AI Slop Code Risk Monitor

supabase/realtime

Name: supabase/realtime — Elixir Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

Broadcast, Presence, and Postgres Changes via WebSockets

1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for supabase/realtime, a Elixir project with 7,673 GitHub stars. SynthScan examined 21,545 lines of code across 211 source files, recording 25 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 1.6 (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.

1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

7.7K

Stars

Elixir

Language

21.5K

Lines of Code

211

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 7.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

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

PR Review Velocity Impact 9.9/100 · LOW

Which changes need focused human review? 25 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 10LOW 15

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 25 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.

Self-Referential Comments10 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/lint.yml	42	otp-version: 28.5.0.4 # Define the OTP version [required]	CODE
MEDIUM	.github/workflows/lint.yml	43	elixir-version: 1.19.5 # Define the elixir version [required]	CODE
MEDIUM	.github/workflows/sql_logex_tests.yml	36	otp-version: 28.5.0.4 # Define the OTP version [required]	CODE
MEDIUM	.github/workflows/sql_logex_tests.yml	37	elixir-version: 1.19.5 # Define the elixir version [required]	CODE
MEDIUM	.github/workflows/rollcall_tests.yml	36	otp-version: 28.5.0.4 # Define the OTP version [required]	CODE
MEDIUM	.github/workflows/rollcall_tests.yml	37	elixir-version: 1.19.5 # Define the elixir version [required]	CODE
MEDIUM	.github/workflows/forum_tests.yml	36	otp-version: 28.5.0.4 # Define the OTP version [required]	CODE
MEDIUM	.github/workflows/forum_tests.yml	37	elixir-version: 1.19.5 # Define the elixir version [required]	CODE
MEDIUM	.github/workflows/tests.yml	81	otp-version: 28.5.0.4 # Define the OTP version [required]	CODE
MEDIUM	.github/workflows/tests.yml	82	elixir-version: 1.19.5 # Define the elixir version [required]	CODE

Over-Commented Block14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	test/integration/tests.ts	161	// let topic = "topic:" + crypto.randomUUID();	COMMENT
LOW	test/integration/tests.ts	181	//	COMMENT
LOW	test/walrus/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/e2e/legacy/tests.ts	181	// it("user using private channel for jwt connections can connect if they have enough permissions based on claims", as	COMMENT
LOW	test/e2e/supabase/config.toml	61	# If enabled, seeds the database after migrations during a db reset.	COMMENT
LOW	test/e2e/supabase/config.toml	101	# Port to use for the email testing server web interface.	COMMENT
LOW	test/e2e/supabase/config.toml	161	# Path to JWT signing key. DO NOT commit your signing keys file to git.	COMMENT
LOW	test/e2e/supabase/config.toml	181	# Number of emails that can be sent per hour. Requires auth.email.smtp to be enabled.	COMMENT
LOW	test/e2e/supabase/config.toml	221	# enabled = true	COMMENT
LOW	test/e2e/supabase/config.toml	241	# Allow/disallow new user signups via SMS to your project.	COMMENT
LOW	test/e2e/supabase/config.toml	261	# This hook runs before a new user is created and allows developers to reject the request based on the incoming user obj	COMMENT
LOW	test/e2e/src/runner.ts	81	needsDb: boolean;	COMMENT
LOW	priv/static/robots.txt	1	# See https://www.robotstxt.org/robotstxt.html for documentation on how to use the robots.txt file	COMMENT
LOW	dev/scripts/export-tenant-db-dump.sh	1	#!/usr/bin/env bash	COMMENT

Structural Annotation Overuse1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	rollcall/tla/NOTES.md	425	## Step 6: tracker restart, no module	COMMENT