0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

13.3K

Stars

Language

609.9K

Lines of Code

2.5K

Files

475

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 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 414 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 25 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 36 finding(s).

PR Review Velocity Impact 4.4/100 · LOW

Which changes need focused human review? 475 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 38LOW 437

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 475 distinct pattern matches across 9 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 Block391 hits · 391 pts

Severity	File	Line	Snippet	Context
LOW	cmd/gf/internal/cmd/cmd_run.go	401	// These directories typically contain third-party code or non-source files.	COMMENT
LOW	…ndao/generated_user_sqlite3/dao/internal/table_user.go	81	// Transaction wraps the transaction logic using function f.	COMMENT
LOW	…al/cmd/testdata/genctrl/default/api/article/v2/edit.go	21	}	COMMENT
LOW	cmd/gf/internal/cmd/genpbentity/genpbentity.go	221	"[]byte": {	COMMENT
LOW	cmd/gf/internal/cmd/agents/run.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/run.go	121	// registries (skills / prompts / md). It is built once at command entry	COMMENT
LOW	cmd/gf/internal/cmd/agents/run.go	141	if label := strings.TrimSpace(s.DisplayName); label != "" {	COMMENT
LOW	cmd/gf/internal/cmd/agents/run.go	201	}	COMMENT
LOW	cmd/gf/internal/cmd/agents/agents.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/run_test.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	…/internal/cmd/agents/common/common_interactive_list.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_status.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_status.go	21	// StatusOK indicates the link already exists and points at the canonical	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_status.go	41	StatusSkippedForeignTarget Status = "skipped-foreign"	COMMENT
LOW	…f/internal/cmd/agents/common/common_interactive_huh.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	…f/internal/cmd/agents/common/common_interactive_huh.go	21	//	COMMENT
LOW	…f/internal/cmd/agents/common/common_interactive_huh.go	81	// abortKeyMap returns a huh KeyMap whose Quit binding accepts both	COMMENT
LOW	…/internal/cmd/agents/common/common_interactive_test.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_interactive.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_spec.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_spec.go	21	// canonical source path. No symlink is required for these agents.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_spec.go	41	// .claude/skills -> .agents/skills).	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_spec.go	61	SpecCategory() Category	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_engine.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_engine.go	181	}	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_test.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common.go	21	// error guidance.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_filesystem.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_render.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/common/common_render.go	21	// Header is the column header text; Value resolves the cell text for a	COMMENT
LOW	cmd/gf/internal/cmd/agents/registry/agents.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/cmd/agents/registry/registry.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/packed/packed.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/consts/consts_gen_ctrl_template.go	1	// Copyright GoFrame gf Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	cmd/gf/internal/utility/utils/utils_gofmt.go	81	// Path is the import path, like `github.com/gogf/gf/contrib/rpc/grpcx/v2`.	COMMENT
LOW	database/gdb/gdb_func.go	201	//	COMMENT
LOW	database/gdb/gdb_model_with.go	21	// With creates and returns an ORM model based on metadata of given object.	COMMENT
LOW	database/gdb/gdb_driver_wrapper_db.go	41	func (d *DriverWrapperDB) Tables(ctx context.Context, schema ...string) (tables []string, err error) {	COMMENT
LOW	database/gdb/gdb_driver_wrapper_db.go	101	// This function is usually used for custom interface definition, you do not need call it manually.	COMMENT
LOW	database/gdb/gdb_model_where.go	1	// Copyright GoFrame Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	database/gdb/gdb_model.go	81	// Model creates and returns a new ORM model from given schema.	COMMENT
LOW	database/gdb/gdb_model_join.go	1	// Copyright GoFrame Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	database/gdb/gdb_model_join.go	21	// Model("user", "u").LeftJoin("user_detail", "ud", "ud.uid=u.uid")	COMMENT
LOW	database/gdb/gdb_model_join.go	41	// and also with its alias name。	COMMENT
LOW	database/gdb/gdb_core_txcore.go	21	// TXCore is the struct for transaction management.	COMMENT
LOW	database/gdb/gdb_core_txcore.go	341	return tx.Model(table).Ctx(tx.ctx).Data(data).InsertAndGetId()	COMMENT
LOW	database/gdb/gdb_core_txcore.go	361	}	COMMENT
LOW	database/gdb/gdb_core_txcore.go	381	// Update does "UPDATE ... " statement for the table.	COMMENT
LOW	database/gdb/gdb_core_txcore.go	401	// The parameter `condition` can be type of string/map/gmap/slice/struct/*struct, etc.	COMMENT
LOW	database/gdb/gdb_core_utility.go	101		COMMENT
LOW	database/gdb/gdb_core_utility.go	121		COMMENT
LOW	database/gdb/gdb_type_result_scanlist.go	21	// ScanList converts `r` to struct slice which contains other complex struct attributes.	COMMENT
LOW	database/gdb/gdb_type_result_scanlist.go	41	// }	COMMENT
LOW	database/gdb/gdb_type_result_scanlist.go	61	// }	COMMENT
LOW	database/gdb/gdb_type_result_scanlist.go	81	// ScanList(&users)	COMMENT
LOW	database/gdb/gdb_model_transaction.go	1	// Copyright GoFrame Author(https://goframe.org). All Rights Reserved.	COMMENT
LOW	database/gdb/gdb.go	41	// Model("user u")	COMMENT
LOW	database/gdb/gdb.go	61	Open(config ConfigNode) (sql.DB, error)	COMMENT
LOW	database/gdb/gdb.go	81	// The args are for any placeholder parameters in the query.	COMMENT
331 more matches not shown…

Decorative Section Separators36 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	25	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	31	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	58	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	84	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	107	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	131	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	156	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	182	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	203	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	227	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	252	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	276	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	297	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	325	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	353	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	369	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	391	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	412	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloconfigdb.sql	422	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	25	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	31	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	58	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	84	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	110	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	129	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	152	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	173	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	195	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	217	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	238	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	261	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	284	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	305	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	322	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	335	# ------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/apollo/sql/apolloportaldb.sql	354	# ------------------------------------------------------------	COMMENT

Fake / Example Data25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	…house/clickhouse_z_unit_feature_model_sharding_test.go	116	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…house/clickhouse_z_unit_feature_model_sharding_test.go	124	t.Assert(result.Name, "John Doe")	CODE
LOW	…/mariadb/mariadb_z_unit_feature_model_sharding_test.go	125	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…/mariadb/mariadb_z_unit_feature_model_sharding_test.go	133	t.Assert(result.Name, "John Doe")	CODE
LOW	…rs/oracle/oracle_z_unit_feature_model_sharding_test.go	88	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…rs/oracle/oracle_z_unit_feature_model_sharding_test.go	95	t.Assert(result.Name, "John Doe")	CODE
LOW	…rs/sqlite/sqlite_z_unit_feature_model_sharding_test.go	129	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…rs/sqlite/sqlite_z_unit_feature_model_sharding_test.go	136	t.Assert(result.Name, "John Doe")	CODE
LOW	…anbase/oceanbase_z_unit_feature_model_sharding_test.go	125	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…anbase/oceanbase_z_unit_feature_model_sharding_test.go	133	t.Assert(result.Name, "John Doe")	CODE
LOW	…itecgo/sqlitecgo_z_unit_feature_model_sharding_test.go	129	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…itecgo/sqlitecgo_z_unit_feature_model_sharding_test.go	136	t.Assert(result.Name, "John Doe")	CODE
LOW	…rivers/tidb/tidb_z_unit_feature_model_sharding_test.go	125	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…rivers/tidb/tidb_z_unit_feature_model_sharding_test.go	133	t.Assert(result.Name, "John Doe")	CODE
LOW	…vers/mysql/mysql_z_unit_feature_model_sharding_test.go	125	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…vers/mysql/mysql_z_unit_feature_model_sharding_test.go	133	t.Assert(result.Name, "John Doe")	CODE
LOW	…ib/drivers/dm/dm_z_unit_feature_model_sharding_test.go	88	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…ib/drivers/dm/dm_z_unit_feature_model_sharding_test.go	95	t.Assert(result.Name, "John Doe")	CODE
LOW	contrib/drivers/pgsql/pgsql_z_unit_issue_test.go	424	INSERT INTO %s (id, user_id, phone, address) VALUES (1, 1, '1234567890', '123 Main St');	CODE
LOW	contrib/drivers/pgsql/pgsql_z_unit_issue_test.go	444	t.Assert(r[0]["address"], "123 Main St")	CODE
LOW	contrib/drivers/pgsql/pgsql_z_unit_issue_test.go	459	t.Assert(r[0]["address"], "123 Main St")	CODE
LOW	contrib/drivers/pgsql/pgsql_z_unit_issue_test.go	475	t.Assert(r[0]["address"], "123 Main St")	CODE
LOW	…vers/mssql/mssql_z_unit_feature_model_sharding_test.go	126	_, err = model.Data(g.Map{"name": "John Doe"}).	CODE
LOW	…vers/mssql/mssql_z_unit_feature_model_sharding_test.go	133	t.Assert(result.Name, "John Doe")	CODE
LOW	text/gstr/gstr_z_unit_test.go	341	t.Assert(gstr.HideStr("user@example.com", 100, ""), "***@example.com")	CODE

Redundant / Tautological Comments13 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/scripts/ci-main.sh	52	# Check if it's a contrib directory	COMMENT
LOW	.github/workflows/scripts/ci-main.sh	54	# Check if go version meets the requirement	COMMENT
LOW	.github/workflows/scripts/ci-sub.sh	72	# Check if go.mod version requirement is satisfied by current Go version	COMMENT
LOW	.github/workflows/scripts/before_script.sh	8	# Check if the GCI is installed successfully	COMMENT
LOW⚡	.github/workflows/scripts/update_version.sh	3	# Check if the number of parameters is 2	COMMENT
LOW⚡	.github/workflows/scripts/update_version.sh	10	# Check if the first parameter is a directory and exists	COMMENT
LOW⚡	.github/workflows/scripts/update_version.sh	16	# Check if the second parameter starts with 'v'	COMMENT
LOW	.github/workflows/scripts/update_version.sh	27	# Check if file exists	COMMENT
LOW	.github/workflows/scripts/docker-services.sh	102	# Check if Docker is available	COMMENT
LOW	.github/workflows/scripts/docker-services.sh	133	# Check if container already exists	COMMENT
LOW	.github/workflows/scripts/docker-services.sh	433	# Check if it's a compose service	COMMENT
LOW	.github/workflows/scripts/replace_examples_gomod.sh	9	# Check if examples directory exists	COMMENT
LOW	.github/workflows/scripts/replace_examples_gomod.sh	15	# Check if find command is available	COMMENT

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	contrib/drivers/gaussdb/gaussdb_do_insert.go	439	// For InsertIgnore (withUpdate=false), we need to check if record exists first	COMMENT
LOW	contrib/drivers/oracle/oracle_z_unit_init_test.go	134	// Step 1: Create table	COMMENT
LOW	contrib/drivers/oracle/oracle_z_unit_init_test.go	150	// Step 2: Create sequence	COMMENT
LOW	contrib/drivers/oracle/oracle_z_unit_init_test.go	164	// Step 3: Create trigger - only set ID from sequence when it's NULL	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	contrib/drivers/oracle/oracle_z_unit_init_test.go	134	// Step 1: Create table	COMMENT
LOW	contrib/drivers/oracle/oracle_z_unit_init_test.go	150	// Step 2: Create sequence	COMMENT
LOW	contrib/drivers/oracle/oracle_z_unit_init_test.go	164	// Step 3: Create trigger - only set ID from sequence when it's NULL	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/gf/internal/cmd/agents/run.go	633	// agent, but the loop keeps the function robust if a future caller passes	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql.yml	56	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	database/gdb/gdb_statement.go	107	// Example usage:	COMMENT

gogf/gf

Open-Source Code Quality, Security and Technical Debt Review