AI Slop Code Risk Monitor

mattn/go-sqlite3

SlopCodeMonitor badge for mattn/go-sqlite3 Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

sqlite3 driver for go using database/sql

2.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for mattn/go-sqlite3, a C project with 9,266 GitHub stars. SynthScan examined 32,640 lines of code across 98 source files, recording 94 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 2.9 (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.

2.9
Adjusted Signal
2.9
Raw Pattern Score
100%
Time Factor
2026-09-28
Last Push
9.3K
Stars
C
Language
32.6K
Lines of Code
98
Files
94
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 13.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 94 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 13.4/100 · LOW

Which changes need focused human review? 94 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 0LOW 94

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 94 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 Block94 hits · 94 pts
SeverityFileLineSnippetContext
LOWsqlite3_context.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3_opt_unlock_notify.c1// Copyright (C) 2018 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3_trace.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWcallback.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3_libsqlite3.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3_opt_icu.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3-binding.h81#ifndef SQLITE_APICALLCOMMENT
LOWsqlite3-binding.h461#define SQLITE_IOERR 10 /* Some kind of disk I/O error occurred */COMMENT
LOWsqlite3-binding.h501#define SQLITE_ERROR_MISSING_COLLSEQ (SQLITE_ERROR | (1<<8))COMMENT
LOWsqlite3-binding.h521#define SQLITE_IOERR_LOCK (SQLITE_IOERR | (15<<8))COMMENT
LOWsqlite3-binding.h541#define SQLITE_IOERR_BADKEY (SQLITE_IOERR | (35<<8))COMMENT
LOWsqlite3-binding.h561#define SQLITE_READONLY_CANTINIT (SQLITE_READONLY | (5<<8))COMMENT
LOWsqlite3-binding.h601** [sqlite3_open_v2()] has historically been a no-op and might become anCOMMENT
LOWsqlite3-binding.h1241** options are used to enable it.COMMENT
LOWsqlite3-binding.h1261#define SQLITE_FCNTL_TRACE 19COMMENT
LOWsqlite3-binding.h2221#define SQLITE_CONFIG_PAGECACHE 7 /* void*, int sz, int N */COMMENT
LOWsqlite3-binding.h2701#define SQLITE_DBCONFIG_LOOKASIDE 1001 /* void* int int */COMMENT
LOWsqlite3-binding.h3501** the access attempt or NULL if this access attempt is directly fromCOMMENT
LOWsqlite3-binding.h3521#define SQLITE_DROP_VIEW 17 /* View Name NULL */COMMENT
LOWsqlite3-binding.h4401** [[SQLITE_LIMIT_TRIGGER_DEPTH]] ^(<dt>SQLITE_LIMIT_TRIGGER_DEPTH</dt>COMMENT
LOWsqlite3-binding.h8581** prepared to accommodate additional static mutexes.COMMENT
LOWsqlite3-binding.h8681** These constants are the valid operation code parameters usedCOMMENT
LOWsqlite3-binding.h8701#define SQLITE_TESTCTRL_JSON_SELFCHECK 14COMMENT
LOWsqlite3-binding.h9201#define SQLITE_DBSTATUS_LOOKASIDE_HIT 4COMMENT
LOWsqlite3-binding.h11341*/COMMENT
LOWsqlite3-binding.h14341*************************************************************************/COMMENT
LOWsqlite3_windows.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3_other.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3_opt_unlock_notify.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3_usleep_windows.go1// Copyright (C) 2018 G.J.R. Timmer <gjr.timmer@gmail.com>.COMMENT
LOWsqlite3_opt_preupdate_omit.go1// Copyright (C) 2019 G.J.R. Timmer <gjr.timmer@gmail.com>.COMMENT
LOWsqlite3_load_extension.go1// Copyright (C) 2019 Yasuhiro Matsumoto <mattn.jp@gmail.com>.COMMENT
LOWsqlite3ext.h401** (part of the main SQLite library - not an extension) so thatCOMMENT
LOWsqlite3ext.h421#define sqlite3_bind_text16 sqlite3_api->bind_text16COMMENT
LOWsqlite3ext.h441#define sqlite3_column_name16 sqlite3_api->column_name16COMMENT
LOWsqlite3ext.h461#define sqlite3_declare_vtab sqlite3_api->declare_vtabCOMMENT
LOWsqlite3ext.h481#define sqlite3_libversion sqlite3_api->libversionCOMMENT
LOWsqlite3ext.h501#define sqlite3_result_null sqlite3_api->result_nullCOMMENT
LOWsqlite3ext.h521#define sqlite3_value_blob sqlite3_api->value_blobCOMMENT
LOWsqlite3ext.h541#define sqlite3_blob_close sqlite3_api->blob_closeCOMMENT
LOWsqlite3ext.h561#define sqlite3_vfs_register sqlite3_api->vfs_registerCOMMENT
LOWsqlite3ext.h581#define sqlite3_create_function_v2 sqlite3_api->create_function_v2COMMENT
LOWsqlite3ext.h601#define sqlite3_db_readonly sqlite3_api->db_readonlyCOMMENT
LOWsqlite3ext.h621#define sqlite3_reset_auto_extension sqlite3_api->reset_auto_extensionCOMMENT
LOWsqlite3ext.h641#define sqlite3_expanded_sql sqlite3_api->expanded_sqlCOMMENT
LOWsqlite3ext.h661#define sqlite3_str_vappendf sqlite3_api->str_vappendfCOMMENT
LOWsqlite3ext.h681#define sqlite3_filename_database sqlite3_api->filename_databaseCOMMENT
LOWsqlite3ext.h701#define sqlite3_vtab_in_next sqlite3_api->vtab_in_nextCOMMENT
LOWsqlite3ext.h721#define sqlite3_db_status64 sqlite3_api->db_status64COMMENT
LOWsqlite3ext.h741# define SQLITE_EXTENSION_INIT3 /*no-op*/COMMENT
LOWsqlite3_func_crypt.go1// Copyright (C) 2018 G.J.R. Timmer <gjr.timmer@gmail.com>.COMMENT
LOWsqlite3_func_crypt.go21//COMMENT
LOWsqlite3_func_crypt.go41// The built-in version of of sqlite_crypt() uses a simple Caesar-cypher whichCOMMENT
LOWsqlite3_opt_column_metadata.go1//go:build sqlite_column_metadataCOMMENT
LOWsqlite3_opt_userauth.go1// Copyright (C) 2018 G.J.R. Timmer <gjr.timmer@gmail.com>.COMMENT
LOWsqlite3_opt_userauth.go41//COMMENT
LOWsqlite3_opt_userauth.go61 return 1COMMENT
LOWsqlite3_opt_userauth.go81//COMMENT
LOWsqlite3_opt_userauth.go101}COMMENT
LOWsqlite3_opt_userauth.go121 return 1COMMENT
34 more matches not shown…