AI Slop Code RIsk Monitor

beego/beego

beego is an open-source, high-performance web framework for the Go programming language.

5.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for beego/beego, a Go project with 32,420 GitHub stars. SynthScan examined 75,612 lines of code across 383 source files, recording 433 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 5.8 (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.

5.8
Adjusted Signal
5.8
Raw Pattern Score
100%
Time Factor
2026-10-05
Last Push
32.4K
Stars
Go
Language
75.6K
Lines of Code
383
Files
433
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 25.1/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 432 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 24.9/100 · LOW

Which changes need focused human review? 433 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 433

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 433 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.

Over-Commented Block422 hits · 420 pts
SeverityFileLineSnippetContext
LOWdoc.go1// Copyright 2020COMMENT
LOWbuild_info.go1// Copyright 2020 astaxieCOMMENT
LOWcore/config/global.go1// Copyright 2020COMMENT
LOWcore/config/fake.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/config.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/config.go21//COMMENT
LOWcore/config/config.go261 return mCOMMENT
LOWcore/config/error.go1// Copyright 2020COMMENT
LOWcore/config/ini_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/global_test.go1// Copyright 2020COMMENT
LOWcore/config/config_test.go1// Copyright 2016 beego Author. All Rights Reserved.COMMENT
LOWcore/config/base_config_test.go1// Copyright 2020COMMENT
LOWcore/config/ini.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/toml/toml.go1// Copyright 2020COMMENT
LOWcore/config/toml/toml_test.go1// Copyright 2020COMMENT
LOWcore/config/xml/xml.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/xml/xml_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/json/json_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/json/json.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/etcd/config.go1// Copyright 2020COMMENT
LOWcore/config/etcd/config_test.go1// Copyright 2020COMMENT
LOWcore/config/yaml/yaml_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/config/yaml/yaml.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/bean/metadata.go1// Copyright 2020COMMENT
LOWcore/bean/factory.go1// Copyright 2020COMMENT
LOWcore/bean/time_type_adapter.go1// Copyright 2020COMMENT
LOWcore/bean/tag_auto_wire_bean_factory.go1// Copyright 2020COMMENT
LOWcore/bean/doc.go1// Copyright 2020COMMENT
LOWcore/bean/time_type_adapter_test.go1// Copyright 2020COMMENT
LOWcore/bean/type_adapter.go1// Copyright 2020COMMENT
LOWcore/bean/context.go1// Copyright 2020COMMENT
LOWcore/bean/tag_auto_wire_bean_factory_test.go1// Copyright 2020COMMENT
LOWcore/admin/profile_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/admin/command.go1// Copyright 2020COMMENT
LOWcore/admin/healthcheck.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/admin/healthcheck.go21// if dc.isConnected() {COMMENT
LOWcore/admin/profile.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/slice.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/secureopen_windows.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/safemap.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/slice_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/caller.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/time.go1// Copyright 2020COMMENT
LOWcore/utils/mail.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/kv.go1// Copyright 2020 beego-devCOMMENT
LOWcore/utils/safemap_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/file_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/rand_test.go1// Copyright 2016 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/caller_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/secureopen.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/debug.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/mail_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/file.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/kv_test.go1// Copyright 2020 beego-devCOMMENT
LOWcore/utils/rand.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/debug_test.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/pagination/utils.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/utils/pagination/paginator.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/logs/log.go1// Copyright 2014 beego Author. All Rights Reserved.COMMENT
LOWcore/logs/log.go21// log.SetLogger("console", "")COMMENT
362 more matches not shown…
Slop Phrases4 hits · 6 pts
SeverityFileLineSnippetContext
LOWcore/config/global.go22// If you want to use specific implementation, don't forget to import it.COMMENT
LOWcore/logs/log.go416// don't forget to register the formatter by invoking RegisterFormatterCOMMENT
LOWserver/web/router.go352// And don't forget to give back context to poolCOMMENT
LOWclient/orm/filter.go22// don't forget to call next(...) inside your FilterCOMMENT
Verbosity Indicators3 hits · 6 pts
SeverityFileLineSnippetContext
LOW⚡core/validation/validation.go434 // Step 1: validate obj itself firstlyCOMMENT
LOW⚡core/validation/validation.go440 // Step 2: Validate struct's struct fieldsCOMMENT
LOWcore/validation/validation.go455 // Step 3: do the recursive validationCOMMENT
Structural Annotation Overuse3 hits · 6 pts
SeverityFileLineSnippetContext
LOW⚡core/validation/validation.go434 // Step 1: validate obj itself firstlyCOMMENT
LOW⚡core/validation/validation.go440 // Step 2: Validate struct's struct fieldsCOMMENT
LOWcore/validation/validation.go455 // Step 3: do the recursive validationCOMMENT
Fake / Example Data1 hit · 2 pts
SeverityFileLineSnippetContext
LOWserver/web/templatefunc.go240// print UrlFor("profile", ":username","John Doe")COMMENT