2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

21.9K

Stars

Language

178.3K

Lines of Code

501

Files

475

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 12.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 474 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 12.5/100 · LOW

Which changes need focused human review? 475 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 474

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 475 distinct pattern matches across 5 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 Block471 hits · 470 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yaml	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	CHANGELOG.md	441	# # By default (i. e. empty list), all restricted peer CIDRs are denied access.	COMMENT
LOW	magefile_windows.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	config-sample.yaml	1	# Copyright 2024 LiveKit, Inc.	COMMENT
LOW	config-sample.yaml	21	redis:	COMMENT
LOW	config-sample.yaml	41	# # file containing trusted root certificates for verification	COMMENT
LOW	config-sample.yaml	61	# WebRTC transports are encrypted and do not require additional encryption	COMMENT
LOW	config-sample.yaml	81	# node_ip: <external-ip-of-node>	COMMENT
LOW	config-sample.yaml	101	# secret: ""	COMMENT
LOW	config-sample.yaml	121	# # manage bandwidth utilization to avoid congestion/loss. Enabled by default	COMMENT
LOW	config-sample.yaml	141	# upstream_enabled: false	COMMENT
LOW	config-sample.yaml	161	# # cap the bytes a subscriber's track retransmits in response to NACKs. Off by default.	COMMENT
LOW	config-sample.yaml	181	# - docker0	COMMENT
LOW	config-sample.yaml	201	# batch_io:	COMMENT
LOW	config-sample.yaml	221	# API key / secret pairs.	COMMENT
LOW	config-sample.yaml	241	# precedence over defaults	COMMENT
LOW	config-sample.yaml	261	# playout_delay:	COMMENT
LOW	config-sample.yaml	281	# this gives us the ability to reliably proxy messages between a signal server and RTC node	COMMENT
LOW	config-sample.yaml	301	# # amount of time added to the timeout after each failure	COMMENT
LOW	config-sample.yaml	321	# # ActiveLevel more than MinPercentile% of the time	COMMENT
LOW	config-sample.yaml	341	# udp_port: 3478	COMMENT
LOW	config-sample.yaml	361	# # proxies whose PROXY header is trusted. connections from any other address are closed, so a	COMMENT
LOW	config-sample.yaml	381	# - 192.168.0.0/16	COMMENT
LOW	config-sample.yaml	401	# # which local port the handler binds, feed the session unauthenticated and easily spoofed traffic,	COMMENT
LOW	config-sample.yaml	421	# sysload_limit: 0.7	COMMENT
LOW	config-sample.yaml	441	# # limit size of room and participant's metadata, 0 for no limit	COMMENT
LOW	magefile.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	magefile_unix.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	bootstrap.sh	1	#!/usr/bin/env bash	COMMENT
LOW	install-livekit.sh	1	#!/usr/bin/env bash	COMMENT
LOW	cmd/server/commands.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	cmd/server/main.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	cmd/server/main_test.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	cmd/test-server/signal.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	cmd/test-server/config.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	cmd/test-server/config.go	61		COMMENT
LOW	cmd/test-server/config.go	81	// whether the region succeeds or fails. It overrides a method's natural	COMMENT
LOW	cmd/test-server/config.go	101	// not indices. When non-empty a pin is in effect: any region whose name is NOT	COMMENT
LOW	cmd/test-server/auth.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	cmd/test-server/auth.go	21	"github.com/livekit/protocol/auth"	COMMENT
LOW	cmd/test-server/handlers.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	cmd/test-server/signal_test.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	cmd/test-server/main.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	test/integration_helpers.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/scenarios.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/signal_message_size_limit_test.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	test/singlenode_test.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/agent.go	1	// Copyright 2024 LiveKit, Inc.	COMMENT
LOW	test/flexfec_upstream_test.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	test/agent_test.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/multinode_test.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/rtx_pairing_integration_test.go	1	// Copyright 2026 LiveKit, Inc.	COMMENT
LOW	test/webhook_test.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/multinode_roomservice_test.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/client/client.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/client/datatrack_writer.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	test/client/trackwriter.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	version/version.go	1	// Copyright 2023 LiveKit, Inc.	COMMENT
LOW	.github/workflows/buildtest.yaml	1	# Copyright 2023 LiveKit, Inc.	COMMENT
LOW	.github/workflows/test-server-docker.yaml	1	# Copyright 2026 LiveKit, Inc.	COMMENT
411 more matches not shown…

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/rtc/transport.go	3411	// Essentially lines like `a=ssrc-group:FID 2231627014 632943048` are processed by this section	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	install-livekit.sh	46	# Check if $INSTALL_PATH exists	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	pkg/rtc/participant.go	3587	// so we need to check if it's migrated and published separately	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	README.md	47	> stt_context_options=STTContextOptions(keyterms=["LiveKit", "Acme Corp"]),	CODE

livekit/livekit

Open-Source Code Quality, Security and Technical Debt Review