1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

16.9K

Stars

Language

79.3K

Lines of Code

371

Files

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 4.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 89 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 96 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 1LOW 95

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 96 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 Block84 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW	settingengine.go	221	// it only works if DetachDataChannels is enabled.	COMMENT
LOW	settingengine.go	321		COMMENT
LOW	settingengine.go	341	// The public IP address will be used for the host candidate in the SDP.	COMMENT
LOW	icecandidatetype.go	21	// candidate obtained by binding to a specific port from an IP address on	COMMENT
LOW	peerconnectionstate.go	21	// "checking" state and none of them is in the "failed" state.	COMMENT
LOW	datachannel_js.go	301	// value, it will not change.	COMMENT
LOW	configuration.go	1	// SPDX-FileCopyrightText: 2026 The Pion community <https://pion.ly>	COMMENT
LOW	configuration.go	21		COMMENT
LOW	configuration.go	41	// handshake, which establishes which certificates are allowed. The	COMMENT
LOW	bundlepolicy.go	21		COMMENT
LOW	offeransweroptions.go	1	// SPDX-FileCopyrightText: 2026 The Pion community <https://pion.ly>	COMMENT
LOW	peerconnection_js.go	181	// if len(configuration.Certificates) != len(existingConfiguration.Certificates) {	COMMENT
LOW	mimetype.go	1	// SPDX-FileCopyrightText: 2026 The Pion community <https://pion.ly>	COMMENT
LOW	mimetype.go	21	MimeTypeVP9 = "video/VP9"	COMMENT
LOW	track_local.go	101		COMMENT
LOW	webrtc.go	1	// SPDX-FileCopyrightText: 2026 The Pion community <https://pion.ly>	COMMENT
LOW	datachannelinit.go	1	// SPDX-FileCopyrightText: 2026 The Pion community <https://pion.ly>	COMMENT
LOW	stats.go	341	FIRCount uint32 `json:"firCount"`	COMMENT
LOW	stats.go	361	// can be calculated by dividing the JitterBufferDelay with the JitterBufferEmittedCount.	COMMENT
LOW	stats.go	381		COMMENT
LOW	stats.go	401	// Does not exist for video.	COMMENT
LOW	stats.go	441	// TotalDecodeTime is the total number of seconds that have been spent decoding the FramesDecoded	COMMENT
LOW	stats.go	521		COMMENT
LOW	stats.go	541		COMMENT
LOW	stats.go	561	AverageRTCPInterval float64 `json:"averageRtcpInterval"`	COMMENT
LOW	stats.go	581	FramesReceived uint32 `json:"framesReceived"`	COMMENT
LOW	stats.go	601		COMMENT
LOW	stats.go	701		COMMENT
LOW	stats.go	761	// been discarded due to socket errors, i.e. a socket error occurred when handing	COMMENT
LOW	stats.go	781	// which the statistics were generated by the local endpoint.	COMMENT
LOW	stats.go	801	// FrameHeight represents the height of the last encoded frame. The resolution of the	COMMENT
LOW	stats.go	821		COMMENT
LOW	stats.go	841	// a packet is emitted from the RTP packetizer until it is handed over to the OS network socket.	COMMENT
LOW	stats.go	861	// The counter is initially zero and increases when the resolution goes up or down.	COMMENT
LOW	stats.go	1081	// PacketsSent is the total number of RTP packets sent for this SSRC.	COMMENT
LOW	stats.go	1101	// reasons, including full buffer or no available memory.	COMMENT
LOW	stats.go	1161	// by inspecting the same underlying object.	COMMENT
LOW	stats.go	1221	// the sound pressure level from 0 dBov.	COMMENT
LOW	stats.go	1241	EchoReturnLoss float64 `json:"echoReturnLoss"`	COMMENT
LOW	stats.go	1341	// Timestamp is the timestamp associated with this object.	COMMENT
LOW	stats.go	1361	SynthesizedSamplesDuration float64 `json:"synthesizedSamplesDuration"`	COMMENT
LOW	stats.go	1401	// Type is the object's StatsType	COMMENT
LOW	stats.go	1561	//	COMMENT
LOW	stats.go	1581	// V bit in the extension header, as defined in [RFC6464].	COMMENT
LOW	stats.go	1601	TotalSamplesSent uint64 `json:"totalSamplesSent"`	COMMENT
LOW	stats.go	1621		COMMENT
LOW	stats.go	1641		COMMENT
LOW	stats.go	1661	// e.g slide changes in the streamed presentation. If a huge frame is also a key frame,	COMMENT
LOW	stats.go	1761	// Type is the object's StatsType	COMMENT
LOW	stats.go	1781	// is 0.5, the AudioLevel is expected to be half that value.	COMMENT
LOW	stats.go	1801	// Can be used with TotalAudioEnergy to compute an average audio level over different intervals.	COMMENT
LOW	stats.go	1821	JitterBufferDelay float64 `json:"jitterBufferDelay"`	COMMENT
LOW	stats.go	1861	// FrameWidth represents the width of the last processed frame for this track.	COMMENT
LOW	stats.go	1881	//	COMMENT
LOW	stats.go	1901		COMMENT
LOW	stats.go	2141	Type StatsType `json:"type"`	COMMENT
LOW	stats.go	2181	// not including headers or padding.	COMMENT
LOW	stats.go	2201		COMMENT
LOW	stats.go	2221	// that are sent in order to verify consent. The average round trip time can	COMMENT
LOW	stats.go	2241	// IP or other transport layers like TCP or UDP. It is similar to the TIAS defined	COMMENT
24 more matches not shown…

Fake / Example Data7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	peerconnection_js_test.go	81	Credential: "placeholder",	CODE
LOW	peerconnection_js_test.go	87	Credential: "placeholder",	CODE
LOW	iceserver_test.go	26	Credential: "placeholder",	CODE
LOW	iceserver_test.go	32	Credential: "placeholder",	CODE
LOW⚡	iceserver_test.go	99	[]byte(`{"urls":"NOTAURL","username":"unittest","credential":"placeholder","credentialType":"password"}`),	CODE
LOW⚡	iceserver_test.go	100	[]byte(`{"urls":["turn:[2001:db8:1234:5678::1]?transport=udp"],"username":"unittest","credential":"placeholder","cred	CODE
LOW⚡	iceserver_test.go	101	[]byte(`{"urls":["turn:[2001:db8:1234:5678::1]?transport=udp"],"username":6,"credential":"placeholder","credentialTyp	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	sdp.go	114	// Essentially lines like `a=ssrc-group:FID 2231627014 632943048` are processed by this section	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	examples/sctp-interleaving-inspect/index.html	344	function waitForIceGatheringComplete(peer) {	CODE
LOW	examples/sctp-interleaving-inspect/index.html	452	function recordServerPressureProbe(message) {	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	gathering_complete_promise.go	21	// promise might have been created after the gathering is finished. Therefore, we need to check if the ICE gathering	COMMENT

Redundant / Tautological Comments1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	28	- godot # Check if comments end in a period	CODE

pion/webrtc

Open-Source Code Quality, Security and Technical Debt Review