0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-27

Last Push

2.5K

Stars

Language

94.3K

Lines of Code

378

Files

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 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 38 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

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

Agent Over-Engineering Ratio 1.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 4.0/100 · LOW

Which changes need focused human review? 52 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 12LOW 40

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 52 distinct pattern matches across 7 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.

Decorative Section Separators10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	install.sh	24	# ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	53	# ── Detect platform ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	71	# ── Main ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	83	# ── Check for existing installation ──────────────────────────────────	COMMENT
MEDIUM	install.sh	92	# ── Stop running server ──────────────────────────────────────────	COMMENT
MEDIUM	install.sh	113	# ── Back up database ─────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	125	# ── Fetch latest version ─────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	138	# ── Download and extract ─────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	160	# ── Install ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	install.sh	164	# ── Verify ───────────────────────────────────────────────────────────	COMMENT

Over-Commented Block25 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	1	#!/bin/sh	COMMENT
LOW	cmd/run.go	541	// and HTTPS through the broker. Returns (env, 0, false, nil) when the	COMMENT
LOW	cmd/helpers.go	521	const (	COMMENT
LOW	internal/brokercore/proxyauth.go	1	package brokercore	COMMENT
LOW	internal/broker/broker.go	701	// existing service adopts that service's Name.	COMMENT
LOW	internal/ca/soft.go	61	// Store, when non-nil, causes the CA to load/save its root from a	COMMENT
LOW	internal/mitm/isolation_loopback_test.go	1	package mitm	COMMENT
LOW	internal/mitm/proxy.go	1	// Package mitm implements an HTTP/1.1 forward-proxy ingress for agent	COMMENT
LOW	internal/mitm/proxy.go	121	return p	COMMENT
LOW	internal/mitm/proxy.go	181	// Origin-form (no scheme/host), https://, ws://, file://, gopher://,	COMMENT
LOW	internal/mitm/forward.go	41	}	COMMENT
LOW	internal/mitm/forward.go	81	// and the scope is resolved per request rather than once	COMMENT
LOW	internal/server/server.go	101	// MITM ingress can share the same tier state (see cmd/server.go).	COMMENT
LOW	internal/server/server.go	981		COMMENT
LOW	internal/server/handle_mitm.go	1	package server	COMMENT
LOW	internal/server/handle_skills.go	21	//	COMMENT
LOW	internal/ratelimit/ratelimit.go	21	// forward-proxy requests where authentication fails). Sliding	COMMENT
LOW	internal/proposal/proposal.go	21	// Action represents the operation a proposed service or credential slot performs.	COMMENT
LOW	internal/isolation/env.go	21	// (host-local vs container-local bind mount).	COMMENT
LOW	internal/isolation/gateway.go	1	package isolation	COMMENT
LOW	internal/requestlog/sink.go	1	// Package requestlog persists per-request broker metadata (method, host,	COMMENT
LOW	internal/netguard/netguard.go	161	}	COMMENT
LOW	internal/store/store.go	621	// ReplaceVaultCredentialsForSync rewrites credentials only while the	COMMENT
LOW	internal/store/sql_store.go	161	return s.dialect.Name()	COMMENT
LOW	examples/nginx-public-ui-proxy/docker-compose.yml	21	- agent-vault	COMMENT

Verbosity Indicators5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	cmd/service_interactive.go	39	// Step 1: Vault selection	COMMENT
LOW⚡	cmd/service_interactive.go	45	// Step 2: Check existing services	COMMENT
LOW	cmd/service_interactive.go	56	// Step 3: Service builder loop	COMMENT
LOW⚡	cmd/service_interactive.go	79	// Step 5: Preview	COMMENT
LOW⚡	cmd/service_interactive.go	83	// Step 6: Confirm	COMMENT

Structural Annotation Overuse5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	cmd/service_interactive.go	39	// Step 1: Vault selection	COMMENT
LOW⚡	cmd/service_interactive.go	45	// Step 2: Check existing services	COMMENT
LOW	cmd/service_interactive.go	56	// Step 3: Service builder loop	COMMENT
LOW⚡	cmd/service_interactive.go	79	// Step 5: Preview	COMMENT
LOW⚡	cmd/service_interactive.go	83	// Step 6: Confirm	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/isolation/gateway.go	20	// a different bridge). To be robust across versions we bind 0.0.0.0.	COMMENT
MEDIUM	examples/nginx-public-ui-proxy/docker-compose.yml	23	# Verification harness for trust-header stripping: uncomment, then in the	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	cmd/reauth_test.go	272	return &session.ClientSession{Token: "fresh", Address: s.Address, Email: "user@example.com"}, nil	CODE
LOW	cmd/reauth_test.go	298	if sess.Token != "fresh" \|\| sess.Email != "user@example.com" {	CODE
LOW	cmd/skill_cli.md	92	{"key": "TELEGRAM_BOT_TOKEN", "placeholder": "__bot_token__", "in": ["path"]}	CODE
LOW	internal/broker/broker.go	67	Placeholder string `yaml:"placeholder" json:"placeholder"`	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	web/src/router.tsx	73	async function requireInitializedOrRedirect() {	CODE

Infisical/agent-vault

Open-Source Code Quality, Security and Technical Debt Review