AI Slop Code Risk Monitor

bluenviron/mediamtx

SlopCodeMonitor badge for bluenviron/mediamtx Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Ready-to-use Media-over-QUIC / SRT / WebRTC / RTSP / RTMP / LL-HLS / MPEG-TS / RTP live media server and media proxy that allows to read, publish, proxy, record and playback real-time video and audio streams.

0.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for bluenviron/mediamtx, a Go project with 20,564 GitHub stars. SynthScan examined 110,697 lines of code across 591 source files, recording 54 pattern matches distributed across 1 syntactic category. The legacy adjusted pattern signal is 0.4 (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.

0.4
Adjusted Signal
0.4
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
20.6K
Stars
Go
Language
110.7K
Lines of Code
591
Files
54
Pattern Hits
2026-10-31
Scan Date
0.00
HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 54 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 0.0/100 · LOW

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

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 54 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 0LOW 54

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 54 distinct pattern matches across 1 syntactic category. 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 Block54 hits · 44 pts
SeverityFileLineSnippetContext
LOWmediamtx.yml1###############################################COMMENT
LOWmediamtx.yml21COMMENT
LOWmediamtx.yml41# * MTX_CONN_TYPE: connection typeCOMMENT
LOWmediamtx.yml101# If the HTTP authentication URL has a self-signed or invalid certificate,COMMENT
LOWmediamtx.yml121# ]COMMENT
LOWmediamtx.yml141authJWTAudience:COMMENT
LOWmediamtx.yml161apiAllowOrigins: []COMMENT
LOWmediamtx.yml181# Path to the server certificate.COMMENT
LOWmediamtx.yml201# This can be generated with:COMMENT
LOWmediamtx.yml221playbackAddress: :9996COMMENT
LOWmediamtx.yml261# Port of all UDP-multicast/RTCP listeners. This is needed only when "multicast" is in rtspTransports and encryption is COMMENT
LOWmediamtx.yml281# IPs or CIDRs of proxies placed before the RTSP server.COMMENT
LOWmediamtx.yml301# openssl req -new -x509 -sha256 -key server.key -out server.crt -days 3650COMMENT
LOWmediamtx.yml321# This can be generated with:COMMENT
LOWmediamtx.yml341hlsVariant: lowLatencyCOMMENT
LOWmediamtx.yml361# Directory in which to save segments and non-low-latency playlists.COMMENT
LOWmediamtx.yml381# This covers only the WebRTC handshake, while WebRTC streamsCOMMENT
LOWmediamtx.yml401# Address of a TCP/ICE listener that will receive connections.COMMENT
LOWmediamtx.yml421 # if user is "AUTH_SECRET", then authentication is secret based.COMMENT
LOWmediamtx.yml441###############################################COMMENT
LOWmediamtx.yml461moqServerCert: auto.crtCOMMENT
LOWmediamtx.yml481 # * rtsps+http://user:pass@host:port/path -> the stream is pulled from another RTSP server / camera, with HTTPS tunnelCOMMENT
LOWmediamtx.yml501 # If the source is a URL, and the source TLS certificate is self-signedCOMMENT
LOWmediamtx.yml521 useAbsoluteTimestamp: falseCOMMENT
LOWmediamtx.yml541 alwaysAvailableRecorded: trueCOMMENT
LOWmediamtx.yml561 # # If the destination TLS certificate is self-signedCOMMENT
LOWmediamtx.yml581 recordPath: ./recordings/%path/%Y-%m-%d_%H-%M-%S-%f_%zCOMMENT
LOWmediamtx.yml601 # Allow another client to disconnect the current publisher and publish in its place.COMMENT
LOWmediamtx.yml621 # available values:COMMENT
LOWmediamtx.yml661COMMENT
LOWmediamtx.yml681 rpiCameraHFlip: falseCOMMENT
LOWmediamtx.yml701 # Denoise operating mode (off, cdn_off, cdn_fast, cdn_hq).COMMENT
LOWmediamtx.yml721 rpiCameraFPS: 30COMMENT
LOWmediamtx.yml741 # Text that is printed on each frame.COMMENT
LOWmediamtx.yml761 # M-JPEG quality (0-100).COMMENT
LOWmediamtx.yml781 # This can be used to publish a stream on demand.COMMENT
LOWmediamtx.yml801COMMENT
LOWmediamtx.yml821 # This is terminated with SIGINT when the stream is not online anymore.COMMENT
LOWmediamtx.yml841 # * MTX_QUERY: query parameters (passed by reader) (url-encoded)COMMENT
LOWmediamtx.yml861 runOnRecordSegmentCreate:COMMENT
LOWmediamtx.yml881# for example "~^prefix" will match all paths that start with "prefix".COMMENT
LOWinternal/servers/moq/reader.js61 #state = "running";COMMENT
LOWinternal/defs/api_srt.go41 // The total number of received DATA packets, including retransmitted packetsCOMMENT
LOWinternal/defs/api_srt.go121 // Estimated capacity of the network link, in MbpsCOMMENT
LOWinternal/defs/api_forward_dest.go121 // The total number of data packets considered or reported as lost at the sender side.COMMENT
LOWinternal/defs/api_forward_dest.go161 // Same as packetsReceivedUnique, but expressed in bytes, including payload and all the headers (IP, TCP, SRT)COMMENT
LOWinternal/defs/api_forward_dest.go201 // Maximum Segment Size (MSS), in bytesCOMMENT
LOWinternal/defs/api_static_source.go61// APIStaticSourceTypeSpecificSRT contains type-specific state of SRT static sources.COMMENT
LOWinternal/defs/api_static_source.go141 PacketsFlightSize uint64 `json:"packetsFlightSize"`COMMENT
LOWdocs/2-features/19-hooks.md41 # The following environment variables are available:COMMENT
LOWdocs/2-features/19-hooks.md81```COMMENT
LOWdocs/2-features/19-hooks.md121 # Command to run when the stream is online, which meansCOMMENT
LOWdocs/2-features/19-hooks.md201pathDefaults:COMMENT
LOWdocs/2-features/08-record.md21COMMENT