AI Slop Code Risk Monitor

octelium/octelium

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

A next-gen FOSS self-hosted unified zero trust secure access platform that can operate as a remote access VPN, a ZTNA platform, API/AI/MCP gateway, a PaaS, an ngrok-alternative and a homelab infrastructure.

1.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for octelium/octelium, a Go project with 4,145 GitHub stars. SynthScan examined 426,605 lines of code across 1260 source files, recording 429 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 1.2 (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.

1.2
Adjusted Signal
1.2
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
4.1K
Stars
Go
Language
426.6K
Lines of Code
1.3K
Files
429
Pattern Hits
2026-10-31
Scan Date
0.01
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 4.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 411 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 5.9/100 · LOW

Which changes need focused human review? 429 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 10HIGH 0MEDIUM 0LOW 419

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 429 distinct pattern matches across 3 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 Block411 hits · 411 pts
SeverityFileLineSnippetContext
LOWcluster/vigil/vigil/modes/rdp/webrdp_credssp.h61#endifCOMMENT
LOW…ster/nocturne/nocturne/controllers/nodes/controller.go141COMMENT
LOWoctelium-go/credentials.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/token.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/options.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/grpc_test.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/grpc.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/http_policy_test.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/http_test.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/client.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/environment.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/http.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/token_test.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/doc.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/client_test.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWoctelium-go/errors.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/cluster/cclusterv1/cclusterv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/cluster/cclusterv1/cclusterv1.pb.go21//COMMENT
LOWapis/cluster/coctovigilv1/coctovigilv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/cluster/coctovigilv1/coctovigilv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/cluster/cbootstrapv1/cbootstrapv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/cluster/cbootstrapv1/cbootstrapv1.pb.go41 // DEFAULT defaults to DUAL_STACKCOMMENT
LOWapis/cluster/csecretmanv1/csecretmanv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/cluster/csecretmanv1/csecretmanv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/cluster/cvigilv1/cvigilv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rlockv1/rlockv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rlockv1/rlockv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rpubsubv1/rpubsubv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rpubsubv1/rpubsubv1_grpc.pb.go41// MainServiceClient is the client API for MainService service.COMMENT
LOWapis/rsc/rpubsubv1/rpubsubv1_grpc.pb.go121}COMMENT
LOWapis/rsc/rpubsubv1/rpubsubv1_grpc.pb.go141//COMMENT
LOWapis/rsc/rpubsubv1/rpubsubv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rpubsubv1/rpubsubv1.pb.go201type PublishRequest struct {COMMENT
LOWapis/rsc/rpubsubv1/rpubsubv1.pb.go341type SubscribeRequest struct {COMMENT
LOWapis/rsc/rcorev1/rcorev1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rcorev1/rcorev1.pb.go21//COMMENT
LOWapis/rsc/rcorev1/rcorev1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rcorev1/rcorev1_grpc.pb.go21//COMMENT
LOWapis/rsc/rcachev1/rcachev1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rcachev1/rcachev1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rratelimitv1/rratelimitv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rratelimitv1/rratelimitv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rratelimitv1/rratelimitv1.pb.go141COMMENT
LOWapis/rsc/rmetav1/rmetav1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rmetav1/rmetav1.pb.go21//COMMENT
LOWapis/rsc/rvectorv1/rvectorv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rvectorv1/rvectorv1_grpc.pb.go41)COMMENT
LOWapis/rsc/rvectorv1/rvectorv1_grpc.pb.go141// MainService is a generic vector store. It stores opaque values that areCOMMENT
LOWapis/rsc/rvectorv1/rvectorv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/rsc/rvectorv1/rvectorv1.pb.go41 state protoimpl.MessageState `protogen:"open.v1"`COMMENT
LOWapis/rsc/rvectorv1/rvectorv1.pb.go181 // has a lifecycle: it is the granularity at which entries are deleted atCOMMENT
LOWapis/rsc/rvectorv1/rvectorv1.pb.go421 Collection []byte `protobuf:"bytes,1,opt,name=collection,proto3" json:"collection,omitempty"`COMMENT
LOWapis/main/corev1/corev1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/main/corev1/corev1_grpc.pb.go101)COMMENT
LOWapis/main/authv1/authv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/main/authv1/authv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/main/userv1/userv1.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/main/userv1/userv1.pb.go1621COMMENT
LOWapis/main/userv1/userv1_grpc.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
LOWapis/main/quicv0/quicv0.pb.go1// Copyright Octelium Labs, LLC. All rights reserved.COMMENT
351 more matches not shown…
Hallucination Indicators10 hits · 100 pts
SeverityFileLineSnippetContext
CRITICALcluster/authserver/authserver/websession_test.go145 After(usrT.Session.Status.Authentication.SetAt.AsTime()))CODE
CRITICALcluster/vigil/vigil/modes/postgres/server_test.go581 Match: `ctx.request.postgres.parse.query.startsWith("UPDATE")`,CODE
CRITICALcluster/vigil/vigil/modes/postgres/server_test.go667 Match: `ctx.request.postgres.parse.query.startsWith("UPDATE")`,CODE
CRITICALcluster/vigil/vigil/modes/postgres/server_test.go1158 Match: `ctx.request.postgres.query.query.startsWith("UPDATE")`,CODE
CRITICALcluster/vigil/vigil/modes/postgres/server_test.go1166 Match: `ctx.request.postgres.parse.query.startsWith("UPDATE")`,CODE
CRITICALcluster/vigil/vigil/modes/mysql/server_test.go655 Match: `ctx.request.mysql.query.query.startsWith("UPDATE")`,CODE
CRITICALcluster/vigil/vigil/modes/mysql/server_test.go663 Match: `ctx.request.mysql.prepareStatement.query.startsWith("UPDATE")`,CODE
CRITICALcluster/octovigil/octovigil/apis_test.go740 wantURL = coreC.service.Spec.Config.Upstream.GetUrl()CODE
CRITICALcluster/apiserver/apiserver/user/reliability_test.go178 firstStartedAt := usr.Session.Status.Connection.StartedAt.AsTime()CODE
CRITICAL…ient/octelium/commands/connect/controller/dev_linux.go40 zap.String("mode", c.c.Preferences.LinuxPrefs.ImplementationMode.String()))CODE
Fake / Example Data8 hits · 8 pts
SeverityFileLineSnippetContext
LOW…authserver/authserver/authenticators/fido/fido_test.go173 assert.Equal(t, "user@example.com", wu.WebAuthnName())CODE
LOW…authserver/authserver/authenticators/fido/fido_test.go194 assert.Equal(t, "user@example.com", wu.WebAuthnDisplayName())CODE
LOWcluster/common/apivalidation/apivalidation_test.go285 for _, arg := range []string{"", "invalid", "user@localhost", "user@example.com", "é@example.net", strings.Repeat("a", CODE
LOWcluster/apiserver/apiserver/admin/user_test.go264 Identifier: "user@example.com",CODE
LOWcluster/apiserver/apiserver/admin/user_test.go274 assert.Equal(t, slug.Make("user@example.com"), usr1V.Metadata.SpecLabels["auth-oidc1"])CODE
LOWcluster/apiserver/apiserver/user/service_cfg_test.go260 assert.Equal(t, "dummy-token-authenticated-by-octelium-session", cfg.Users[0].User.Token)CODE
LOWcluster/apiserver/apiserver/user/status_test.go63 Spec: &corev1.User_Spec{Type: typ, Email: "user@example.com"},CODE
LOWcluster/apiserver/apiserver/user/service_cfg.go160 Token: "dummy-token-authenticated-by-octelium-session",CODE