1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

7.3K

Stars

Language

232.7K

Lines of Code

1.3K

Files

319

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 6.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 315 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 7.3/100 · LOW

Which changes need focused human review? 319 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 2HIGH 2MEDIUM 3LOW 312

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 319 distinct pattern matches across 8 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 Block305 hits · 304 pts

Severity	File	Line	Snippet	Context
LOW	CHANGELOG.yml	1	# The YAML in this file should contain:	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/batchio.go	1	package quicforwarder	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/config.go	21		COMMENT
LOW	cmd/traffic/cmd/quicforwarder/config.go	41	// to.	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/forwarder.go	121	f.runIngress(ctx)	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/sockbuf.go	1	package quicforwarder	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/metrics.go	21	// dropGarbage means the datagram didn't parse as QUIC packet(s) at all, or	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/migration_test.go	161	return quic.DialAddr(context.Background(), addr, &tls.Config{	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/migration_test.go	261	// does not survive: a rebind that straddles a single connection attempt's own	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/bench_test.go	21	"github.com/quic-go/quic-go"	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/gso_linux.go	21	// the syscall entry/exit overhead, a small fraction of that per-datagram cost. GSO	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/allowlist.go	41	// Allowlist is the forwarder's atomic view of the live manager/agent pod IPs a	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/allowlist.go	121		COMMENT
LOW	cmd/traffic/cmd/quicforwarder/allowlist.go	161	a.readyOnce.Do(func() {	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/router.go	21	// ephemeral -- an attacker cannot make it grow arbitrarily by trickling	COMMENT
LOW	cmd/traffic/cmd/quicforwarder/router.go	41	type backendPicker interface {	COMMENT
LOW	cmd/traffic/cmd/agent/quic.go	21	// created once, in NewState, and lives for the lifetime of the agent process; the	COMMENT
LOW	cmd/traffic/cmd/agent/fileshare_auth.go	81	// attaches as per-RPC credentials on the plaintext, port-forwarded transport (see	COMMENT
LOW	cmd/traffic/cmd/agent/state.go	41	SetGRPCServer(svc *grpc.Server)	COMMENT
LOW	cmd/traffic/cmd/agent/nodeagent_linux.go	41	// nodeConfig is the sidecar Config, augmented with the host PID that each configured	COMMENT
LOW	cmd/traffic/cmd/agent/fwd/wiretap.go	21	// - Each Read on the wiretap consumes one entry in the cache.	COMMENT
LOW	cmd/traffic/cmd/agent/fwd/wiretap.go	221	// - Errors occurring when reading on the tapped request-body will be propagated and cause all wiretaps to be closed.	COMMENT
LOW	cmd/traffic/cmd/agent/tls/portconfig.go	41		COMMENT
LOW	cmd/traffic/cmd/agent/quicserver/listener.go	1	// Package quicserver implements the traffic-agent side of the QUIC listener described in	COMMENT
LOW	cmd/traffic/cmd/agent/quicserver/listener.go	61	// Listener accepts mTLS-authenticated QUIC connections on behalf of the traffic-agent	COMMENT
LOW	cmd/traffic/cmd/manager/service.go	101	// discovery entirely (see GetQuicTunnelEndpoint), so there is nothing for it to	COMMENT
LOW	cmd/traffic/cmd/manager/service.go	1881		COMMENT
LOW	cmd/traffic/cmd/manager/manager.go	221	}	COMMENT
LOW	cmd/traffic/cmd/manager/external.go	21	)	COMMENT
LOW	cmd/traffic/cmd/manager/usg/installid.go	21	)	COMMENT
LOW	cmd/traffic/cmd/manager/quictunnel/discovery.go	41	// serviceWatchResync bounds how stale the Service snapshot can get if a watch	COMMENT
LOW	cmd/traffic/cmd/manager/quictunnel/listener.go	21	)	COMMENT
LOW	cmd/traffic/cmd/manager/quictunnel/listener.go	41	type TunnelHandler func(ctx context.Context, stream tunnel.Stream) error	COMMENT
LOW	cmd/traffic/cmd/manager/quictunnel/ca.go	21		COMMENT
LOW	cmd/traffic/cmd/manager/auth/authorizer.go	81		COMMENT
LOW	cmd/traffic/cmd/manager/auth/external.go	21	// with concurrent reviews.	COMMENT
LOW	cmd/traffic/cmd/manager/auth/clientca.go	21		COMMENT
LOW	cmd/traffic/cmd/manager/state/intercept.go	1281		COMMENT
LOW	cmd/traffic/cmd/manager/state/nodeagent_watch.go	81	// and then watches its pods for further changes, repeating for as long as	COMMENT
LOW	cmd/traffic/cmd/manager/state/state.go	261	}	COMMENT
LOW	cmd/traffic/cmd/manager/state/nodeagent.go	81	}	COMMENT
LOW	cmd/traffic/cmd/manager/state/nodeagent.go	101	// sweep) invokes it only after nodeAgentWanted reports that no claim on the	COMMENT
LOW	cmd/traffic/cmd/manager/state/nodeagent.go	541	// nodeAgentTargets returns one target for every Running & Ready pod of wl	COMMENT
LOW	cmd/traffic/cmd/manager/state/nodeagent.go	701	// criSocket is the container-runtime socket path to mount into the	COMMENT
LOW	cmd/traffic/cmd/manager/state/watcher.go	61	// handlerReg pairs an informer with the registration of the event handler	COMMENT
LOW	cmd/traffic/cmd/manager/mutator/service.go	121	// NodeAgentReaper deletes every node-agent Job the traffic-manager created,	COMMENT
LOW	cmd/traffic/cmd/manager/mutator/watcher.go	361	}	COMMENT
LOW	cmd/traffic/cmd/manager/managerutil/envconfig.go	101	// binds to on all interfaces. Zero (the default) disables the listener.	COMMENT
LOW	cmd/traffic/cmd/manager/managerutil/envconfig.go	121	// restart.	COMMENT
LOW	cmd/traffic/cmd/manager/managerutil/envconfig.go	141		COMMENT
LOW	cmd/traffic/cmd/manager/managerutil/envconfig.go	181	// reads from a single pod before truncating it and reporting the	COMMENT
LOW	cmd/routecontroller/main.go	121	v4 = append(v4, prefix)	COMMENT
LOW	cmd/routecontroller/main.go	141	// The forward hook only affects traffic forwarded through the host (i.e. pod	COMMENT
LOW	build-aux/unparsable-packages.yaml	1	# Packages whose licenses cannot be auto-detected by go-mkopensource.	COMMENT
LOW	build-aux/genversion/main.go	1	// Copyright 2021 Datawire. All rights reserved.	COMMENT
LOW	charts/telepresence-oss/values.yaml	1	################################################################################	COMMENT
LOW	charts/telepresence-oss/values.yaml	41	# coverage hostPath in test clusters or injecting a sidecar's shared	COMMENT
LOW	charts/telepresence-oss/values.yaml	81	# mode controls how strictly the traffic-manager enforces caller authentication:	COMMENT
LOW	charts/telepresence-oss/values.yaml	101	# kube-system to the stock extension-apiserver-authentication-reader	COMMENT
LOW	charts/telepresence-oss/values.yaml	121	# grant (connections to connect, attachments to attach).	COMMENT
245 more matches not shown…

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/client/cli/setup/interview.go	190	naMaybe := iv.Facts.NodeAgent.Viable.Verdict.Likely()	CODE
CRITICAL	pkg/client/cli/setup/interview.go	387	cmAvailable := iv.Facts.External.CertManager.Verdict.Likely()	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	cmd/traffic/cmd/agent/containerstate_test.go	43	// set as requested, so newPortHandler's defaultTarget selection can be	COMMENT
HIGH	pkg/agentconfig/sidecar_test.go	97	// intercept's TargetPortNumeric set as requested, mirroring the fake-Config pattern used	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	test-infra/aws-vpn/pki.sh	18	#--------------------------------------------------------------------------------------	COMMENT
MEDIUM	test-infra/aws-vpn/pki.sh	32	#--------------------------------------------------------------------------------------	COMMENT

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	docs/howtos/client-rbac.md	25	## Step 1: drop the discovery and diagnostic grants	COMMENT
LOW	docs/howtos/client-rbac.md	53	## Step 2: enforce authentication	COMMENT
LOW	docs/howtos/client-rbac.md	70	## Step 3: authorize with Telepresence's own grants	COMMENT
LOW	docs/howtos/client-rbac.md	154	## Step 4: Direct Connect, no Kubernetes API access at all	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yaml	268	# Create a temporary keychain	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	pkg/client/docker/daemon_test.go	160	// TODO: Add test cases.	COMMENT
LOW	pkg/client/cli/daemon/identifier_test.go	68	// TODO: Add test cases.	COMMENT

Example Usage Blocks1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	pkg/client/cli/cmd/usage.go	122	usageMarkdown = `### Usage:	CODE

telepresenceio/telepresence

Open-Source Code Quality, Security and Technical Debt Review