AI Slop Code RIsk Monitor

blevesearch/bleve

A modern text/numeric/geo-spatial/vector indexing library for go

4.2 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for blevesearch/bleve, a Go project with 11,233 GitHub stars. SynthScan examined 172,377 lines of code across 790 source files, recording 725 pattern matches distributed across 5 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
2026-10-09
Last Push
11.2K
Stars
Go
Language
172.4K
Lines of Code
790
Files
725
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 18.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 704 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 19.0/100 · LOW

Which changes need focused human review? 725 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 1LOW 724

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 725 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 Block698 hits · 698 pts
SeverityFileLineSnippetContext
LOWquery.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWquery.go21)COMMENT
LOWquery.go41COMMENT
LOWquery.go61// Date strings are parsed using the DateTimeParser configured in theCOMMENT
LOWquery.go81// is used.COMMENT
LOWquery.go141// NewMatchPhraseQuery creates a new Query objectCOMMENT
LOWquery.go181// of text terms.COMMENT
LOWquery.go261// then the query will return documents which contain that IP.COMMENT
LOWindex.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWindex.go181// Index() takes an input value, deduces a DocumentMapping for its type,COMMENT
LOWindex.go201// Nested fields are identified by prefixing with their parent identifier,COMMENT
LOWindex.go221// FieldMapping.Analyzer to know how an analyzer is resolved for a given field.COMMENT
LOWindex.go301 return newIndexUsing("", mapping, upsidedown.Name, Config.DefaultMemKVStore, nil)COMMENT
LOWrescorer_test.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWrescorer_test.go381func verifyFTSRRFResults(t *testing.T, hits search.DocumentMatchCollection) {COMMENT
LOWconfig.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWindex_alias_impl.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWindex_alias_impl.go261 defer rescorer.restoreSearchRequest()COMMENT
LOWmapping_vector.go1// Copyright (c) 2023 Couchbase, Inc.COMMENT
LOWerror.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWsearch_knn_test.go1// Copyright (c) 2023 Couchbase, Inc.COMMENT
LOWexamples_test.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWexamples_test.go461 fmt.Println(searchResults.Hits[2].ID)COMMENT
LOWindex_test.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWrescorer.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWindex_update.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWindex_stats.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWsearch_nested_test.go1// Copyright (c) 2026 Couchbase, Inc.COMMENT
LOWrescorer_knn_test.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWrescorer_knn_test.go181 searchRequest.Explain = falseCOMMENT
LOWquery_bench_test.go1// Copyright (c) 2022 Couchbase, Inc.COMMENT
LOWindex_update_test.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWsearch_no_knn.go1// Copyright (c) 2023 Couchbase, Inc.COMMENT
LOWsearch_no_knn.go41// Fields describes a list of field values whichCOMMENT
LOWsearch.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWsearch_test.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWearlystop_test.go1// Copyright (c) 2026 Couchbase, Inc.COMMENT
LOWconfig_app.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWindex_impl.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWindex_alias_impl_test.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWdoc.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWsearch_knn.go1// Copyright (c) 2023 Couchbase, Inc.COMMENT
LOWindex_meta.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWconfig_disk.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWbuilder.go1// Copyright (c) 2019 Couchbase, Inc.COMMENT
LOWterm_limit_integration_test.go1// Copyright (c) 2026 Couchbase, Inc.COMMENT
LOWindex_alias.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWindex_alias.go21// operations are valid and will be passed throughCOMMENT
LOWbuilder_test.go1// Copyright (c) 2019 Couchbase, Inc.COMMENT
LOWmapping.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWindex_meta_test.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWpre_search.go1// Copyright (c) 2024 Couchbase, Inc.COMMENT
LOWfusion/util.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWfusion/fusion.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWfusion/rrf.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWfusion/rsf.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWfusion/rrf_test.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWfusion/rsf_test.go1// Copyright (c) 2025 Couchbase, Inc.COMMENT
LOWmapping/mapping_test.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
LOWmapping/index.go1// Copyright (c) 2014 Couchbase, Inc.COMMENT
638 more matches not shown…
Fake / Example Data21 hits · 22 pts
SeverityFileLineSnippetContext
LOW⚡search_test.go3485 "text": "lorem ipsum dolor sit amet consectetur adipiscing elit do eiusmod tempor",CODE
LOW⚡search_test.go3485 "text": "lorem ipsum dolor sit amet consectetur adipiscing elit do eiusmod tempor",CODE
LOW⚡search_test.go3494 "text": "lorem ipsum sit amet adipiscing elit do eiusmod",CODE
LOWdocs/create_and_search_your_first_index.md105 "author": "John Doe",CODE
LOWdocs/sort_facet.md62 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md79 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md102 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md124 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md150 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md204 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md221 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md252 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md282 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md322 "match": "lorem ipsum",CODE
LOWdocs/sort_facet.md362 "match": "lorem ipsum",CODE
LOWdocs/hierarchy.md14 "name": "John Doe",CODE
LOWdocs/hierarchy.md18 "street": "123 Main St",CODE
LOWdocs/hierarchy.md64 {"type": "mobile", "number": "555-1234"},CODE
LOWdocs/hierarchy.md65 {"type": "home", "number": "555-5678"}CODE
LOW…ighlight/highlighter/simple/highlighter_simple_test.go71 fieldBytes := []byte(`Lorem ipsum dolor sit amet, consectetur adipiscing elit. Mauris sed semper nulla, sed pellentesquCODE
LOW…ighlight/highlighter/simple/highlighter_simple_test.go71 fieldBytes := []byte(`Lorem ipsum dolor sit amet, consectetur adipiscing elit. Mauris sed semper nulla, sed pellentesquCODE
Structural Annotation Overuse4 hits · 6 pts
SeverityFileLineSnippetContext
LOWdocs/search_autocomplete.md180### Step 1: Create Custom Edge N-gram Token FilterCOMMENT
LOWdocs/search_autocomplete.md209### Step 2: Create Custom AnalyzerCOMMENT
LOWdocs/search_autocomplete.md267### Step 3: Configure Field MappingCOMMENT
LOWdocs/search_autocomplete.md285### Step 4: How It Works in Real SearchCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMdata/test/sample-data.json6,{"title":"Edinburgh/South","name":"Argyle Backpackers","address":"14 Argyle Pl","directions":"The number 41 bus (catch CODE
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsearch_knn.go560 // since the stack is not empty, we need to check if the top of the stackCOMMENT