AI Slop Code RIsk Monitor

ycm-core/YouCompleteMe

A code-completion engine for Vim

11.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ycm-core/YouCompleteMe, a Python project with 25,871 GitHub stars. SynthScan examined 26,176 lines of code across 85 source files, recording 159 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 11.4 (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.

11.4
Adjusted Signal
11.4
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
25.9K
Stars
Python
Language
26.2K
Lines of Code
85
Files
159
Pattern Hits
2026-10-12
Scan Date
0.04
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 39.0/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 135 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 4.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 43.4/100 · MEDIUM

Which changes need focused human review? 159 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 3MEDIUM 62LOW 94

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 159 distinct pattern matches across 10 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.

Self-Referential Comments59 hits · 177 pts
SeverityFileLineSnippetContext
MEDIUM.ycm_extra_conf.py1# This file is NOT licensed under the GPLv3, which is the license for the restCOMMENT
MEDIUMpython/ycm/signature_help.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/youcompleteme.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/vimsupport.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/paths.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/diagnostic_filter.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/hierarchy_tree.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/diagnostic_interface.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/inlay_hints.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/syntax_parse.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/text_properties.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/semantic_highlighting.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/buffer.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/base.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/unsafe_thread_pool_executor.py21# This file provides an UnsafeThreadPoolExecutor, which operates exactly likeCOMMENT
MEDIUMpython/ycm/omni_completer.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/scrolling_range.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/omni_completer_test.py5# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/base_test.py4# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/test_utils.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/signature_help_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/diagnostic_filter_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/event_notification_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/postcomplete_test.py5# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/__init__.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/completion_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/command_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/youcompleteme_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/youcompleteme_test.py1218 # Create the request and make the first poll; we expect no responseCOMMENT
MEDIUMpython/ycm/tests/youcompleteme_test.py1278 # Create the request and make the first poll; we expect no responseCOMMENT
MEDIUMpython/ycm/tests/youcompleteme_test.py1318 # Create the request and make the first poll; we expect no responseCOMMENT
MEDIUMpython/ycm/tests/syntax_parse_test.py4# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/vimsupport_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/vimsupport_test.py230 # Create a two lines buffer whose firstCOMMENT
MEDIUMpython/ycm/tests/vimsupport_test.py244 # Create a two lines buffer whose firstCOMMENT
MEDIUMpython/ycm/tests/vimsupport_test.py259 # Create a two lines buffer whose firstCOMMENT
MEDIUMpython/ycm/tests/diagnostic_interface_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/mock_utils.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/paths_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/client/completion_request_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/client/debug_info_request_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/client/omni_completion_request_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/client/messages_request_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/client/command_request_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/tests/client/base_request_test.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/event_notification.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/ycmd_keepalive.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/debug_info_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/shutdown_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/command_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/inlay_hints_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/completion_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/omni_completion_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/messages_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/signature_help_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/completer_available_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/resolve_completion_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/semantic_tokens_request.py3# This file is part of YouCompleteMe.COMMENT
MEDIUMpython/ycm/client/base_request.py3# This file is part of YouCompleteMe.COMMENT
Over-Commented Block56 hits · 56 pts
SeverityFileLineSnippetContext
LOW.ycm_extra_conf.py1# This file is NOT licensed under the GPLv3, which is the license for the restCOMMENT
LOWpython/ycm/signature_help.py1# Copyright (C) 2011-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/youcompleteme.py1# Copyright (C) 2011-2024 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/youcompleteme.py561 def UpdateWithNewDiagnosticsForFile( self, filepath, diagnostics ):COMMENT
LOWpython/ycm/youcompleteme.py581 # - Use a special buffer for project errorsCOMMENT
LOWpython/ycm/vimsupport.py1# Copyright (C) 2011-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/vimsupport.py821 vim_items = [ prompt ]COMMENT
LOWpython/ycm/paths.py1# Copyright (C) 2015-2017 YouCompleteMe contributors.COMMENT
LOWpython/ycm/diagnostic_filter.py1# Copyright (C) 2016 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/hierarchy_tree.py1# Copyright (C) 2024 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/diagnostic_interface.py1# Copyright (C) 2013-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/inlay_hints.py1# Copyright (C) 2022, YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/syntax_parse.py1# Copyright (C) 2013 Google Inc.COMMENT
LOWpython/ycm/text_properties.py1# Copyright (C) 2020, YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/semantic_highlighting.py1# Copyright (C) 2020, YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/buffer.py1# Copyright (C) 2016, Davit SamvelyanCOMMENT
LOWpython/ycm/base.py1# Copyright (C) 2011, 2012 Google Inc.COMMENT
LOWpython/ycm/omni_completer.py1# Copyright (C) 2011-2019 ycmd contributorsCOMMENT
LOWpython/ycm/scrolling_range.py1# Copyright (C) 2023, YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/tests/omni_completer_test.py1# encoding: utf-8COMMENT
LOWpython/ycm/tests/base_test.py1# Copyright (C) 2013 Google Inc.COMMENT
LOWpython/ycm/tests/test_utils.py1# Copyright (C) 2011-2019 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/signature_help_test.py1# Copyright (C) 2019 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/diagnostic_filter_test.py1# Copyright (C) 2016 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/event_notification_test.py1# Copyright (C) 2015-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/postcomplete_test.py1# encoding: utf-8COMMENT
LOWpython/ycm/tests/__init__.py1# Copyright (C) 2016-2020 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/completion_test.py1# Copyright (C) 2016 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/command_test.py1# Copyright (C) 2016-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/youcompleteme_test.py1# Copyright (C) 2016-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/syntax_parse_test.py1# Copyright (C) 2013 Google Inc.COMMENT
LOWpython/ycm/tests/vimsupport_test.py1# Copyright (C) 2015-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/diagnostic_interface_test.py1# Copyright (C) 2015-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/mock_utils.py1# Copyright (C) 2017 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/paths_test.py1# Copyright (C) 2016-2017 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/client/completion_request_test.py1# Copyright (C) 2015-2019 YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/tests/client/debug_info_request_test.py1# Copyright (C) 2017 YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/tests/client/omni_completion_request_test.py1# Copyright (C) 2020 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/tests/client/messages_request_test.py1# Copyright (C) 2017 YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/tests/client/command_request_test.py1# Copyright (C) 2016 YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/tests/client/base_request_test.py1# Copyright (C) 2017-2018 YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/client/event_notification.py1# Copyright (C) 2013-2018 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/client/ycmd_keepalive.py1# Copyright (C) 2013 Google Inc.COMMENT
LOWpython/ycm/client/debug_info_request.py1# Copyright (C) 2016-2017 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/client/shutdown_request.py1# Copyright (C) 2016 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/client/command_request.py1# Copyright (C) 2013 Google Inc.COMMENT
LOWpython/ycm/client/inlay_hints_request.py1# Copyright (C) 2022, YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/client/completion_request.py1# Copyright (C) 2013-2019 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/client/omni_completion_request.py1# Copyright (C) 2013 Google Inc.COMMENT
LOWpython/ycm/client/messages_request.py1# Copyright (C) 2017 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/client/signature_help_request.py1# Copyright (C) 2019 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/client/completer_available_request.py1# Copyright (C) 2013 Google Inc.COMMENT
LOWpython/ycm/client/resolve_completion_request.py1# Copyright (C) 2020 YouCompleteMe contributorsCOMMENT
LOWpython/ycm/client/semantic_tokens_request.py1# Copyright (C) 2020, YouCompleteMe ContributorsCOMMENT
LOWpython/ycm/client/base_request.py1# Copyright (C) 2013-2018 YouCompleteMe contributorsCOMMENT
LOW.github/workflows/lock_old_issues.yaml21 # pr-lock-inactive-days: '365'COMMENT
Empty Error Handlers3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHpython/ycm/youcompleteme.py534except KeyError:CODE
HIGHpython/ycm/tests/__init__.py102except Exception:CODE
HIGHpython/ycm/tests/__init__.py91except ( URLError, HTTPError ):CODE
AI Slop Vocabulary7 hits · 12 pts
SeverityFileLineSnippetContext
LOWpython/ycm/vimsupport.py185 # In that case, just return 0 rather than spamming an error to the console.COMMENT
LOWpython/ycm/vimsupport.py973 # file is already open and visible, just return that buffer number (and anCOMMENT
MEDIUMpython/ycm/unsafe_thread_pool_executor.py28# it's safe (the aforementioned network requests case).COMMENT
LOWpython/ycm/client/base_request.py100 # up; see Requests docs for details (we just pass the param along).COMMENT
LOWpython/ycm/client/base_request.py125 # up; see Requests docs for details (we just pass the param along).COMMENT
LOWpython/ycm/client/base_request.py142 # up; see Requests docs for details (we just pass the param along).COMMENT
LOWpython/ycm/client/base_request.py151 # up; see Requests docs for details (we just pass the param along).COMMENT
Fake / Example Data11 hits · 12 pts
SeverityFileLineSnippetContext
LOW⚡test/testdata/python/doc.py17 """Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum egestas libero urna, vel sagittis felis condimeSTRING
LOW⚡test/testdata/python/doc.py17 """Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum egestas libero urna, vel sagittis felis condimeSTRING
LOW⚡test/testdata/python/doc.py23 """Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum egestasSTRING
LOW⚡test/testdata/python/doc.py23 """Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vestibulum egestasSTRING
LOWpython/ycm/tests/client/completion_request_test.py230 'extra_menu_info': 'ESPECIALLY LONG EXTRA MENU INFO LOREM IPSUM DOLOR',CODE
LOWpython/ycm/tests/client/completion_request_test.py239 'info' : 'ESPECIALLY LONG EXTRA MENU INFO LOREM IPSUM DOLOR\n\n' +CODE
LOWpython/ycm/tests/client/completion_request_test.py281 'extra_menu_info': 'ESPECIALLY LONG EXTRA MENU INFO LOREM IPSUM DOLOR',CODE
LOWpython/ycm/tests/client/completion_request_test.py288 'menu' : 'ESPECIALLY LONG EXTRA MENU INFO LOREM IPSUM DOLOR',CODE
LOW⚡python/ycm/tests/client/completion_request_test.py306 'extra_menu_info': 'ESPECIALLY LONG METHOD SIGNATURE LOREM IPSUM',CODE
LOW⚡python/ycm/tests/client/completion_request_test.py308 'detailed_info': 'ESPECIALLY LONG METHOD SIGNATURE LOREM IPSUM',CODE
LOW⚡python/ycm/tests/client/completion_request_test.py315 'info' : 'ESPECIALLY LONG METHOD SIGNATURE LOREM IPSUM\n' +CODE
Deep Nesting10 hits · 10 pts
SeverityFileLineSnippetContext
LOWpython/ycm/youcompleteme.py291CODE
LOWpython/ycm/youcompleteme.py891CODE
LOWpython/ycm/vimsupport.py679CODE
LOWpython/ycm/diagnostic_interface.py210CODE
LOWpython/ycm/semantic_highlighting.py111CODE
LOWpython/ycm/tests/test_utils.py660CODE
LOWpython/ycm/tests/test_utils.py615CODE
LOWpython/ycm/tests/event_notification_test.py261CODE
LOWpython/ycm/client/command_request.py164CODE
LOWpython/ycm/client/messages_request.py73CODE
Excessive Try-Catch Wrapping6 hits · 8 pts
SeverityFileLineSnippetContext
LOWpython/ycm/tests/test_utils.py762 except Exception as test_exception:CODE
MEDIUMpython/ycm/tests/test_utils.py759def Wrapper( *args, **kwargs ):CODE
LOWpython/ycm/tests/__init__.py102 except Exception:CODE
MEDIUMpython/ycm/tests/__init__.py97def StopServer( ycm ):CODE
LOWpython/ycm/tests/client/completion_request_test.py38 except Exception:CODE
LOWpython/ycm/client/base_request.py90 except Exception as e:CODE
Unused Imports4 hits · 4 pts
SeverityFileLineSnippetContext
LOWinstall.py3CODE
LOWinstall.py4CODE
LOWinstall.py5CODE
LOWinstall.py6CODE
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWpython/ycm/vimsupport.py1329 # Open the file.COMMENT
LOWpython/ycm/vimsupport.py1387 # Check if those lines correspond to a previous visual selection and if theyCOMMENT
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpython/ycm/tests/test_utils.py417CODE