AI Slop Code RIsk Monitor

etcd-io/etcd

Distributed reliable key-value store for the most critical data of a distributed system

5.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for etcd-io/etcd, a Go project with 52,345 GitHub stars. SynthScan examined 246,045 lines of code across 1257 source files, recording 1266 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 5.2 (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.

5.2
Adjusted Signal
5.2
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
52.3K
Stars
Go
Language
246.0K
Lines of Code
1.3K
Files
1.3K
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 23.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1264 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 22.8/100 · LOW

Which changes need focused human review? 1266 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 3LOW 1263

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 1266 distinct pattern matches across 9 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 Block1238 hits · 1238 pts
SeverityFileLineSnippetContext
LOWdummy.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWetcdutl/ctl.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/main.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/completion_commmand.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/printer_fields.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/common_test.go1// Copyright 2025 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/snapshot_command.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/printer_protobuf.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/printer_table.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/common.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/printer_simple.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/migrate_command.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/printer_json.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/defrag_command.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/hashkv_command_test.go1// Copyright 2026 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/printer.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/version_command.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWetcdutl/etcdutl/hashkv_command.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWetcdutl/snapshot/doc.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWetcdutl/snapshot/v3_snapshot.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWetcdutl/snapshot/v3_snapshot_test.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/benchmark/doc.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/benchmark/main.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/txn_put.go1// Copyright 2017 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/put.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/mvcc.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/watch_latency.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/range.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/util.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/util.go41 // defragTriggerPercent is the shared backing var for each benchmark command'sCOMMENT
LOWtools/benchmark/cmd/mvcc-put.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/doc.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/txn_mixed.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/watch_test.go1// Copyright 2026 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/watch_get.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/lease.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/root.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/watch.go1// Copyright 2015 The etcd AuthorsCOMMENT
LOWtools/benchmark/cmd/stm.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/local-tester/bridge/bridge.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/local-tester/bridge/dispatch.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/testgrid-analysis/main.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWtools/testgrid-analysis/cmd/flaky.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWtools/testgrid-analysis/cmd/data.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWtools/testgrid-analysis/cmd/github.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWtools/testgrid-analysis/cmd/root.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWtools/proto-annotations/main.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWtools/proto-annotations/cmd/etcd_version.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWtools/proto-annotations/cmd/root.go1// Copyright 2021 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-metrics/install_windows.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-metrics/metrics.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-metrics/install_darwin.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-metrics/utils.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-metrics/etcd.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-metrics/install_linux.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-metrics/main.go1// Copyright 2018 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-db/backend.go1// Copyright 2016 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-db/page.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-db/scan.go1// Copyright 2024 The etcd AuthorsCOMMENT
LOWtools/etcd-dump-db/doc.go1// Copyright 2016 The etcd AuthorsCOMMENT
1178 more matches not shown…
Structural Annotation Overuse14 hits · 25 pts
SeverityFileLineSnippetContext
LOWDocumentation/contributor-guide/triage_issues.md21## Step 1 - Find an issue to triageCOMMENT
LOWDocumentation/contributor-guide/triage_issues.md31## Step 2 - Check the issue is validCOMMENT
LOWDocumentation/contributor-guide/triage_issues.md45## Step 3 - Apply the appropriate type of labelCOMMENT
LOWDocumentation/contributor-guide/triage_issues.md104## Step 4 - Define the areas impactedCOMMENT
LOWDocumentation/contributor-guide/triage_issues.md130## Step 5 - Prioritise the issueCOMMENT
LOWDocumentation/contributor-guide/triage_issues.md144## Step 6 - Support new contributorsCOMMENT
LOWDocumentation/contributor-guide/triage_issues.md176## Step 7 - Follow upCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go81 // Step 1: generate configuration for creating clusterCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go90 // Step 2: create the clusterCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go97 // Step 3: run testCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go115 // Step 4: Close the clusterCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go121 // Step 5: Waiting all watch goroutines to exit.COMMENT
LOWscripts/test_lib.sh309# WARNING: This depend on "any" version of the 'binary' that might be trickyCOMMENT
LOWclient/v3/client.go141// NOTE: This method is for internal use of etcd-client library and should not be used as general-purpose logger.COMMENT
Verbosity Indicators5 hits · 11 pts
SeverityFileLineSnippetContext
LOW⚡tests/e2e/v3_curl_maxstream_test.go81 // Step 1: generate configuration for creating clusterCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go90 // Step 2: create the clusterCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go97 // Step 3: run testCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go115 // Step 4: Close the clusterCOMMENT
LOW⚡tests/e2e/v3_curl_maxstream_test.go121 // Step 5: Waiting all watch goroutines to exit.COMMENT
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMscripts/benchmark_test.sh34# Create a directory for etcd data under /tmp/etcdCOMMENT
MEDIUMscripts/test_lib.sh321# This function is only used to run commands that are managed by tools/mod.COMMENT
TODO Padding2 hits · 3 pts
SeverityFileLineSnippetContext
LOWserver/proxy/grpcproxy/cluster.go182 // TODO: implementCOMMENT
LOWpkg/proxy/server.go280// TODO: implement packet reordering from multiple TCP connectionsCOMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMserver/etcdserver/server.go189 // The API/raft component can utilize ClusterVersion to determine ifCOMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWtests/e2e/watch_test.go110 validateWatchDelay(t, c.Watch(ctx, "fake-key", clientv3.WithProgressNotify()), tc.maxWatchDelay)CODE
LOWtests/e2e/watch_test.go147 validateWatchDelay(t, c.Watch(ctx, "fake-key"), tc.maxWatchDelay)CODE
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWscripts/update_dep.sh16# Usage:COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWscripts/update_dep.sh70 # Check if the module is a dependency.COMMENT