AI Slop Code Risk Monitor

parseablehq/parseable

Name: parseablehq/parseable — Rust 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).

Parseable is an open source, unified infrastructure observability platform built in Rust on a data lake architecture. It tracks logs, metrics, traces, and events across apps, agents, and systems, reducing storage costs by up to 90% through columnar telemetry compression.

0.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for parseablehq/parseable, a Rust project with 2,569 GitHub stars. SynthScan examined 94,171 lines of code across 205 source files, recording 55 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 0.6 (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.

0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

2.6K

Stars

Rust

Language

94.2K

Lines of Code

205

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 47 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 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 10 finding(s).

PR Review Velocity Impact 3.1/100 · LOW

Which changes need focused human review? 55 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 2LOW 53

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 55 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.

Over-Commented Block38 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	scripts/kafka_log_stream_generator.py	1	# Parseable Server (C) 2022 - 2025 Parseable, Inc.	COMMENT
LOW	.github/workflows/cla.yaml	41	#custom-notsigned-prcomment: 'pull request comment with Introductory message to ask new contributors to sign'	COMMENT
LOW	src/telemetry.rs	41	/// supply a full URL without any path suffix being added.	COMMENT
LOW	src/interactive.rs	41	/// like OIDC. If running in an interactive terminal and required env	COMMENT
LOW	src/connectors/kafka/consumer.rs	81	/// 1. Consumes Kafka messages in a loop, processes each message to identify the associated partition.	COMMENT
LOW	src/rbac/map.rs	161	// (basic.username,)	COMMENT
LOW	src/oauth/provider.rs	21	///	COMMENT
LOW	src/catalog/manifest.rs	101	/// Decode a manifest, accepting both the compressed and the plain JSON form.	COMMENT
LOW	src/prism/logstream/mod.rs	201	/// Retention policy details	COMMENT
LOW	src/prism/logstream/mod.rs	221	/// Streams that don't exist or can't be accessed are skipped.	COMMENT
LOW	src/utils/time.rs	181	impl TimeRange {	COMMENT
LOW	src/otel/metrics.rs	161	}	COMMENT
LOW	src/storage/object_storage.rs	601	/// # Arguments	COMMENT
LOW	src/storage/object_storage.rs	1541	/// listing `TOMBSTONE_ROOT_DIRECTORY` rather than checking one name at a	COMMENT
LOW	src/storage/mod.rs	61		COMMENT
LOW	src/storage/mod.rs	81	/// lived and lets `object_store`'s retry layer recover a single chunk instead of	COMMENT
LOW	src/storage/mod.rs	321	// via read_dir + is_dir) only surfaces child directories, never leaf	COMMENT
LOW	src/alerts/mod.rs	1481	AlertType::Forecast(_) => {	COMMENT
LOW	src/alerts/alerts_utils.rs	41	parseable::PARSEABLE,	COMMENT
LOW	src/alerts/alerts_utils.rs	501	/// - A single-quoted string (internal single quotes escaped as `''`)	COMMENT
LOW	src/parseable/streams.rs	2381	/// Removes the `first_event_at` timestamp for the specified stream from the LogStreamMetadata.	COMMENT
LOW	src/parseable/mod.rs	1041	///	COMMENT
LOW	src/query/filter_optimizer.rs	1	// /*	COMMENT
LOW	src/query/filter_optimizer.rs	21	// use datafusion::{	COMMENT
LOW	src/query/filter_optimizer.rs	41	// &self,	COMMENT
LOW	src/query/filter_optimizer.rs	61	// .any(\|expr\| self.contains_valid_tag_filter(expr))	COMMENT
LOW	src/query/filter_optimizer.rs	81	// // `DFField` has been removed	COMMENT
LOW	src/query/filter_optimizer.rs	101	// Arc::new(LogicalPlan::TableScan(table)),	COMMENT
LOW	src/query/filter_optimizer.rs	121	// }	COMMENT
LOW	src/query/filter_optimizer.rs	141	// Expr::Column(column) => column.name == self.column,	COMMENT
LOW	src/event/format/mod.rs	81		COMMENT
LOW	src/event/format/mod.rs	541	}	COMMENT
LOW	src/event/format/mod.rs	601	/// `"escaped": "true"` and record B has `"escaped": true`). Arrow's	COMMENT
LOW	src/event/format/known_schema.rs	81	///	COMMENT
LOW	src/handlers/http/kinesis.rs	41	// "requestId": "9b848d8a-2d89-474b-b073-04b8e5232210",	COMMENT
LOW	src/handlers/http/about.rs	21		COMMENT
LOW	src/handlers/http/query.rs	261	Ok(HttpResponse::Ok()	COMMENT
LOW	src/handlers/http/query.rs	321	/// flag is set, the first chunk of the response contains the field names as a JSON object.	COMMENT

Excessive Try-Catch Wrapping6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/recover-1739.py	405	except Exception as exc:	CODE
LOW	scripts/recover-1739.py	539	except Exception as exc:	CODE
LOW	scripts/recover-1739.py	583	except Exception as exc:	CODE
LOW	scripts/recover-1739.py	906	except Exception as exc:	CODE
LOW	scripts/kafka_log_stream_generator.py	158	except Exception as e:	CODE
LOW	scripts/kafka_log_stream_generator.py	227	except Exception as e:	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	scripts/recover-1739.py	433	CODE
LOW	scripts/recover-1739.py	500	CODE
LOW	scripts/recover-1739.py	669	CODE
LOW	scripts/kafka_log_stream_generator.py	172	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	resources/ingest_demo_data.sh	519	# Create the dashboard configuration with updated tiles	COMMENT

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/oauth/provider.rs	45	// ── Output types ────────────────────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/recover-1739.py	398	def manifest_referenced_bases(store, manifest_keys):	CODE
LOW	scripts/kafka_log_stream_generator.py	76	def generate_kubernetes_metadata() -> Dict[str, str]:	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ingest.sh	4	# Usage:	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/storage/localfs.rs	201	// thus, we need to check if the root of localfs is already present in the path	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/kafka_log_stream_generator.py	37	logger = logging.getLogger(__name__)	CODE