AI Slop Code RIsk Monitor

bufbuild/buf

The best way of working with Protocol Buffers.

7.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for bufbuild/buf, a Go project with 11,478 GitHub stars. SynthScan examined 210,818 lines of code across 1485 source files, recording 1319 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 7.0 (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.

7.0
Adjusted Signal
7.0
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
11.5K
Stars
Go
Language
210.8K
Lines of Code
1.5K
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 25.8/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 1256 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 5.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 63 finding(s).

PR Review Velocity Impact 29.1/100 · MEDIUM

Which changes need focused human review? 1319 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 64LOW 1255

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 1319 distinct pattern matches across 6 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 Block1251 hits · 1250 pts
SeverityFileLineSnippetContext
LOW.godoclint.yaml1# Configuration file version.COMMENT
LOW.godoclint.yaml21# files that their relative path (with respect to the config file path) does notCOMMENT
LOW.godoclint.yaml41# List of rules to enable *in addition to* the default set.COMMENT
LOW.godoclint.yaml61 - require-docCOMMENT
LOWpackaging/python/buf_bin/__init__.py1# Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWpackaging/python/scripts/generate_wheels.py1# Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/protoc-gen-buf-breaking/breaking.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/buf.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/buf_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/workspace_unix_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/workspace_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/workspace_windows_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/workspace_subdir_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/buf_unix_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/imports_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/breaking/breaking_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/breaking/breaking.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/beta/internal/internal.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…d/buf/internal/command/beta/bufpluginv2/bufpluginv2.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/beta/price/price.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…mmand/beta/registry/webhook/webhooklist/webhooklist.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…d/beta/registry/webhook/webhookdelete/webhookdelete.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…d/beta/registry/webhook/webhookcreate/webhookcreate.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…/command/beta/registry/plugin/pluginpush/pluginpush.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…mand/beta/registry/plugin/plugindelete/plugindelete.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…d/buf/internal/command/beta/bufpluginv1/bufpluginv1.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…rnal/command/beta/bufpluginv1beta1/bufpluginv1beta1.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…d/buf/internal/command/beta/studioagent/studioagent.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/lint/lint.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/lsfiles/lsfiles.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…/command/config/configlslintrules/configlslintrules.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…d/buf/internal/command/config/configinit/configinit.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…internal/command/config/configmigrate/configmigrate.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…nal/command/config/configmigrate/configmigrate_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/config/internal/internal.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…rnal/command/config/configlsmodules/configlsmodules.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…/config/configlsbreakingrules/configlsbreakingrules.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…/sourceedit/sourceeditdeprecate/sourceeditdeprecate.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…buf/internal/command/plugin/pluginprune/pluginprune.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…d/buf/internal/command/plugin/pluginpush/pluginpush.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOW…f/internal/command/plugin/pluginupdate/pluginupdate.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/lsp/lspserve/lspserve.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/lsp/lspserve/debug.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/push/push.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/curl/curl.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/curl/curl.go1421}COMMENT
LOWcmd/buf/internal/command/curl/curl_completion_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/curl/curl_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/dep/depprune/depprune.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/dep/internal/internal.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/dep/depgraph/depgraph.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/dep/depgraph/depgraph_test.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/dep/depupdate/depupdate.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/generate/generate.go1// Copyright 2020-2026 Buf Technologies, Inc.COMMENT
LOWcmd/buf/internal/command/generate/generate.go81 # Use the plugin hosted at buf.build/protocolbuffers/go at version v1.28.1.COMMENT
LOWcmd/buf/internal/command/generate/generate.go121 # The generation strategy to use. There are two options:COMMENT
LOWcmd/buf/internal/command/generate/generate.go141 #COMMENT
LOWcmd/buf/internal/command/generate/generate.go161 # Each override rule specifies an option, the value for this option andCOMMENT
LOWcmd/buf/internal/command/generate/generate.go181 # - php_metadata_namespace_suffixCOMMENT
LOWcmd/buf/internal/command/generate/generate.go241 inputs:COMMENT
1191 more matches not shown…
Decorative Section Separators63 hits · 218 pts
SeverityFileLineSnippetContext
MEDIUMprivate/buf/buflsp/buf_policy_yaml_lsp_test.go293 // ── Top-level keys ──────────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_lsp_test.go320 // ── lint sub-keys ───────────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_lsp_test.go352 // ── breaking sub-keys ───────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_lsp_test.go369 // ── Rule names as values in use/except ──────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_lsp_test.go396 // ── plugin entry keys ───────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_lsp_test.go408 // ── Positions that should return no hover ────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_completion_test.go38 // ── Top-level key completions ──────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_completion_test.go54 // ── lint key completions ───────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_completion_test.go65 // ── breaking key completions ───────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_completion_test.go76 // ── plugins item key completions ───────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_completion_test.go85 // ── Value completions ──────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_completion_test.go101 // ── Sequence value completions (lint.use / lint.except) ────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_policy_yaml_completion_test.go126 // ── Sequence after existing items ─────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_policy_yaml_completion_test.go135 // ── Blank lines between parent and child ──────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_policy_yaml_completion_test.go144 // ── Partial key in breaking block ─────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_policy_yaml_completion_test.go153 // ── Plugin item continuation ───────────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_policy_yaml_completion_test.go163 // ── Bare-parent-key heuristic ─────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_policy_yaml_completion_test.go181 // ── No completions ─────────────────────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go110 // ── module-level lint keys ─────────────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go119 // ── plugins item key completions ───────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go128 // ── policies item key completions ──────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go137 // ── Value completions ──────────────────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go263 // ── Sibling key (except alongside use) ────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go272 // ── Blank lines between parent and child ──────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go281 // ── Partial key in lint block ──────────────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_completion_test.go290 // ── Second module item keys ────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go40 // ── Top-level key completions ──────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go64 // ── lint key completions ───────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go80 // ── breaking key completions ───────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go89 // ── modules item key completions ───────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go160 // ── Sequence value completions (lint.use / lint.except) ────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go199 // ── ignore_only key completions ────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go231 // ── Sequence after existing items ─────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go247 // ── Module-level lint and breaking sequence values ─────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go316 // ── Bare-parent-key heuristic ─────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go357 // ── Existing-key filtering ────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go384 // ── No completions ─────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_completion_test.go412 // ── CRLF line endings ─────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_lsp_test.go349 // ── Top-level keys ──────────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_lsp_test.go376 // ── managed sub-keys ────────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_lsp_test.go393 // ── managed.disable rule keys ───────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_lsp_test.go405 // ── managed.override rule keys ──────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_lsp_test.go417 // ── plugin entry keys ───────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_lsp_test.go474 // ── input entry keys ────────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_lsp_test.go536 // ── Positions that should return no hover ────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_completion_test.go49 // ── Top-level key completions ───────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_completion_test.go73 // ── Plugin key completions ──────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_completion_test.go125 // ── Input key completions ────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_completion_test.go193 // ── Managed key completions ─────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_completion_test.go235 // ── Value completions ────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_completion_test.go286 // ── Bare-parent-key heuristic ─────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_gen_yaml_completion_test.go305 // ── No completions ───────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_lsp_test.go603 // ── Top-level keys ──────────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_lsp_test.go630 // ── Module entry sub-keys ────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_lsp_test.go652 // ── lint sub-keys ────────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_lsp_test.go709 // ── breaking sub-keys ────────────────────────────────────────────────COMMENT
MEDIUMprivate/buf/buflsp/buf_yaml_lsp_test.go741 // ── Rule/category names as values in lint.use ─────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_lsp_test.go758 // ── Rule/category names as values in lint.except ──────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_lsp_test.go765 // ── Rule names as keys in lint.ignore_only ────────────────────────────COMMENT
MEDIUM⚡private/buf/buflsp/buf_yaml_lsp_test.go772 // ── Rule/category names as values in breaking.use ─────────────────────COMMENT
3 more matches not shown…
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMcmd/buf/internal/command/dep/depgraph/depgraph.go189 // We first scaffold a module with no deps populated yet.COMMENT
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWmake/go/scripts/checknolintlint.bash15# Check if nolintlint linter is enabled in configCOMMENT
LOWmake/go/scripts/checknolintlint.bash35# Check if nolintlint is configured according to standards.COMMENT
Verbosity Indicators1 hit · 2 pts
SeverityFileLineSnippetContext
LOWprivate/bufpkg/bufimage/util.go82 // potentialDirPaths are paths that we need to check if they are directoriesCOMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOW…bufpkg/bufimage/bufimagefuzz/bufimagefuzz_unix_test.go43 // To focus on just one test in the corpus, put its file name here. Don't forget to revert before committing.COMMENT