3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

8.9K

Stars

Language

284.4K

Lines of Code

1.5K

Files

877

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 13.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 855 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 18 finding(s).

PR Review Velocity Impact 16.0/100 · LOW

Which changes need focused human review? 877 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 11MEDIUM 21LOW 843

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 877 distinct pattern matches across 12 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 Block837 hits · 772 pts

Severity	File	Line	Snippet	Context
LOW	cmd/fission-bundle/main.go	141		COMMENT
LOW	cmd/fetcher/app/server.go	121		COMMENT
LOW	cmd/preupgradechecks/applycrds.go	21	// crdFieldManager is the server-side-apply field manager the hook owns. It is	COMMENT
LOW	cmd/preupgradechecks/applycrds.go	41	//	COMMENT
LOW	cmd/preupgradechecks/generateauth.go	21	const (	COMMENT
LOW	cmd/preupgradechecks/generateauth.go	41	// renderer `lookup` returns empty — Argo and Flux run `helm template` — so the	COMMENT
LOW	cmd/preupgradechecks/generateauth.go	121	}	COMMENT
LOW	cmd/preupgradechecks/generateauth.go	161	func newMaster() ([]byte, error) {	COMMENT
LOW	cmd/preupgradechecks/adoptsecrets.go	21	// keepPolicyAnnotation tells Helm never to delete an object it would otherwise	COMMENT
LOW	cmd/preupgradechecks/adoptsecrets.go	41	// it exists in the cluster at delete time, NOT from the stored release	COMMENT
LOW	cmd/builder/app/server.go	41	})	COMMENT
LOW	crds/crds.go	1	// SPDX-FileCopyrightText: The Fission Authors	COMMENT
LOW	test/benchmark/config/scenarios.default.yaml	1	# Default scenario parameters for `fission-benchmark run --config`.	COMMENT
LOW	test/benchmark/config/thresholds.yaml	1	# Absolute pass/fail bounds for `fission-benchmark report --thresholds`.	COMMENT
LOW	test/benchmark/pkg/cluster/hmac.go	21	// topic admin API (/v1/eventing/).	COMMENT
LOW	test/benchmark/pkg/scenario/upgrade_podwatch.go	21		COMMENT
LOW	test/benchmark/pkg/scenario/asyncinvoke.go	21	asyncQueueDepthQuery = `sum(fission_async_queue_depth)`	COMMENT
LOW	test/benchmark/pkg/scenario/upgrade.go	21	fv1 "github.com/fission/fission/pkg/apis/core/v1"	COMMENT
LOW	test/benchmark/pkg/scenario/upgrade.go	41	// fail without an attribution header (e.g. a 404 from a rebuilt-but-empty	COMMENT
LOW	test/benchmark/pkg/scenario/upgrade.go	61	}	COMMENT
LOW	test/benchmark/pkg/scenario/upgrade.go	341	gens[deps.Items[i].Name] = deps.Items[i].Generation	COMMENT
LOW	test/benchmark/pkg/scenario/scenario.go	441		COMMENT
LOW	test/benchmark/pkg/scenario/assets.go	1	// SPDX-FileCopyrightText: The Fission Authors	COMMENT
LOW	test/benchmark/pkg/scenario/upgrade_record.go	21	)	COMMENT
LOW	test/benchmark/pkg/scenario/eventing.go	21	"github.com/fission/fission/test/benchmark/pkg/report"	COMMENT
LOW	test/benchmark/pkg/loadgen/httptarget.go	41	}	COMMENT
LOW	test/integration/testdata/embed.go	1	//go:build integration	COMMENT
LOW	test/integration/testdata/nodejs/state/whoami.js	1	// SPDX-FileCopyrightText: The Fission Authors	COMMENT
LOW	test/integration/suites/common/memory_soak_test.go	21	const (	COMMENT
LOW	test/integration/suites/common/archive_pruner_test.go	21	"github.com/stretchr/testify/require"	COMMENT
LOW	test/integration/suites/common/cors_test.go	21		COMMENT
LOW	test/integration/suites/common/mcp_test.go	21	"github.com/stretchr/testify/require"	COMMENT
LOW	test/integration/suites/common/kubectl_test.go	21	)	COMMENT
LOW	…t/integration/suites/common/function_logs_loki_test.go	21	// TestFunctionLogsLokiCorrelation exercises the RFC-0016 OTLP logging read path	COMMENT
LOW	test/integration/suites/common/streaming_test.go	21	"github.com/fission/fission/test/integration/framework"	COMMENT
LOW	…integration/suites/common/versioned_specialize_test.go	61	// idleTimeoutSeconds is set low (well below the default 120s) so the	COMMENT
LOW	…integration/suites/common/versioning_lifecycle_test.go	1	// SPDX-FileCopyrightText: The Fission Authors	COMMENT
LOW	…integration/suites/common/versioning_lifecycle_test.go	41	// setVersioningCLI opts fnName into RFC-0025 versioning via `fission fn	COMMENT
LOW	…integration/suites/common/versioning_lifecycle_test.go	81	require.LessOrEqualf(t, got, want, "function %q must not mint a version beyond the expected %d during the settle windo	COMMENT
LOW	…integration/suites/common/versioning_lifecycle_test.go	181	// end to end, both its automatic (event-driven) sweep and `fission fn	COMMENT
LOW	…integration/suites/common/versioning_lifecycle_test.go	381	assert.Contains(t, impactOut, aliasName)	COMMENT
LOW	test/integration/suites/common/cli_inspect_test.go	21	// TestCLICommands covers fission CLI commands that had no integration coverage:	COMMENT
LOW	test/integration/suites/common/spec_merge_test.go	21		COMMENT
LOW	test/integration/suites/common/spec_idempotency_test.go	21	"github.com/fission/fission/test/integration/framework"	COMMENT
LOW	test/integration/suites/common/secret_cfgmap_test.go	21	)	COMMENT
LOW	test/integration/suites/common/jvm_jersey_env_test.go	21	// TestJVMJerseyEnv covers the jvm-jersey environment via two paths, merged into	COMMENT
LOW	…st/integration/suites/common/archive_isolation_test.go	21	"github.com/fission/fission/pkg/fission-cli/cmd"	COMMENT
LOW	test/integration/suites/common/canary_alias_test.go	21	)	COMMENT
LOW	test/integration/suites/common/canary_alias_test.go	61	// TestAliasKeyedStateContinuity). Passing byte-identical code left the	COMMENT
LOW	test/integration/suites/common/go_env_test.go	21	"github.com/fission/fission/test/integration/framework"	COMMENT
LOW	test/integration/suites/common/java_env_test.go	21	// TestJavaEnv covers the JVM (Spring Boot) environment via two paths, merged	COMMENT
LOW	test/integration/suites/common/env_runtimeclass_test.go	21	"github.com/fission/fission/test/integration/framework"	COMMENT
LOW	test/integration/suites/common/spec_archive_test.go	21	)	COMMENT
LOW	…/integration/suites/common/idle_objects_reaper_test.go	21		COMMENT
LOW	test/integration/suites/common/env_podspec_test.go	21	)	COMMENT
LOW	test/integration/suites/common/archive_cli_test.go	21	"github.com/stretchr/testify/require"	COMMENT
LOW	test/integration/suites/common/rust_env_test.go	21	// The Rust environment always builds through its builder image: even a single	COMMENT
LOW	…ntegration/suites/common/fn_test_alias_version_test.go	1	// SPDX-FileCopyrightText: The Fission Authors	COMMENT
LOW	…integration/suites/common/package_content_hash_test.go	181	}	COMMENT
LOW	test/integration/suites/common/gateway_test.go	21		COMMENT
777 more matches not shown…

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	crds/v1/fission.io_functions.yaml	') \|\| self.alias.matches(''^[a-z0-9]([-a-z0-9]*[a-z0-9])?$'')' - message: functionref.version must be a valid dns1123 la	STRING
HIGH	crds/v1/fission.io_kuberneteswatchtriggers.yaml	') \|\| self.alias.matches(''^[a-z0-9]([-a-z0-9]*[a-z0-9])?$'')' - message: functionref.version must be a valid dns1123 la	STRING
HIGH	crds/v1/fission.io_timetriggers.yaml	') \|\| self.alias.matches(''^[a-z0-9]([-a-z0-9]*[a-z0-9])?$'')' - message: functionref.version must be a valid dns1123 la	STRING
HIGH	crds/v1/fission.io_httptriggers.yaml	') \|\| self.alias.matches(''^[a-z0-9]([-a-z0-9]*[a-z0-9])?$'')' - message: functionref.version must be a valid dns1123 la	STRING
HIGH	crds/v1/fission.io_functionversions.yaml	') \|\| self.alias.matches(''^[a-z0-9]([-a-z0-9]*[a-z0-9])?$'')' - message: functionref.version must be a valid dns1123 la	STRING
HIGH	crds/v1/fission.io_workflows.yaml	') \|\| self.alias.matches(''^[a-z0-9]([-a-z0-9]*[a-z0-9])?$'')' - message: functionref.version must be a valid dns1123 la	STRING
HIGH	crds/v1/fission.io_messagequeuetriggers.yaml	') \|\| self.alias.matches(''^[a-z0-9]([-a-z0-9]*[a-z0-9])?$'')' - message: functionref.version must be a valid dns1123 la	STRING
HIGH	crds/v1/fission.io_functions.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	crds/v1/fission.io_functionversions.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING
HIGH	crds/v1/fission.io_messagequeuetriggers.yaml	type: string resourcefieldref: description: \|- selects a resource of the container: only resources limits and requests (	STRING

Hallucination Indicators2 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	pkg/apis/core/v1/types.go	1776	// +kubebuilder:validation:XValidation:rule="!has(self.container) \|\| !has(self.container.securityContext) \|\| !has(self.	COMMENT
CRITICAL	pkg/apis/core/v1/types.go	1832	// +kubebuilder:validation:XValidation:rule="!has(self.container) \|\| !has(self.container.securityContext) \|\| !has(self.	COMMENT

Decorative Section Separators8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/examples/terraform/main.tf	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/examples/terraform/main.tf	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/examples/terraform/main.tf	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/examples/terraform/main.tf	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/examples/terraform/main.tf	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/examples/terraform/main.tf	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/examples/terraform/main.tf	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	docs/examples/terraform/main.tf	142	# ---------------------------------------------------------------------------	COMMENT

Modern AI Meta-Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	…c/0029-gitops-native-install-declarative-management.md	165	- `--watch`/builder conflicts (#555) and scaffolding refresh (#1037, #1574) ride along as the DX batch.	CODE
MEDIUM	pkg/webhook/service.go	23	//+kubebuilder:scaffold:imports	COMMENT
MEDIUM	pkg/mcp/tracing.go	8	// Blast-radius note: pkg/mcp serves every MCP client, agentic or not, so	COMMENT
MEDIUM	pkg/fission-cli/cmd/function/publish.go	95	// to util.DefaultWaitTimeout, mirroring util.WaitOn. The poll scaffold	COMMENT
MEDIUM	pkg/fission-cli/cmd/functionalias/resolve_wait.go	30	// scaffold itself is util.PollUntil, shared with util.WaitForCondition and	COMMENT
MEDIUM	pkg/fission-cli/util/wait.go	22	// PollUntil is the shared poll scaffold behind every fission-cli wait loop	COMMENT

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	charts/fission-all/values.yaml	726	## NOTE: replicas alone does not make upgrades seamless on the default cert	COMMENT
MEDIUM	.github/workflows/benchmark.yaml	48	# path (or the benchmark harness) is caught against a real cluster before merge.	COMMENT
MEDIUM	pkg/storagesvc/authz.go	31	// robust to a subDir change between releases. "" maps a legacy id to the	COMMENT
MEDIUM	pkg/fission-cli/cmd/function/run.go	74	// Phase 5 — debugger. Extra published port for delve/debugpy (0 = none).	COMMENT

Self-Referential Comments3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…dejs/spec_archive/specs/fission-deployment-config.yaml	1	# This file is generated by the 'fission spec init' command.	COMMENT
MEDIUM	…nodejs/spec_merge/specs/fission-deployment-config.yaml	1	# This file is generated by the 'fission spec init' command.	COMMENT
MEDIUM	pkg/fission-cli/cmd/spec/init.go	119	msg := []byte("# This file is generated by the 'fission spec init' command.\n" +	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/router/endpointcache/metrics.go	126	// alertable as requested != effective rather than as an absent series.	COMMENT

Redundant / Tautological Comments3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	hack/deploy.sh	17	# Check if kubectl is installed	COMMENT
LOW⚡	hack/deploy.sh	23	# Check if minikube is installed	COMMENT
LOW⚡	hack/deploy.sh	29	# Check if helm is installed	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…integration/testdata/misc/huge_response/generated.json	1502	"about": "Aliqua ex mollit duis cupidatat aliqua mollit. Sunt ea sit culpa sit voluptate fugiat laboris sint. Et ull	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	test/integration/testdata/python/multifile/main.py	2		CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	hack/release.sh	82	echo "Don't forget to push chart repo changes & update CHANGELOG.md"	CODE

fission/fission

Open-Source Code Quality, Security and Technical Debt Review