AI Slop Code RIsk Monitor

flannel-io/flannel

flannel is a network fabric for containers, designed for Kubernetes

5.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for flannel-io/flannel, a Go project with 9,550 GitHub stars. SynthScan examined 23,887 lines of code across 163 source files, recording 122 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 5.5 (Moderate 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.

5.5
Adjusted Signal
5.5
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
9.6K
Stars
Go
Language
23.9K
Lines of Code
163
Files
122
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 22.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 121 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.1/100 · 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 24.0/100 · LOW

Which changes need focused human review? 122 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 1HIGH 0MEDIUM 0LOW 121

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 122 distinct pattern matches across 2 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 Block121 hits · 121 pts
SeverityFileLineSnippetContext
LOWmain.go1// Copyright 2015 flannel authorsCOMMENT
LOWmain_test.go1// Copyright 2026 flannel authorsCOMMENT
LOWcmd/install_conf/main.go1// Copyright (c) 2026 Flannel AuthorsCOMMENT
LOWchart/kube-flannel/values.yaml21 cniBinDir: "/opt/cni/bin"COMMENT
LOWchart/kube-flannel/values.yaml41 # VXLAN Configs:COMMENT
LOW.github/workflows/codeql-analysis.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/scorecard.yml41 - name: "Run analysis"COMMENT
LOWe2e/connectivity_test.go1//go:build e2eCOMMENT
LOWe2e/rules.go1//go:build e2eCOMMENT
LOWe2e/kube.go1//go:build e2eCOMMENT
LOWe2e/flannel.go1//go:build e2eCOMMENT
LOWe2e/dns_test.go1//go:build e2eCOMMENT
LOWe2e/cluster.go1//go:build e2eCOMMENT
LOWe2e/e2e_suite_test.go1//go:build e2eCOMMENT
LOWe2e/e2e_suite_test.go21//COMMENT
LOWe2e/resilience_test.go1//go:build e2eCOMMENT
LOWfunctional/etcd_test.go1//go:build functionalCOMMENT
LOWfunctional/k8s_test.go1//go:build functionalCOMMENT
LOWfunctional/docker_test.go1//go:build functionalCOMMENT
LOWfunctional/functional_suite_test.go1//go:build functionalCOMMENT
LOWfunctional/functional_suite_test.go21// Run with:COMMENT
LOW.clusterfuzzlite/project.yaml1# Copyright 2024 flannel authorsCOMMENT
LOW.clusterfuzzlite/build.sh1#!/bin/bash -euCOMMENT
LOWpkg/ns/ns.go1//go:build !windowsCOMMENT
LOWpkg/retry/retry.go1// Copyright 2023 flannel authorsCOMMENT
LOWpkg/ipmatch/match_test.go1//go:build !windowsCOMMENT
LOWpkg/ipmatch/match.go1// Copyright 2022 flannel authorsCOMMENT
LOWpkg/utils/utils.go1// Copyright (c) 2026 Flannel AuthorsCOMMENT
LOWpkg/backend/route_network_test.go1// Copyright 2017 flannel authorsCOMMENT
LOWpkg/backend/route_network.go1//go:build !windowsCOMMENT
LOWpkg/backend/simple_network.go1// Copyright 2017 flannel authorsCOMMENT
LOWpkg/backend/common.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/manager.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/route_network_windows.go1// Copyright 2018 flannel authorsCOMMENT
LOWpkg/backend/tencentvpc/tencentvpc.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/tencentvpc/tencentvpc_windows.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/alloc/alloc.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/extension/extension_network.go1// Copyright 2017 flannel authorsCOMMENT
LOWpkg/backend/extension/extension.go1// Copyright 2017 flannel authorsCOMMENT
LOWpkg/backend/udp/udp_windows.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/udp/udp_network_amd64.go1//go:build !windows && !windowsCOMMENT
LOWpkg/backend/udp/proxy_amd64.c1// Copyright 2015 CoreOS, Inc.COMMENT
LOWpkg/backend/udp/proxy_amd64.c21COMMENT
LOWpkg/backend/udp/udp_network.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/udp/udp.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/udp/proxy_amd64.h1// Copyright 2015 CoreOS, Inc.COMMENT
LOWpkg/backend/udp/udp_amd64.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/udp/cproxy_amd64.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/ipip/ipip.go1//go:build !windowsCOMMENT
LOWpkg/backend/ipip/ipip_windows.go1// Copyright 2017 flannel authorsCOMMENT
LOWpkg/backend/vxlan/fuzz_test.go1// Copyright 2024 flannel authorsCOMMENT
LOWpkg/backend/vxlan/vxlan_windows.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/vxlan/vxlan_network_windows.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/vxlan/vxlan_network.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/vxlan/device.go1//go:build !windowsCOMMENT
LOWpkg/backend/vxlan/vxlan.go1// Copyright 2015 flannel authorsCOMMENT
LOWpkg/backend/vxlan/vxlan.go21// The first versions of vxlan for flannel registered the flannel daemon as a handler for both "L2" and "L3" missesCOMMENT
LOWpkg/backend/vxlan/vxlan.go41// listening for any netlink messages anymore. This improves reliability (no problems with timeouts ifCOMMENT
LOWpkg/backend/vxlan/device_windows.go1// Copyright 2018 flannel authorsCOMMENT
LOWpkg/backend/vxlan/vxlan_network_test.go1// Copyright 2026 flannel authorsCOMMENT
61 more matches not shown…
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALpkg/backend/ipsec/ipsec_network.go77 err := n.iked.LoadSharedKey(n.SimpleNetwork.SubnetLease.Attrs.PublicIP.ToIP().String(), n.password)CODE