AI Slop Code RIsk Monitor

DapperLib/Dapper

Dapper - a simple object mapper for .Net

4.2 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for DapperLib/Dapper, a C# project with 18,396 GitHub stars. SynthScan examined 28,980 lines of code across 193 source files, recording 130 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 4.2 (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.

4.2
Adjusted Signal
4.2
Raw Pattern Score
100%
Time Factor
2026-09-23
Last Push
18.4K
Stars
C#
Language
29.0K
Lines of Code
193
Files
130
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 18.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 128 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 20.8/100 · LOW

Which changes need focused human review? 130 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 1MEDIUM 0LOW 129

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 130 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 Block127 hits · 112 pts
SeverityFileLineSnippetContext
LOWbenchmarks/Dapper.Tests.Performance/LegacyTests.cs421 // {COMMENT
LOWDapper.ProviderTools/BulkCopy.cs81COMMENT
LOWDapper.ProviderTools/BulkCopy.cs101 [System.Diagnostics.CodeAnalysis.SuppressMessage("ApiDesign", "RS0026:Do not add multiple public overloads with COMMENT
LOWDapper.ProviderTools/BulkCopy.cs121 /// <summary>COMMENT
LOW.github/workflows/release.yml1# Publishes the Dapper packages to nuget.org when a GitHub Release is published.COMMENT
LOW.github/workflows/cla.yml21 uses: contributor-assistant/github-action@v2.3.0COMMENT
LOW.github/workflows/cla.yml41 #custom-allsigned-prcomment: 'pull request comment when all contributors has signed, defaults to **CLA AssistaCOMMENT
LOWDapper.Rainbow/Database.cs361 /// <param name="sql">The SQL to execute.</param>COMMENT
LOWDapper.Rainbow/Database.cs381 /// </summary>COMMENT
LOWDapper.Rainbow/Database.cs401 /// <typeparam name="TSecond">The second type in the recordset.</typeparam>COMMENT
LOWDapper.Rainbow/Database.cs421 /// <typeparam name="TThird">The third type in the recordset.</typeparam>COMMENT
LOWDapper.Rainbow/Database.cs441 /// <typeparam name="TThird">The third type in the recordset.</typeparam>COMMENT
LOWDapper.Rainbow/Database.cs461 /// <param name="buffered">Whether the results should be buffered in memory.</param>COMMENT
LOWDapper.Rainbow/Database.Async.cs61 /// <summary>COMMENT
LOWDapper.Rainbow/Database.Async.cs81 database.QueryAsync<T>("select * from " + TableName);COMMENT
LOWDapper.Rainbow/Database.Async.cs101 _connection.QueryAsync<T>(sql, param as object, Transaction, _commandTimeout);COMMENT
LOWDapper.Rainbow/Database.Async.cs121 /// <param name="map">The function to map row types to the return type.</param>COMMENT
LOWDapper.Rainbow/Database.Async.cs141 /// <param name="param">The parameters to use for this query.</param>COMMENT
LOWDapper.Rainbow/Database.Async.cs161 /// <param name="param">The parameters to use for this query.</param>COMMENT
LOWDapper.Rainbow/Database.Async.cs181 /// <param name="map">The function to map row types to the return type.</param>COMMENT
LOWDapper.Rainbow/Database.Async.cs201 /// Execute a command that returns multiple result sets, and access each in turn.COMMENT
LOWDapper/SqlMapper.Identity.cs141 }COMMENT
LOWDapper/SqlMapper.Identity.cs161#pragma warning restore CS0618 // Type or member is obsoleteCOMMENT
LOWDapper/SqlMapper.Identity.cs181 [Obsolete("Please use " + nameof(GetHashCode) + ". This API may be removed at a later date.")]COMMENT
LOWDapper/SqlMapper.Identity.cs221 /// </summary>COMMENT
LOWDapper/SqlMapper.Identity.cs241 /// <summary>COMMENT
LOWDapper/SqlMapper.cs341 /// Configure the specified type to be processed by a custom handler.COMMENT
LOWDapper/SqlMapper.cs541 /// <param name="source">The enumerable to return as a list.</param>COMMENT
LOWDapper/SqlMapper.cs561 var command = new CommandDefinition(sql, param, transaction, commandTimeout, commandType, CommandFlags.BuffeCOMMENT
LOWDapper/SqlMapper.cs581 /// <param name="commandType">Is it a stored proc or a batch?</param>COMMENT
LOWDapper/SqlMapper.cs601 {COMMENT
LOWDapper/SqlMapper.cs701 /// <param name="commandTimeout">Number of seconds before command execution timeout.</param>COMMENT
LOWDapper/SqlMapper.cs741COMMENT
LOWDapper/SqlMapper.cs761 /// </summary>COMMENT
LOWDapper/SqlMapper.cs781 /// <param name="commandTimeout">The command timeout (in seconds).</param>COMMENT
LOWDapper/SqlMapper.cs801COMMENT
LOWDapper/SqlMapper.cs821 /// <param name="param">The parameters to pass, if any.</param>COMMENT
LOWDapper/SqlMapper.cs841 /// <returns>COMMENT
LOWDapper/SqlMapper.cs861 /// <param name="commandTimeout">The command timeout (in seconds).</param>COMMENT
LOWDapper/SqlMapper.cs881 /// <param name="transaction">The transaction to use, if any.</param>COMMENT
LOWDapper/SqlMapper.cs901 /// <param name="param">The parameters to pass, if any.</param>COMMENT
LOWDapper/SqlMapper.cs921 /// <param name="sql">The SQL to execute for the query.</param>COMMENT
LOWDapper/SqlMapper.cs941 /// <param name="type">The type to return.</param>COMMENT
LOWDapper/SqlMapper.cs961COMMENT
LOWDapper/SqlMapper.cs981 var command = new CommandDefinition(sql, param, transaction, commandTimeout, commandType, CommandFlags.None)COMMENT
LOWDapper/SqlMapper.cs1001 public static object? QueryFirstOrDefault(this IDbConnection cnn, Type type, string sql, object? param = null, ICOMMENT
LOWDapper/SqlMapper.cs1021 /// created per row, and a direct column-name===member-name mapping is assumed (case insensitive).COMMENT
LOWDapper/SqlMapper.cs1041 /// <exception cref="ArgumentNullException"><paramref name="type"/> is <c>null</c>.</exception>COMMENT
LOWDapper/SqlMapper.cs1061 /// A sequence of data of <typeparamref name="T"/>; if a basic type (int, string, etc) is queried then the data COMMENT
LOWDapper/SqlMapper.cs1081 QueryRowImpl<T>(cnn, Row.First, ref command, typeof(T));COMMENT
LOWDapper/SqlMapper.cs1101 /// <param name="command">The command used to query on this connection.</param>COMMENT
LOWDapper/SqlMapper.cs1121COMMENT
LOWDapper/SqlMapper.cs1421 /// <param name="cnn">The connection to query on.</param>COMMENT
LOWDapper/SqlMapper.cs1441 /// <typeparam name="TThird">The third type in the recordset.</typeparam>COMMENT
LOWDapper/SqlMapper.cs1461 /// <typeparam name="TFirst">The first type in the recordset.</typeparam>COMMENT
LOWDapper/SqlMapper.cs1481 /// Perform a multi-mapping query with 5 input types.COMMENT
LOWDapper/SqlMapper.cs1501 public static IEnumerable<TReturn> Query<TFirst, TSecond, TThird, TFourth, TFifth, TReturn>(this IDbConnection cCOMMENT
LOWDapper/SqlMapper.cs1521 /// <param name="splitOn">The field we should split and read the second object from (default: "Id").</param>COMMENT
LOWDapper/SqlMapper.cs1541 /// <param name="cnn">The connection to query on.</param>COMMENT
LOWDapper/SqlMapper.cs3321 }COMMENT
67 more matches not shown…
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH…per.Tests.Performance/Linq2Sql/DataClasses.designer.cs5// This code was generated by a tool.COMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWDapper.Rainbow/readme.md69var newUser = new User { Name = "John Doe", Email = "john.doe@example.com" };CODE
LOWDapper.Rainbow/readme.md112var newUser = new User { Name = "Jane Doe", Email = "jane.doe@example.com" };CODE