2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.6K

Stars

Language

79.5K

Lines of Code

465

Files

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 40 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 6.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 28 finding(s).

PR Review Velocity Impact 9.2/100 · LOW

Which changes need focused human review? 79 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 3MEDIUM 30LOW 46

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 79 distinct pattern matches across 9 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 Separators28 hits · 99 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	samples/prest.sample.toml	52	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	54	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	61	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	67	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	74	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	76	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	107	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	109	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	115	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	122	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	221	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	228	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	236	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	238	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	243	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	245	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	253	# ------------------------------------------------------------------------	COMMENT
MEDIUM⚡	samples/prest.sample.toml	255	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	146	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	148	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	169	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	171	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	188	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	191	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	269	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	271	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	305	# ------------------------------------------------------------------------	COMMENT
MEDIUM	samples/prest.sample.toml	307	# ------------------------------------------------------------------------	COMMENT

Over-Commented Block33 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	61	ports:	COMMENT
LOW	testdata/prest_queries.toml	61	# Lifecycle template registered by integration/helpers.RunQueryRegistryLifecycle on	COMMENT
LOW	app/app.go	41	// Creates and registers adapters for each configured database. If cfg.Adapter is nil	COMMENT
LOW	config/config.go	161	// setupLogger (level debug, overridable with PREST_LOG_LEVEL).	COMMENT
LOW	integration/suites/controllers/scripts_test.go	361		COMMENT
LOW	integration/suites/controllers/scripts_test.go	561		COMMENT
LOW	integration/postgres/middlewares/config_test.go	321		COMMENT
LOW	integration/postgres/adapters/postgres/postgres_test.go	2601	// SelectSQL	COMMENT
LOW	…egration/postgres/controllers/queries_database_test.go	21	// testdata/queries contains, mirroring the filesystem-mode assertions in	COMMENT
LOW	middlewares/cache.go	21	// different field permissions on the same table.	COMMENT
LOW	samples/prest.sample.toml	1	# Sample pREST configuration file.	COMMENT
LOW	samples/prest.sample.toml	21	# (host, port, user, pass, database, or url). Do not add a second [pg] table.	COMMENT
LOW	samples/prest.sample.toml	41	# before request handling. Each entry is an array-of-tables item (note the	COMMENT
LOW	samples/prest.sample.toml	101	# rootcert fails startup when engine is mysql.	COMMENT
LOW	samples/prest.sample.toml	121	# database.	COMMENT
LOW	samples/prest.sample.toml	141	# alias = "shop"	COMMENT
LOW	samples/prest.sample.toml	161	encrypt = "bcrypt" # bcrypt \| md5	COMMENT
LOW	samples/prest.sample.toml	181	# Alternative to `key`: a raw JWKS document, or a URL to fetch one from.	COMMENT
LOW	samples/prest.sample.toml	201	allow_unscoped_writes = false	COMMENT
LOW	samples/prest.sample.toml	221	# ------------------------------------------------------------------------	COMMENT
LOW	samples/prest.sample.toml	261		COMMENT
LOW	samples/prest.sample.toml	281	# import_policy = "update" # skip \| update \| error	COMMENT
LOW	samples/prest.sample.toml	301	# https://www.postgresql.org/docs/9.5/functions-aggregate.html	COMMENT
LOW	samples/prest.sample.toml	321	# metrics_interval = "15s" # PREST_OTEL_METRICS_INTERVAL; metric export period	COMMENT
LOW	adapters/compat_test.go	1	package adapters_test	COMMENT
LOW	adapters/postgres/postgres.go	1841	}	COMMENT
LOW	adapters/postgres/otel.go	21	// own configuration regardless of construction order. database/sql drivers are	COMMENT
LOW	dev/signoz/docker-compose.yaml	1	# Local SigNoz stack for viewing pREST OpenTelemetry signals (traces, metrics,	COMMENT
LOW	controllers/script.go	101		COMMENT
LOW	controllers/script.go	181	}	COMMENT
LOW	controllers/script.go	241		COMMENT
LOW	controllers/script.go	281	//	COMMENT
LOW	controllers/script.go	381		COMMENT

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	studio/README.md	90	- The "Connect an AI client" snippet uses a `<YOUR_TOKEN>` placeholder rather	CODE
HIGH	studio/src/features/mcp/McpExplorerPage.tsx	409	headers: { Authorization: 'Bearer <YOUR_TOKEN>' },	CODE
HIGH	studio/src/features/mcp/McpExplorerPage.tsx	439	? 'Replace <YOUR_TOKEN> with your bearer token (kept out of this snippet for safety).'	CODE

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	plugins/plugins_test.go	167	require.NoError(t, os.WriteFile(soPath, []byte("placeholder"), 0o644))	CODE
LOW	plugins/plugins_test.go	206	require.NoError(t, os.WriteFile(soPath, []byte("placeholder"), 0o644))	CODE
LOW	plugins/plugins_test.go	237	require.NoError(t, os.WriteFile(soPath, []byte("placeholder"), 0o644))	CODE
LOW	plugins/plugins_test.go	500	require.NoError(t, os.WriteFile(outside, []byte("placeholder"), 0o644))	CODE
LOW	integration/suites/controllers/scripts_test.go	529	{"email address", "user@example.com"},	CODE
LOW	controllers/script_test.go	432	require.Equal(t, "user@example.com", sanitizeScriptParam("user@example.com"))	CODE
LOW	controllers/script_test.go	465	safe := []string{"gopher", "42", "2024-01-01", "user@example.com", "John Doe", "a/b.c",	CODE
LOW	controllers/script_test.go	465	safe := []string{"gopher", "42", "2024-01-01", "user@example.com", "John Doe", "a/b.c",	CODE

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	install-manifests/kubernetes/README.md	3	## Step 1: Edit deployment.yaml and set the right database url	COMMENT
LOW⚡	install-manifests/kubernetes/README.md	13	## Step 2: Create the kubernetes deployment, service	COMMENT
LOW⚡	install-manifests/kubernetes/README.md	20	## Step 3: Access the console	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…mescaledb/controllers/performance_optimization_test.go	13	// Expected: pREST generates optimized queries that leverage TimescaleDB's	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	adapters/postgres/postgres_test.go	51	// not use t.Parallel(); see agentic-loop serial test rules for shared globals.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	dev/signoz/docker-compose.yaml	6	# Usage:	COMMENT

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	dev/signoz/common/clickhouse/config.xml	640	Regexps are not aligned: don't forget to add ^ and $. Also don't forget to escape dot (.) metacharacter	CODE

prest/prest

Open-Source Code Quality, Security and Technical Debt Review