1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

8.5K

Stars

Language

221.9K

Lines of Code

722

Files

296

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? 283 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 6.8/100 · LOW

Which changes need focused human review? 296 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 8LOW 288

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 296 distinct pattern matches across 10 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 Block259 hits · 259 pts

Severity	File	Line	Snippet	Context
LOW	bson/raw_value.go	121	// String implements the fmt.String interface. This method will return values in extended JSON	COMMENT
LOW	bson/marshal.go	21	}	COMMENT
LOW	bson/marshal.go	61	// the same memory cost. To obtain this property when the stored type	COMMENT
LOW	bson/marshal.go	101	// the same memory cost. To obtain this property when the stored type	COMMENT
LOW	bson/encoder.go	101	// NilByteSliceAsEmpty causes the Encoder to marshal nil Go byte slices as empty BSON binary values	COMMENT
LOW	bson/mgoregistry.go	101	}	COMMENT
LOW	bson/unmarshal.go	1	// Copyright (C) MongoDB, Inc. 2017-present.	COMMENT
LOW	bson/unmarshal.go	21	// implement the ValueUnmarshaler interface instead.	COMMENT
LOW	bson/objectid.go	101	var buf [24]byte	COMMENT
LOW	bson/objectid.go	141		COMMENT
LOW	bson/registry.go	41	// errNoTypeMapEntry is returned when there wasn't a type available for the provided BSON type.	COMMENT
LOW	bson/registry.go	61	// 2. Interface encoders/decoders - These can be registered using the RegisterInterfaceEncoder and	COMMENT
LOW	bson/registry.go	121	// RegisterTypeDecoder registers the provided ValueDecoder for the provided type.	COMMENT
LOW	bson/registry.go	141	//	COMMENT
LOW	bson/registry.go	221	// reg.RegisterTypeMapEntry(TypeEmbeddedDocument, reflect.TypeOf(bson.Raw{}))	COMMENT
LOW	bson/registry.go	301	// 2. A decoder registered using RegisterInterfaceDecoder for an interface implemented by the type or by	COMMENT
LOW	bson/struct_tag_parser.go	1	// Copyright (C) MongoDB, Inc. 2017-present.	COMMENT
LOW	bson/struct_tag_parser.go	21	// The properties are defined below:	COMMENT
LOW	bson/struct_tag_parser.go	41	MinSize bool	COMMENT
LOW	bson/struct_tag_parser.go	61	// A bool	COMMENT
LOW	bson/writer.go	1	// Copyright (C) MongoDB, Inc. 2017-present.	COMMENT
LOW	bson/doc.go	1	// Copyright (C) MongoDB, Inc. 2017-present.	COMMENT
LOW	bson/doc.go	21	//	COMMENT
LOW	bson/doc.go	41	// 15. BSON 128-bit decimal unmarshals to an bson.Decimal128.	COMMENT
LOW	bson/doc.go	61	// # Structs	COMMENT
LOW	bson/doc.go	81	// field, followed by a comma-separated list of options. The name may be omitted in order to specify options without	COMMENT
LOW	bson/doc.go	101	// 4. inline: If the inline struct tag is specified for a struct or map field, the field will be "flattened" when	COMMENT
LOW	bson/doc.go	121	// if err != nil { return err }	COMMENT
LOW	bson/streaming_byte_src.go	1	// Copyright (C) MongoDB, Inc. 2025-present.	COMMENT
LOW	bson/extjson_tables.go	1	// Copyright (C) MongoDB, Inc. 2017-present.	COMMENT
LOW	bson/mgocompat/doc.go	1	// Copyright (C) MongoDB, Inc. 2022-present.	COMMENT
LOW	bson/mgocompat/doc.go	21	// 2) Registry does not have special handling for marshaling array ops ("$in", "$nin", "$all").	COMMENT
LOW	bson/mgocompat/doc.go	41	//	COMMENT
LOW	.evergreen/run-mongodb-aws-ecs-test.sh	21		COMMENT
LOW	.evergreen/config.yml	1	########################################	COMMENT
LOW	ext/awsauth/doc.go	1	// Copyright (C) MongoDB, Inc. 2017-present.	COMMENT
LOW	ext/awsauth/doc.go	21	// adapts to the driver's options.AWSCredentialsProvider interface structurally:	COMMENT
LOW	ext/awsauth/doc.go	41	// (https://go.dev/ref/mod#minimal-version-selection) means an application	COMMENT
LOW	etc/setup-cse-dev.sh	1	#!/usr/bin/env bash	COMMENT
LOW	etc/setup-cse-dev.sh	41	PKG_CONFIG="$(pwd)/etc/libmongocrypt-pkg-config.sh"	COMMENT
LOW	etc/libmongocrypt-pkg-config.sh	1	#!/bin/sh	COMMENT
LOW	etc/gen-ec-certs/gen-ec-certs.sh	21	# Generate Server certificate ... begin	COMMENT
LOW	internal/cmd/testsfp/main.go	1	// Copyright (C) MongoDB, Inc. 2026-present.	COMMENT
LOW	internal/ptrutil/int64.go	1	// Copyright (C) MongoDB, Inc. 2023-present.	COMMENT
LOW	internal/randutil/jitter.go	1	// Copyright (C) MongoDB, Inc. 2022-present.	COMMENT
LOW	internal/logger/logger.go	101	}	COMMENT
LOW	internal/logger/level.go	1	// Copyright (C) MongoDB, Inc. 2023-present.	COMMENT
LOW	internal/test/awsauth/mongodb_aws_prose_test.go	21	)	COMMENT
LOW	internal/test/awsauth/mongodb_aws_prose_test.go	201	// ---------------------------------------------------------------------------	COMMENT
LOW	internal/test/awsauth/mongodb_aws_prose_test.go	221	}	COMMENT
LOW	internal/test/awsauth/mongodb_aws_prose_test.go	241	runScenarioTests(t, rawURI, credsFromURI(t, rawURI))	COMMENT
LOW	internal/test/awsauth/mongodb_aws_prose_test.go	261	// Sample URIs both with and without optional session tokens set are shown	COMMENT
LOW	internal/test/prose/doc.go	1	// Copyright (C) MongoDB, Inc. 2026-present.	COMMENT
LOW	internal/integration/handshake_test.go	1221	// metadata value to make the tests more reliable and prevent	COMMENT
LOW	internal/integration/sdam_prose_test.go	41	heartbeatIntervalClientOpts := options.Client().	COMMENT
LOW	…nal/integration/initial_dns_seedlist_discovery_test.go	221	// Because the Go driver tests can be run either against a server with SSL enabled or without, a	COMMENT
LOW	internal/integration/clam_prose_test.go	161		COMMENT
LOW	internal/integration/clam_prose_test.go	221	mt := mtest.New(t, mtest.NewOptions().CreateClient(false))	COMMENT
LOW	internal/integration/main.go	1	// Copyright (C) MongoDB, Inc. 2017-present.	COMMENT
LOW	internal/integration/mtest/mongotest.go	501	}	COMMENT
199 more matches not shown…

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	.evergreen/config.yml	44	# Define an alias for the task runner script.	COMMENT
MEDIUM	etc/profile-test.sh	5	# Create a temporary file to store the profile or trace data. Trap the exit	COMMENT
MEDIUM	etc/run-oidc-remote-test.sh	20	# Define the command to run on the azure VM.	COMMENT
MEDIUM	etc/run-oidc-remote-test.sh	28	# Define the command to run on the gcp VM.	COMMENT
MEDIUM	etc/run-fuzz.sh	32	# Create a set of directories that are already in the subdirectories testdata/fuzz/$fuzzer corpus. This	COMMENT
MEDIUM	etc/run-fuzz.sh	55	# Create the directory if it doesn't exist.	COMMENT

Fake / Example Data13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	bson/testdata/lorem.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc hendrerit nibh eu lorem scelerisque iaculis. Mauris tincid	CODE
LOW	bson/testdata/lorem.txt	1	Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nunc hendrerit nibh eu lorem scelerisque iaculis. Mauris tincid	CODE
LOW	…ernal/integration/client_side_encryption_prose_test.go	361	Username: "fake-user",	CODE
LOW	x/mongo/driver/compression_test.go	33	payload := []byte("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt")	CODE
LOW	x/mongo/driver/compression_test.go	33	payload := []byte("Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt")	CODE
LOW	x/mongo/driver/compression_test.go	117	payload := []byte("Lorem ipsum dolor sit amet, consectetur adipiscing elit")	CODE
LOW	x/mongo/driver/compression_test.go	117	payload := []byte("Lorem ipsum dolor sit amet, consectetur adipiscing elit")	CODE
LOW	x/mongo/driver/batches_test.go	22	[]byte("Lorem ipsum dolor sit amet"),	CODE
LOW	x/mongo/driver/batches_test.go	22	[]byte("Lorem ipsum dolor sit amet"),	CODE
LOW	x/mongo/driver/batches_test.go	52	dst = append(dst, "Lorem ipsum dolor sit amet"...)	CODE
LOW	x/mongo/driver/batches_test.go	52	dst = append(dst, "Lorem ipsum dolor sit amet"...)	CODE
LOW	x/mongo/driver/batches_test.go	71	dst = bsoncore.AppendDocumentElement(dst, "0", []byte("Lorem ipsum dolor sit amet"))	CODE
LOW	x/mongo/driver/batches_test.go	71	dst = bsoncore.AppendDocumentElement(dst, "0", []byte("Lorem ipsum dolor sit amet"))	CODE

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	bson/raw_value.go	139	// NOTE: This method is called StringValue to avoid a collision with the String method which	COMMENT
LOW	internal/docexamples/examples.go	1985	// Step 1: Define the callback that specifies the sequence of operations to perform inside the transaction.	COMMENT
LOW	internal/docexamples/examples.go	1999	// Step 2: Start a session and run the callback using WithTransaction.	COMMENT
LOW	x/bsonx/bsoncore/value.go	469	// NOTE: This method is called StringValue to avoid a collision with the String method which	COMMENT

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	bson/primitive.go	197	// Example usage:	COMMENT
LOW	bson/primitive.go	269	// Example usage:	COMMENT
LOW	bson/primitive.go	284	// Example usage:	COMMENT
LOW	mongo/mongo.go	37	// Example usage:	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	etc/check_license.sh	14	# Check if first 24 bytes match first 24 bytes of copyright notice.	COMMENT
LOW	etc/check_license.sh	24	# Check if first 14 bytes matches the prefix "// Copied from"	COMMENT
LOW	etc/run-fuzz.sh	46	# Check if any new corpus files were generated for the fuzzer. If there are new corpus files, move them	COMMENT

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	examples/custom_dns/custom_dns.go	27	// TODO: Handle error.	COMMENT
LOW	examples/custom_dns/custom_dns.go	72	// TODO: Handle error.	COMMENT
LOW	examples/custom_dns/custom_dns.go	77	// TODO: Handle error.	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/logger/logger.go	111	// It's worth noting that many structured logs defined by DBX-wide	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	internal/docexamples/examples.go	1985	// Step 1: Define the callback that specifies the sequence of operations to perform inside the transaction.	COMMENT
LOW	internal/docexamples/examples.go	1999	// Step 2: Start a session and run the callback using WithTransaction.	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	x/mongo/driver/topology/pool_test.go	1234	// be made robust without replacing time.Sleep with explicit synchronization,	COMMENT

mongodb/mongo-go-driver

Open-Source Code Quality, Security and Technical Debt Review