Blazing fast, structured, leveled logging in Go.
This report presents the forensic synthetic code analysis of uber-go/zap, a Go project with 24,581 GitHub stars. SynthScan v2.0 examined 25,856 lines of code across 160 source files, recording 198 pattern matches distributed across 2 syntactic categories. The overall adjusted score of 7.7 places this repository in the Low AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 198 distinct pattern matches across 2 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | sink.go | 1 | // Copyright (c) 2016-2022 Uber Technologies, Inc. | COMMENT |
| LOW | global.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | config.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | config.go | 41 | Thereafter int `json:"thereafter" yaml:"thereafter"` | COMMENT |
| LOW | config.go | 61 | // level of all loggers descended from this config. | COMMENT |
| LOW | config.go | 81 | EncoderConfig zapcore.EncoderConfig `json:"encoderConfig" yaml:"encoderConfig"` | COMMENT |
| LOW | config.go | 101 | // | COMMENT |
| LOW | config.go | 141 | // NewProductionConfig builds a reasonable default production logging | COMMENT |
| LOW | config.go | 181 | // - The message passed to the log statement. | COMMENT |
| LOW | error.go | 1 | // Copyright (c) 2017 Uber Technologies, Inc. | COMMENT |
| LOW | example_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | example_test.go | 61 | ) | COMMENT |
| LOW | flag.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | increase_level_test.go | 1 | // Copyright (c) 2020 Uber Technologies, Inc. | COMMENT |
| LOW | options.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | options.go | 161 | // WithFatalHook sets a CheckWriteHook to run on fatal logs. | COMMENT |
| LOW | writer_test.go | 1 | // Copyright (c) 2016-2022 Uber Technologies, Inc. | COMMENT |
| LOW | field.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | field.go | 41 | // Skip constructs a no-op field, which is often useful when handling invalid | COMMENT |
| LOW | field.go | 321 | // any object into the logging context, but it's relatively slow and | COMMENT |
| LOW | field.go | 441 | return dictObject(val) | COMMENT |
| LOW | field.go | 461 | // and then call a function on it. | COMMENT |
| LOW | time.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | encoder.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | sink_windows_test.go | 1 | // Copyright (c) 2022 Uber Technologies, Inc. | COMMENT |
| LOW | logger.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | logger.go | 181 | if len(fields) == 0 { | COMMENT |
| LOW | logger_bench_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | sugar_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | common_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | writer.go | 1 | // Copyright (c) 2016-2022 Uber Technologies, Inc. | COMMENT |
| LOW | flag_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | level_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | doc.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | doc.go | 21 | // Package zap provides fast, structured, leveled logging. | COMMENT |
| LOW | doc.go | 41 | // variadic number of key-value pairs. (For more advanced use cases, they also | COMMENT |
| LOW | doc.go | 61 | // | COMMENT |
| LOW | doc.go | 81 | // The simplest way to build a Logger is to use zap's opinionated presets: | COMMENT |
| LOW | doc.go | 101 | // # Extending Zap | COMMENT |
| LOW | level.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | level.go | 41 | ErrorLevel = zapcore.ErrorLevel | COMMENT |
| LOW | level.go | 61 | COMMENT | |
| LOW | http_handler_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | sink_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | leak_test.go | 1 | // Copyright (c) 2021 Uber Technologies, Inc. | COMMENT |
| LOW | http_handler.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | http_handler.go | 41 | // | COMMENT |
| LOW | global_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | sugar.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | sugar.go | 41 | // Unlike the Logger, the SugaredLogger doesn't insist on structured logging. | COMMENT |
| LOW | sugar.go | 81 | return &SugaredLogger{base: base} | COMMENT |
| LOW | sugar.go | 101 | // unsugared.With( | COMMENT |
| LOW | sugar.go | 121 | // Until that occurs, the logger may retain references to objects inside the fields, | COMMENT |
| LOW | encoder_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | stacktrace_ext_test.go | 1 | // Copyright (c) 2016, 2017 Uber Technologies, Inc. | COMMENT |
| LOW | error_test.go | 1 | // Copyright (c) 2017 Uber Technologies, Inc. | COMMENT |
| LOW | config_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | time_test.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | array.go | 1 | // Copyright (c) 2016 Uber Technologies, Inc. | COMMENT |
| LOW | array.go | 101 | // Note that these objects must implement zapcore.ObjectMarshaler directly. | COMMENT |
| 136 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | logger_bench_test.go | 49 | Name: "Jane Doe", | CODE |
| LOW | benchmarks/zap_test.go | 53 | Name: "Jane Doe", | CODE |