AI Slop Code RIsk Monitor

google/leveldb

LevelDB is a fast key-value storage library written at Google that provides an ordered mapping from string keys to string values.

9.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for google/leveldb, a C++ project with 39,487 GitHub stars. SynthScan examined 8,396 lines of code across 67 source files, recording 83 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 9.9 (Moderate 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.

9.9
Adjusted Signal
9.9
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
39.5K
Stars
C++
Language
8.4K
Lines of Code
67
Files
83
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 39.0/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 83 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 39.0/100 · MEDIUM

Which changes need focused human review? 83 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 0LOW 83

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 83 distinct pattern matches across 1 syntactic category. 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 Block83 hits · 83 pts
SeverityFileLineSnippetContext
LOWutil/posix_logger.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWutil/coding.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWutil/logging.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWutil/mutexlock.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWutil/crc32c.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWutil/windows_logger.h1// Copyright (c) 2018 The LevelDB Authors. All rights reserved.COMMENT
LOWutil/testutil.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWutil/no_destructor.h1// Copyright (c) 2018 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/env.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/env.h21#include "leveldb/export.h"COMMENT
LOWinclude/leveldb/env.h61 // system. Sophisticated users may wish to provide their own EnvCOMMENT
LOWinclude/leveldb/env.h81 // status. Implementations should return a NotFound status when the file doesCOMMENT
LOWinclude/leveldb/env.h101 // returns OK. On failure stores nullptr in *result and returnsCOMMENT
LOWinclude/leveldb/env.h121 // Delete the named file.COMMENT
LOWinclude/leveldb/env.h141 // Create the specified directory.COMMENT
LOWinclude/leveldb/env.h161 // A future release will remove this method.COMMENT
LOWinclude/leveldb/env.h181 // with a failure. I.e., this call does not wait for existing locksCOMMENT
LOWinclude/leveldb/env.h261 // Read up to "n" bytes from the file starting at "offset".COMMENT
LOWinclude/leveldb/env.h401 private:COMMENT
LOWinclude/leveldb/export.h1// Copyright (c) 2017 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/export.h21#define LEVELDB_EXPORT __attribute__((visibility("default")))COMMENT
LOWinclude/leveldb/status.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/db.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/db.h61 virtual ~DB();COMMENT
LOWinclude/leveldb/db.h81 // corresponding value in *value and return OK.COMMENT
LOWinclude/leveldb/db.h101 // snapshot is no longer needed.COMMENT
LOWinclude/leveldb/db.h121 // of the sstables that make up the db contents.COMMENT
LOWinclude/leveldb/db.h141 // be invoked by users who understand the underlying implementation.COMMENT
LOWinclude/leveldb/slice.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/cache.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/cache.h41 // Destroys all existing entries by calling the "deleter"COMMENT
LOWinclude/leveldb/cache.h61 //COMMENT
LOWinclude/leveldb/cache.h81 virtual void Erase(const Slice& key) = 0;COMMENT
LOWinclude/leveldb/write_batch.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/options.h41 // Comparator used to define the order of keys in the table.COMMENT
LOWinclude/leveldb/options.h61COMMENT
LOWinclude/leveldb/options.h81 // Also, a larger write buffer will result in a longer recovery timeCOMMENT
LOWinclude/leveldb/options.h101 size_t block_size = 4 * 1024;COMMENT
LOWinclude/leveldb/options.h121 // Default: kSnappyCompression, which gives lightweight but fastCOMMENT
LOWinclude/leveldb/options.h161 // (which must belong to the DB that is being read and which mustCOMMENT
LOWinclude/leveldb/dumpfile.h1// Copyright (c) 2014 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/filter_policy.h1// Copyright (c) 2012 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/filter_policy.h41 // Warning: do not change the initial contents of *dst. Instead,COMMENT
LOWinclude/leveldb/filter_policy.h61// Note: if you are using a custom comparator that ignores some partsCOMMENT
LOWinclude/leveldb/comparator.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/comparator.h21 public:COMMENT
LOWinclude/leveldb/comparator.h41COMMENT
LOWinclude/leveldb/table.h21class TableCache;COMMENT
LOWinclude/leveldb/table_builder.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/table_builder.h41 // Change the options used by this builder. Note: only some of theCOMMENT
LOWinclude/leveldb/table_builder.h61 Status status() const;COMMENT
LOWinclude/leveldb/iterator.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWinclude/leveldb/iterator.h41 // Position at the last key in the source. The iterator isCOMMENT
LOWinclude/leveldb/iterator.h61 // the returned slice is valid only until the next modification ofCOMMENT
LOWtable/iterator_wrapper.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWtable/merger.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWtable/filter_block.h1// Copyright (c) 2012 The LevelDB Authors. All rights reserved.COMMENT
LOWtable/two_level_iterator.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWdb/table_cache.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
LOWdb/skiplist.h1// Copyright (c) 2011 The LevelDB Authors. All rights reserved.COMMENT
23 more matches not shown…