3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.9K

Stars

Language

74.1K

Lines of Code

247

Files

242

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 15.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 242 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 0.0/100 · LOW

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

PR Review Velocity Impact 15.4/100 · LOW

Which changes need focused human review? 242 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 3LOW 239

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 242 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 Block239 hits · 239 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	21	# POSTGRES_DB: gorse	COMMENT
LOW	cmd/gorse-worker/main.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	cmd/gorse-master/main.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	cmd/gorse-server/main.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	cmd/gorse-in-one/main.go	1	// Copyright 2022 gorse Project Authors	COMMENT
LOW	cmd/gorse-bench/main.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	config/config.go	1	// Copyright 2021 gorse Project Authors	COMMENT
LOW	config/config.toml	1	[database]	COMMENT
LOW	config/config.toml	21	# mongodb+srv://[username:password@]host1[:port1][,...hostN[:portN]][/[defaultauthdb][?options]]	COMMENT
LOW	config/config_test.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	dataset/index.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	dataset/dict_test.go	1	// Copyright 2025 gorse Project Authors	COMMENT
LOW	dataset/unified_index.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	dataset/dataset_test.go	1	// Copyright 2025 gorse Project Authors	COMMENT
LOW	dataset/dataset.go	1	// Copyright 2025 gorse Project Authors	COMMENT
LOW	dataset/unified_index_test.go	1	// Copyright 2021 gorse Project Authors	COMMENT
LOW	dataset/dict.go	1	// Copyright 2025 gorse Project Authors	COMMENT
LOW	server/server.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	server/metrics.go	1	// Copyright 2021 gorse Project Authors	COMMENT
LOW	server/rest.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	server/rest_test.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	server/server_test.go	1	// Copyright 2021 gorse Project Authors	COMMENT
LOW	protocol/generate.go	1	// Copyright 2022 gorse Project Authors	COMMENT
LOW	protocol/data_store_grpc.pb.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	protocol/cache_store_grpc.pb.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	protocol/protocol.pb.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	protocol/vector_store_grpc.pb.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	protocol/cache_store.pb.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	protocol/data_store.pb.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	protocol/vector_store.pb.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	protocol/encoding.pb.go	1	// Copyright 2025 gorse Project Authors	COMMENT
LOW	protocol/protocol_grpc.pb.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	storage/scheme.go	1	// Copyright 2022 gorse Project Authors	COMMENT
LOW	storage/errors.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/cache/mongodb_test.go	1	// Copyright 2022 gorse Project Authors	COMMENT
LOW	storage/cache/mongodb.go	1	// Copyright 2022 gorse Project Authors	COMMENT
LOW	storage/cache/database.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	storage/cache/proxy.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	storage/cache/redis_test.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	storage/cache/sql_test.go	1	// Copyright 2022 gorse Project Authors	COMMENT
LOW	storage/cache/database_test.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	storage/cache/no_database.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	storage/cache/redis.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	storage/cache/proxy_test.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	storage/cache/no_database_test.go	1	// Copyright 2020 gorse Project Authors	COMMENT
LOW	storage/cache/sql.go	1	// Copyright 2022 gorse Project Authors	COMMENT
LOW	storage/meta/sqlite.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	storage/meta/database.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	storage/meta/database_test.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	storage/meta/sqlite_test.go	1	// Copyright 2024 gorse Project Authors	COMMENT
LOW	storage/vectors/weaviate_test.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/qdrant.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/xvec_test.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/milvus.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/milvus_test.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/database.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/proxy.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/database_test.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/qdrant_test.go	1	// Copyright 2026 gorse Project Authors	COMMENT
LOW	storage/vectors/xvec.go	1	// Copyright 2026 gorse Project Authors	COMMENT
179 more matches not shown…

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	model/ctr/transformer_test.go	209	// MinMaxScaler boundaries: -1 to 1 based on robust transform of -10 to 10	COMMENT
MEDIUM	model/ctr/transformer.go	89	// RobustScaler transforms features using statistics that are robust to outliers.	COMMENT

Modern AI Meta-Vocabulary1 hit · 1 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/config.toml	451	# Name of embedding model.	STRING

gorse-io/gorse

Open-Source Code Quality, Security and Technical Debt Review