AI Slop Code Risk Monitor

chartdb/chartdb

SlopCodeMonitor badge for chartdb/chartdb Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Database diagrams editor that allows you to visualize and design your DB with a single query.

0.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for chartdb/chartdb, a TypeScript project with 23,035 GitHub stars. SynthScan examined 247,850 lines of code across 589 source files, recording 65 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 0.3 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

0.3
Adjusted Signal
0.3
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
23.0K
Stars
TypeScript
Language
247.8K
Lines of Code
589
Files
65
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 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 64 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 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 46 finding(s).

PR Review Velocity Impact 1.3/100 · LOW

Which changes need focused human review? 65 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 64

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 65 distinct pattern matches across 5 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.

Hyper-Verbose Identifiers45 hits · 45 pts
SeverityFileLineSnippetContext
LOW…mponents/code-snippet/dbml/dbml-completion-provider.ts34export function registerDBMLCompletionProvider(CODE
LOW…c/lib/check-constraints/check-constraints-validator.ts315export function validateCheckConstraintWithDetails(CODE
LOW…/data/sql-export/cross-dialect/unsupported-features.ts38export function detectUnsupportedFeatures(CODE
LOWsrc/lib/data/sql-export/cross-dialect/index.ts86export function getSupportedTargetDialects(CODE
LOW…b/data/sql-export/cross-dialect/postgresql/to-mysql.ts35function convertPostgresDefaultToMySQL(field: DBField): string {CODE
LOW…b/data/sql-export/cross-dialect/postgresql/to-mssql.ts34function convertPostgresDefaultToMSSQL(field: DBField): string {CODE
LOW…import/dialect-importers/postgresql/postgresql-dump.ts55function processForeignKeyConstraint(CODE
LOW…import/dialect-importers/postgresql/postgresql-dump.ts216function extractColumnsFromCreateTable(statement: string): SQLColumn[] {CODE
LOW…import/dialect-importers/postgresql/postgresql-dump.ts271function processPrimaryKeyConstraint(CODE
LOW…import/dialect-importers/postgresql/postgresql-dump.ts463function processCreateIndexStatement(CODE
LOW…port/dialect-importers/postgresql/postgresql-common.ts218export function findTableWithSchemaSupport(CODE
LOW…port/dialect-importers/postgresql/postgresql-common.ts247export function getTableIdWithSchemaSupport(CODE
LOW…/sql-import/dialect-importers/postgresql/postgresql.ts752function extractForeignKeysFromCreateTable(CODE
LOW…/sql-import/dialect-importers/postgresql/postgresql.ts841function extractCheckConstraintsFromCreateTable(CODE
LOW…a/sql-import/dialect-importers/oracle/oracle-common.ts144export function findTableWithSchemaSupport(CODE
LOW…a/sql-import/dialect-importers/oracle/oracle-common.ts175export function normalizeOracleIdentifier(identifier: string): string {CODE
LOW…lib/data/sql-import/dialect-importers/oracle/oracle.ts166function parseAlterTableAddConstraint(statements: string[]): SQLForeignKey[] {CODE
LOW…a/sql-import/dialect-importers/sqlite/sqlite-common.ts170export function findTableWithSchemaSupport(CODE
LOW…a/sql-import/dialect-importers/sqlite/sqlite-common.ts185export function getTableIdWithSchemaSupport(CODE
LOW…a/sql-import/dialect-importers/sqlite/sqlite-common.ts195export function isValidForeignKeyRelationship(CODE
LOW…lib/data/sql-import/dialect-importers/sqlite/sqlite.ts139function addCheckConstraintsToTables(CODE
LOW…lib/data/sql-import/dialect-importers/sqlite/sqlite.ts194function parseCreateTableStatements(sqlContent: string): {CODE
LOW…lib/data/sql-import/dialect-importers/sqlite/sqlite.ts451function processCreateTableStatement(CODE
LOW…lib/data/sql-import/dialect-importers/sqlite/sqlite.ts658function processCreateIndexStatement(CODE
LOW…lib/data/sql-import/dialect-importers/sqlite/sqlite.ts714function processAlterTableStatement(CODE
LOW…lib/data/sql-import/dialect-importers/sqlite/sqlite.ts740function findForeignKeysUsingRegex(CODE
LOW…lib/data/sql-import/dialect-importers/sqlite/sqlite.ts913function addPlaceholderTablesForFKReferences(CODE
LOW…c/lib/data/sql-import/dialect-importers/mysql/mysql.ts15function extractCheckConstraintsFromCreateTable(CODE
LOW…c/lib/data/sql-import/dialect-importers/mysql/mysql.ts202function extractColumnsFromCreateTable(statement: string): SQLColumn[] {CODE
LOW…c/lib/data/sql-import/dialect-importers/mysql/mysql.ts273function processCreateIndexStatement(CODE
LOW…c/lib/data/sql-import/dialect-importers/mysql/mysql.ts1225function findForeignKeysUsingRegex(CODE
LOW…ata/sql-import/dialect-importers/mysql/mysql-common.ts186export function findTableWithSchemaSupport(CODE
LOW…ata/sql-import/dialect-importers/mysql/mysql-common.ts215export function getTableIdWithSchemaSupport(CODE
LOW…import/dialect-importers/sqlserver/sqlserver-common.ts144export function findTableWithSchemaSupport(CODE
LOW…import/dialect-importers/sqlserver/sqlserver-common.ts169export function getTableIdWithSchemaSupport(CODE
LOW…ta/sql-import/dialect-importers/sqlserver/sqlserver.ts123function extractCheckConstraintsFromCreateTable(CODE
LOW…ta/sql-import/dialect-importers/sqlserver/sqlserver.ts166function preprocessSQLServerScript(sqlContent: string): string {CODE
LOW…ta/sql-import/dialect-importers/sqlserver/sqlserver.ts292function parseAlterTableAddConstraint(statements: string[]): SQLForeignKey[] {CODE
LOW…ta/sql-import/dialect-importers/sqlserver/sqlserver.ts356function normalizeSQLServerDataType(dataType: string): string {CODE
LOW…lib/data/sql-import/validators/postgresql-validator.ts33export function validatePostgreSQLDialect(sql: string): ValidationResult {CODE
LOWsrc/lib/data/import-metadata/import/dependencies.ts209function preprocessViewDefinitionSQLServer(viewDefinition: string): string {CODE
LOWsrc/lib/data/import-metadata/import/dependencies.ts272function preprocessViewDefinitionMySQL(viewDefinition: string): string {CODE
LOWsrc/lib/data/import-metadata/import/dependencies.ts289function removeRedundantParentheses(sql: string): string {CODE
LOWsrc/lib/domain/db-table.ts231export function adjustTablePositionsWithoutAreas(CODE
LOWsrc/lib/domain/diff/diff-check/diff-check.ts1415function compareRelationshipProperties({CODE
Verbosity Indicators6 hits · 13 pts
SeverityFileLineSnippetContext
LOW⚡src/lib/dbml/apply-dbml/apply-dbml.ts622 // Step 1: Build mappings from source diagramCOMMENT
LOW⚡src/lib/dbml/apply-dbml/apply-dbml.ts626 // Step 2: Update tables and collect ID mappingsCOMMENT
LOW⚡src/lib/dbml/apply-dbml/apply-dbml.ts635 // Step 3: Update all other entities functionallyCOMMENT
LOWsrc/lib/dbml/apply-dbml/apply-dbml.ts660 // Step 4: Update index field referencesCOMMENT
LOW⚡src/lib/data/import-metadata/scripts/sqlite-script.ts380# Step 1: Write the query to a fileCOMMENT
LOW⚡src/lib/data/import-metadata/scripts/sqlite-script.ts383# Step 2: Copy the output of the command above and paste it into app.chartdb.ioCOMMENT
Structural Annotation Overuse6 hits · 13 pts
SeverityFileLineSnippetContext
LOW⚡src/lib/dbml/apply-dbml/apply-dbml.ts622 // Step 1: Build mappings from source diagramCOMMENT
LOW⚡src/lib/dbml/apply-dbml/apply-dbml.ts626 // Step 2: Update tables and collect ID mappingsCOMMENT
LOW⚡src/lib/dbml/apply-dbml/apply-dbml.ts635 // Step 3: Update all other entities functionallyCOMMENT
LOWsrc/lib/dbml/apply-dbml/apply-dbml.ts660 // Step 4: Update index field referencesCOMMENT
LOW⚡src/lib/data/import-metadata/scripts/sqlite-script.ts380# Step 1: Write the query to a fileCOMMENT
LOW⚡src/lib/data/import-metadata/scripts/sqlite-script.ts383# Step 2: Copy the output of the command above and paste it into app.chartdb.ioCOMMENT
Over-Commented Block7 hits · 7 pts
SeverityFileLineSnippetContext
LOWsrc/lib/dbml/dbml-export/dbml-export.ts441 const targetRef = ref.targetSchemaCOMMENT
LOW…port/__tests__/dbml-multi-schema-relationships.test.ts81 expect(inventoryProducts).toBeDefined();COMMENT
LOW…/dialect-importers/mysql/__tests__/mysql-views.test.ts321 it('should parse relationships correctly', async () => {COMMENT
LOWsrc/lib/data/import-metadata/scripts/sqlite-script.ts361`;COMMENT
LOWsrc/lib/data/data-types/postgres-data-types.ts21 // Level 2 - Second most common typesCOMMENT
LOWsrc/lib/data/data-types/postgres-data-types.ts81 // name: 'character',COMMENT
LOW…editor-page/canvas/dependency-edge/dependency-edge.tsx161 // id={id}COMMENT
Decorative Section Separators1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/lib/data/import-metadata/scripts/sqlite-script.ts366# ------------------------------------------------------COMMENT