AI Slop Code RIsk Monitor

OvenMediaLabs/OvenMediaEngine

OvenMediaEngine (OME) is a Sub-Second Latency Live Streaming Server with Large-Scale and High-Definition. #WebRTC #LLHLS

4.8 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for OvenMediaLabs/OvenMediaEngine, a C++ project with 3,288 GitHub stars. SynthScan examined 336,781 lines of code across 1814 source files, recording 1473 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 4.8 (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.

4.8
Adjusted Signal
4.8
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
3.3K
Stars
C++
Language
336.8K
Lines of Code
1.8K
Files
1.5K
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 19.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1425 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 3 finding(s).

Agent Over-Engineering Ratio 2.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 45 finding(s).

PR Review Velocity Impact 21.1/100 · LOW

Which changes need focused human review? 1473 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 62LOW 1411

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 1473 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.

Over-Commented Block1382 hits · 1369 pts
SeverityFileLineSnippetContext
LOWCMakeLists.txt21 LANGUAGES C CXXCOMMENT
LOWmisc/install_xma_driver.sh1#!/bin/bashCOMMENT
LOWmisc/ome_launcher.sh1#!/bin/bashCOMMENT
LOWmisc/install_nvidia_driver.sh1#!/usr/bin/env bashCOMMENT
LOWdocs/preview.sh1#!/usr/bin/env bashCOMMENT
LOWdocs/preview.sh21# usable: Docusaurus content-docs mis-reads its registry when itsCOMMENT
LOWsrc/CMakeLists.txt1#COMMENT
LOWsrc/mediarouter/mediarouter_nomalize.h1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_nomalize.h21#include "modules/bitstream/av1/av1_decoder_configuration_record.h"COMMENT
LOWsrc/mediarouter/mediarouter_event_generator.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_application.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_application.h1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_stats.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_nomalize.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_nomalize.cpp1061 av1_config->SetChromaSubsamplingX(summary.chroma_subsampling_x);COMMENT
LOWsrc/mediarouter/mediarouter_alert.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_stream.h1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_stream.h21#include "base/mediarouter/media_type.h"COMMENT
LOWsrc/mediarouter/mediarouter_alert.h1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_stats.h1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter.h1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_stream.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_stream.cpp21// Outbound Stream processCOMMENT
LOWsrc/mediarouter/mediarouter_stream_tap.h1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_test.cpp1//==============================================================================COMMENT
LOWsrc/mediarouter/mediarouter_test.cpp21{COMMENT
LOWsrc/mediarouter/mediarouter_event_generator.h1//==============================================================================COMMENT
LOWsrc/mediarouter/events/mediarouter_event_info.h1//==============================================================================COMMENT
LOWsrc/mediarouter/events/mediarouter_event_info.cpp1//==============================================================================COMMENT
LOWsrc/config/config.h1//==============================================================================COMMENT
LOWsrc/config/config_logger_loader.h1//==============================================================================COMMENT
LOWsrc/config/config_manager.cpp1//==============================================================================COMMENT
LOWsrc/config/config_loader_test.cpp1//==============================================================================COMMENT
LOWsrc/config/config_converter.h1//==============================================================================COMMENT
LOWsrc/config/config_converter.cpp1//==============================================================================COMMENT
LOWsrc/config/config_private.h1//==============================================================================COMMENT
LOWsrc/config/config_loader.h1//==============================================================================COMMENT
LOWsrc/config/config_manager.h1//==============================================================================COMMENT
LOWsrc/config/utilities/config_macro_converter.h1//==============================================================================COMMENT
LOWsrc/config/utilities/config_utility.h1//==============================================================================COMMENT
LOWsrc/config/utilities/config_macro_converter.cpp1//==============================================================================COMMENT
LOWsrc/config/items/items.h1//==============================================================================COMMENT
LOWsrc/config/items/items.h21#include "common/singular_port.h"COMMENT
LOWsrc/config/items/server.h1//==============================================================================COMMENT
LOWsrc/config/items/alert/rules/rules.h1//=============================================================================COMMENT
LOWsrc/config/items/managers/managers.h1//==============================================================================COMMENT
LOWsrc/config/items/managers/api/api.h1//==============================================================================COMMENT
LOWsrc/config/items/virtual_hosts/virtual_host.h1//==============================================================================COMMENT
LOW…fig/items/virtual_hosts/access_control/signed_policy.h1//==============================================================================COMMENT
LOW…tems/virtual_hosts/access_control/admission_webhooks.h1//==============================================================================COMMENT
LOW…/config/items/virtual_hosts/applications/application.h1//==============================================================================COMMENT
LOW…al_hosts/applications/output_profiles/output_profile.h1//=============================================================================COMMENT
LOW…l_hosts/applications/output_profiles/output_profiles.h1//=============================================================================COMMENT
LOW…ications/output_profiles/playlist/rendition_template.h1//==============================================================================COMMENT
LOW…applications/output_profiles/playlist/audio_template.h1//==============================================================================COMMENT
LOW…osts/applications/output_profiles/playlist/rendition.h1//==============================================================================COMMENT
LOW…applications/output_profiles/playlist/video_template.h1//==============================================================================COMMENT
LOW…hosts/applications/output_profiles/playlist/playlist.h1//==============================================================================COMMENT
LOW…sts/applications/output_profiles/track_set/track_set.h1//==============================================================================COMMENT
1322 more matches not shown…
Decorative Section Separators45 hits · 168 pts
SeverityFileLineSnippetContext
MEDIUMCMakeLists.txt3# ==============================================================================COMMENT
MEDIUMCMakeLists.txt6# ==============================================================================COMMENT
MEDIUMCMakeLists.txt24# ==============================================================================COMMENT
MEDIUMCMakeLists.txt26# ------------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt37# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt68# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt70# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt79# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt81# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt147# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt149# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt155# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt157# ==============================================================================COMMENT
MEDIUM⚡CMakeLists.txt159# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡CMakeLists.txt163# ---------------------------------------------------------------------------COMMENT
MEDIUMCMakeLists.txt232# ==============================================================================COMMENT
MEDIUMCMakeLists.txt234# ==============================================================================COMMENT
MEDIUMmisc/ome_launcher.sh2#==============================================================================COMMENT
MEDIUMmisc/ome_launcher.sh9#==============================================================================COMMENT
MEDIUMmisc/ome_docker_launcher.sh2#==============================================================================COMMENT
MEDIUMmisc/ome_docker_launcher.sh9#==============================================================================COMMENT
MEDIUM⚡src/CMakeLists.txt7# ==============================================================================COMMENT
MEDIUM⚡src/CMakeLists.txt9# ==============================================================================COMMENT
MEDIUM⚡src/CMakeLists.txt15# ==============================================================================COMMENT
MEDIUM⚡src/CMakeLists.txt17# ==============================================================================COMMENT
MEDIUMsrc/CMakeLists.txt28# ==============================================================================COMMENT
MEDIUMsrc/CMakeLists.txt30# ==============================================================================COMMENT
MEDIUMsrc/transcoder/transcoder_composite.h99 // ─── Type aliases ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/transcoder/transcoder_composite.h114 // ─── Lifecycle ───────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/transcoder/transcoder_composite.h159 // ─── Link-map accessors ──────────────────────────────────────────────────COMMENT
MEDIUMsrc/transcoder/transcoder_composite.h165 // ─── Composite query helpers ─────────────────────────────────────────────COMMENT
MEDIUM⚡src/third_party/CMakeLists.txt5# ==============================================================================COMMENT
MEDIUM⚡src/third_party/CMakeLists.txt7# ==============================================================================COMMENT
MEDIUM⚡src/third_party/CMakeLists.txt16# ==============================================================================COMMENT
MEDIUM⚡src/third_party/CMakeLists.txt18# ==============================================================================COMMENT
MEDIUMsrc/main/CMakeLists.txt9# ==============================================================================COMMENT
MEDIUMsrc/main/CMakeLists.txt11# ==============================================================================COMMENT
MEDIUM⚡src/main/CMakeLists.txt32# ==============================================================================COMMENT
MEDIUM⚡src/main/CMakeLists.txt39# ==============================================================================COMMENT
MEDIUM⚡src/main/CMakeLists.txt45# ==============================================================================COMMENT
MEDIUM⚡src/main/CMakeLists.txt47# ==============================================================================COMMENT
MEDIUMsrc/main/CMakeLists.txt73# ==============================================================================COMMENT
MEDIUMsrc/main/CMakeLists.txt75# ==============================================================================COMMENT
MEDIUMsrc/main/CMakeLists.txt99# ==============================================================================COMMENT
MEDIUMsrc/main/CMakeLists.txt101# ==============================================================================COMMENT
Slop Phrases14 hits · 28 pts
SeverityFileLineSnippetContext
MEDIUMsrc/third_party/pugixml-1.9/docs/quickstart.html559<p>The complete pugixml source consists of three files - one source file, <code>pugixml.cpp</code>, and two header filesCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/quickstart.html648<p>Parsing result object can be implicitly converted to <code>bool</code>; if you do not want to handle parsing errors tCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/quickstart.html777<p>If your C&#43;&#43; compiler supports range-based for-loop (this is a C&#43;&#43;11 feature, at the time of writing iCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/quickstart.html987<p>To enhance interoperability pugixml provides functions for saving document to any object which implements C&#43;&#43;CODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html816<p>The complete pugixml source consists of three files - one source file, <code>pugixml.cpp</code>, and two header filesCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html876<p>In addition to adding pugixml project to your workspace, you&#8217;ll have to make sure that your application links wCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html1182<code>xml_document</code> is the owner of the entire document structure; it is a non-copyable class. The interface of <cCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html1690<p>In addition to the status code, parsing result has an <code>offset</code> member, which contains the offset of last sCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html2034Apart from structural information (parent, child nodes, attributes), nodes can have name and value, both of which are stCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html2212If your C&#43;&#43; compiler supports range-based for-loop (this is a C&#43;&#43;11 feature, at the time of writing it&#CODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html2587As discussed before, nodes can have name and value, both of which are strings. Depending on node type, name or value mayCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html2947With the help of previously described functions, it is possible to create trees with any contents and structure, includiCODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html3178<p>To enhance interoperability pugixml provides functions for saving document to any object which implements C&#43;&#43;CODE
MEDIUMsrc/third_party/pugixml-1.9/docs/manual.html3762<p>If you&#8217;re using query objects, you can change the variable values before <code>evaluate</code>/<code>select</coCODE
Structural Annotation Overuse8 hits · 14 pts
SeverityFileLineSnippetContext
LOWdocs/subtitles/realtime-speech-to-text.md67### Step 1: Preload Models (Server.xml)COMMENT
LOWdocs/subtitles/realtime-speech-to-text.md112### Step 2: Define Subtitle RenditionsCOMMENT
LOWdocs/subtitles/realtime-speech-to-text.md135### Step 3: Configure STT in OutputProfilesCOMMENT
LOWsrc/transcoder/transcoder_stream.h219 // Step 1: Decode (Decode a frame from given packets)COMMENT
LOW⚡src/transcoder/transcoder_stream.h232 // Step 2: Filter (resample/rescale the decoded frame)COMMENT
LOW⚡src/transcoder/transcoder_stream.h237 // Step 3: Encode (Encode the filtered frame to packets)COMMENT
LOWsrc/modules/rtp_rtcp/rtp_depacketizer_av1.cpp23 // Step 1: reassemble OBU elements across packets. Z continues the previous packet's lastCOMMENT
LOWsrc/modules/rtp_rtcp/rtp_depacketizer_av1.cpp141 // Step 2: rewrite each OBU into the low-overhead bitstream format (obu_has_size_field == 1).COMMENT
Verbosity Indicators7 hits · 12 pts
SeverityFileLineSnippetContext
LOWsrc/providers/multiplex/multiplex_application.cpp151 // so we need to check if file is really deleted by checking ENOENT 3 timesCOMMENT
LOWsrc/providers/scheduled/scheduled_application.cpp96 // so we need to check if file is really deleted by checking ENOENT 3 timesCOMMENT
LOWsrc/transcoder/transcoder_stream.h219 // Step 1: Decode (Decode a frame from given packets)COMMENT
LOW⚡src/transcoder/transcoder_stream.h232 // Step 2: Filter (resample/rescale the decoded frame)COMMENT
LOW⚡src/transcoder/transcoder_stream.h237 // Step 3: Encode (Encode the filtered frame to packets)COMMENT
LOWsrc/modules/rtp_rtcp/rtp_depacketizer_av1.cpp23 // Step 1: reassemble OBU elements across packets. Z continues the previous packet's lastCOMMENT
LOWsrc/modules/rtp_rtcp/rtp_depacketizer_av1.cpp141 // Step 2: rewrite each OBU into the low-overhead bitstream format (obu_has_size_field == 1).COMMENT
AI Slop Vocabulary5 hits · 11 pts
SeverityFileLineSnippetContext
LOWsrc/third_party/pugixml-1.9/docs/quickstart.html562<p>The easiest way to build pugixml is to compile the source file, <code>pugixml.cpp</code>, along with the existing libCODE
LOWsrc/third_party/pugixml-1.9/docs/manual.html821<p>The easiest way to build pugixml is to compile the source file, <code>pugixml.cpp</code>, along with the existing libCODE
MEDIUMsrc/publishers/llhls/llhls_test.cpp302 // A key rotation is seamless: no discontinuity tagCOMMENT
MEDIUMsrc/publishers/llhls/llhls_chunklist.cpp272 // seamless, so the chunklist must not infer a discontinuity from the versionCOMMENT
MEDIUM…les/containers/mpegts/mpegts_datagram_reorder_buffer.h33 // The joint check is what makes this robust. The counter is only 4 bits, so a high-rate PIDCOMMENT
Redundant / Tautological Comments7 hits · 10 pts
SeverityFileLineSnippetContext
LOWmisc/simple_signed_policy_url_generator.sh33# Check if BASE_URL has a question markCOMMENT
LOWmisc/signed_policy_url_generator.sh29# Check if BASE_URL has a question markCOMMENT
LOWmisc/ome_docker_launcher.sh213# Check if the configuration files already existCOMMENT
LOWmisc/ome_docker_launcher.sh230# Check if the container is runningCOMMENT
LOWmisc/ome_docker_launcher.sh269 # Check if the configuration file existsCOMMENT
LOWmisc/install_nvidia_driver.sh316 # Check if the OS version is supportedCOMMENT
LOWmisc/install_nvidia_driver.sh351 # Check if the OS version is supportedCOMMENT
TODO Padding2 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/base/ovlibrary/data.h242 // TODO: implement network byte orderCOMMENT
LOWsrc/base/ovlibrary/data.h251 // TODO: implement network byte orderCOMMENT
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/config/engine/data_source.cpp818 Json::Value dummy_value;CODE
LOWsrc/config/engine/data_source.cpp819 auto include_file_pattern = GetValue(ValueType::Attribute, "include", false, false, &dummy_value, "");CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWmisc/generate_signed_policy.py5CODE