all invisible while every fixture used scalar fields:	COMMENT
LOW	schemaregistry/rules/cel/lib.go	41	func DefaultEnv() (*cel.Env, error) {	COMMENT
LOW	schemaregistry/rules/cel/lib.go	81	// base env's adapter instead would capture a registry that never learns those descriptors, and	COMMENT
LOW	schemaregistry/rules/cel/lib.go	121	//	COMMENT
LOW	schemaregistry/rules/cel/lib.go	141	}	COMMENT
LOW	schemaregistry/rules/cel/decimal_util_test.go	101	tc.in, got.Precision, got.Scale, tc.precision, tc.scale)	COMMENT
LOW	schemaregistry/rules/cel/decimal_util_test.go	221	Value: []byte{0x01}, Scale: scale,	COMMENT
LOW	schemaregistry/rules/cel/decimal.go	41	const decimalTypeName = "confluent.type.Decimal"	COMMENT
LOW	schemaregistry/rules/cel/decimal.go	61	)	COMMENT
LOW	schemaregistry/rules/cel/decimal.go	141	// decimalBoundaryValue presents a decimal-shaped native value as this package's CEL decimal.	COMMENT
LOW	schemaregistry/rules/cel/decimal.go	801	return fmt.Errorf("scale %d cannot be represented", scale)	COMMENT
LOW	schemaregistry/rules/cel/decimal.go	821	return nil	COMMENT
LOW	schemaregistry/rules/cel/cel_message_transform_test.go	241	// result map with. Measured against protobuf-java 4.35.1:	COMMENT
LOW	schemaregistry/rules/cel/cel_validator.go	81	// A decimal-shaped value is presented as this package's CEL decimal so that a bare decimal	COMMENT
LOW	schemaregistry/rules/cel/cel_null_avro_field_test.go	1	package cel	COMMENT
LOW	schemaregistry/rules/cel/cel_executor.go	281	return cel.DynType	COMMENT
LOW	schemaregistry/rules/cel/avro_result_writer.go	101	// Slice from this node's offset, not from 0: a Variant from	COMMENT
LOW	schemaregistry/rules/cel/avro_result_writer.go	261	// maxAvroDecimalWidth bounds the positional form this writer will build, the same 10^7 digits	COMMENT
LOW	schemaregistry/rules/cel/cel_decimal_timestamp_test.go	781	// cannot see. Text('f') writes a zero as "0" at every non-positive scale, and 500 as "500"	COMMENT
LOW	schemaregistry/rules/cel/cel_decimal_timestamp_test.go	841	// min(preferred, minimalScale + (38 - minimalPrecision)), floored at the minimal scale.	COMMENT
LOW	schemaregistry/rules/cel/protobuf_result_writer.go	41	// A CEL rule returning a map is returning the whole new message: the transform has replace	COMMENT
LOW	schemaregistry/rules/cel/protobuf_result_writer.go	121	_, ok := value.(structpb.NullValue)	COMMENT
LOW	schemaregistry/rules/cel/protobuf_result_writer.go	141	// Measured against protobuf-java. A proto3 optional field sits in a synthetic oneof of exactly	COMMENT
LOW	schemaregistry/rules/cel/protobuf_result_writer.go	321	// when computed.	COMMENT
LOW	schemaregistry/rules/cel/protobuf_result_writer.go	401	return fmt.Errorf("cannot write %T to %s", value, fullName)	COMMENT
LOW	schemaregistry/rules/cel/decimal_util.go	61	// Precision is the unscaled value's digit count, as BigDecimal.precision() reports it	COMMENT
LOW	schemaregistry/rules/cel/decimal_util.go	81	// recovered from the reduced denominator (see terminatingScale) rather than read off a literal	COMMENT
LOW	schemaregistry/serde/config.go	21	// AutoRegisterSchemas determines whether to automatically register schemas during serialization	COMMENT
LOW	schemaregistry/serde/serde.go	441	Tags map[string]bool	COMMENT
LOW	schemaregistry/serde/serde.go	901	}	COMMENT
LOW	schemaregistry/serde/kafka_builder.go	21		COMMENT
LOW	schemaregistry/serde/kafka_builder.go	61	}	COMMENT
LOW	schemaregistry/serde/map_key.go	21	"reflect"	COMMENT
LOW	schemaregistry/serde/avrov2/avro.go	141	//	COMMENT
LOW	schemaregistry/serde/avrov2/avro.go	321		COMMENT
LOW	schemaregistry/serde/avrov2/avro.go	361	}	COMMENT
LOW	schemaregistry/serde/avrov2/avro_util.go	201	fieldValue = val.Interface()	COMMENT
LOW	schemaregistry/serde/avrov2/avro_validate.go	21	"reflect"	COMMENT
LOW	schemaregistry/serde/avrov2/cel_null_transform_test.go	21	// The reference states the contract in CelFieldExecutor: CEL null is normalized to a Java null	COMMENT
LOW	schemaregistry/serde/avrov2/doc.go	21	// prefer package avrov3, which uses Confluent's maintained fork	COMMENT
LOW	…gistry/serde/avrov2/cel_avro_message_transform_test.go	21	// This case existed only on the protobuf side, and its absence hid a real defect elsewhere -	COMMENT
LOW	schemaregistry/serde/jsonschema/json_schema_validate.go	21	"reflect"	COMMENT
LOW	schemaregistry/serde/jsonschema/json_schema.go	141	// are left alone. It cannot be combined with SetSchemaRegistryConfig: Build	COMMENT
LOW	schemaregistry/serde/jsonschema/json_schema.go	321	// [kafka.DeserializingConsumer] uses for its keys or its values. Its setters	COMMENT
LOW	schemaregistry/serde/jsonschema/json_schema.go	361	// SetSchemaRegistryClient supplies an already created Schema Registry client,	COMMENT
LOW	schemaregistry/serde/avrov3/avro.go	141	//	COMMENT
LOW	schemaregistry/serde/avrov3/avro.go	321		COMMENT
LOW	schemaregistry/serde/avrov3/avro.go	361	}	COMMENT
LOW	schemaregistry/serde/avrov3/avro_util.go	201	fieldValue = val.Interface()	COMMENT
LOW	schemaregistry/serde/avrov3/avro_validate.go	21	"reflect"	COMMENT
LOW	schemaregistry/serde/avrov3/cel_null_transform_test.go	21	// The reference states the contract in CelFieldExecutor: CEL null is normalized to a Java null	COMMENT
LOW	schemaregistry/serde/avrov3/doc.go	21	// The github.com/hamba/avro/v2 library used by package avrov2 is now	COMMENT
LOW	schemaregistry/serde/variant/variant_test.go	1	// Copyright 2026 Confluent Inc.	COMMENT
LOW	schemaregistry/serde/variant/variant.go	1	// Copyright 2026 Confluent Inc.	COMMENT
LOW	schemaregistry/serde/variant/variant.go	981	// carry no offset, so they are ISO-8601 local date-times rather than RFC 3339 (which has no	COMMENT
81 more matches not shown…

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ative_consumer_example/cooperative_consumer_example.go	19	// seamless reassignment of partitions to other group members.	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…aregistry/rules/encryption/azurekms/azure_aead_test.go	38	return azcore.AccessToken{Token: "fake-token"}, nil	CODE

confluentinc/confluent-kafka-go

Open-Source Code Quality, Security and Technical Debt Review