3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.8K

Stars

Rust

Language

363.7K

Lines of Code

1.2K

Files

1.2K

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 15.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1200 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 22 finding(s).

PR Review Velocity Impact 16.1/100 · LOW

Which changes need focused human review? 1225 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 2MEDIUM 19LOW 1204

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 1225 distinct pattern matches across 16 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 Block1133 hits · 1120 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	121	# semverParseInto and semverLT from https://github.com/cloudflare/semver_bash/blob/master/semver.sh	COMMENT
LOW	docker-compose.yml	1	# By default, this docker compose script maps all services to localhost only.	COMMENT
LOW	config/quickwit.yaml	1	# ============================ Node Configuration ==============================	COMMENT
LOW	config/quickwit.yaml	21	# - for its Gossip cluster membership service (UDP)	COMMENT
LOW	config/quickwit.yaml	41	# x-header-1: header-value-1	COMMENT
LOW	config/quickwit.yaml	61	# `/health/startupz` (plus `/health/readyz`, a deprecated alias for `startupz`), letting liveness	COMMENT
LOW	config/quickwit.yaml	81	# expected_name: quickwit.local	COMMENT
LOW	config/quickwit.yaml	101	# By default, the peer seed list is empty.	COMMENT
LOW	config/quickwit.yaml	121	# serve stale-tolerant read-only metastore requests. Searchers use those nodes	COMMENT
LOW	config/quickwit.yaml	141	# discouraged. Prefer the alternative authentication methods that your storage	COMMENT
LOW	config/quickwit.yaml	161	# metastore:	COMMENT
LOW	config/quickwit.yaml	181	#	COMMENT
LOW	config/quickwit.yaml	201	# use_metastore_read_replica: false	COMMENT
LOW	distribution/ecs/example/kafka.tf	1	# Example configuration for injecting SSL keys for securing a Kafka connection	COMMENT
LOW	distribution/ecs/example/terraform.tf	41	# desired_count = 3	COMMENT
LOW	distribution/ecs/example/terraform.tf	61	# memory = 512	COMMENT
LOW	quickwit/Cargo.toml	401	## this patched version of tracing helps better understand what happens inside futures (when are	COMMENT
LOW	quickwit/deny.toml	1	# This template contains all of the possible sections and their default values	COMMENT
LOW	quickwit/deny.toml	21	targets = [	COMMENT
LOW	quickwit/deny.toml	81		COMMENT
LOW	quickwit/deny.toml	101		COMMENT
LOW	quickwit/deny.toml	121	# The graph highlighting used when creating dotgraphs for crates	COMMENT
LOW	quickwit/deny.toml	141	# Certain crates/versions that will be skipped when doing duplicate detection.	COMMENT
LOW	quickwit/dependency-licenses.html	12721	// MERCHANTABILITY AND FITNESS. IN NO EVENT SHALL THE AUTHORS BE LIABLE FOR	COMMENT
LOW	quickwit/diesel-guard.toml	1	# diesel-guard: lint dangerous Postgres migration patterns.	COMMENT
LOW	quickwit/.license_header.txt	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/playwright.config.ts	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/e2e/homepage.spec.ts	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/index.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/index.test.js	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/providers/EditorProvider.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…wit/quickwit-ui/src/providers/LocalStorageProvider.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/utils/urls.ts	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/utils/theme.ts	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/utils/models.ts	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/utils/SearchComponentProps.ts	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/IndexesTable.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/LayoutUtils.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…it/quickwit-ui/src/components/ResponseErrorDisplay.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/Loader.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/TopBar.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/IndexSideBar.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/IndexSummary.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/SideBar.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/JsonEditor.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/ApiUrlFooter.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/TimeRangeSelect.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/components/QueryActionBar.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…quickwit-ui/src/components/QueryEditor/QueryEditor.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…it-ui/src/components/QueryEditor/AggregationEditor.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…ckwit/quickwit-ui/src/components/QueryEditor/config.ts	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…t-ui/src/components/SearchResult/AggregationResult.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…ickwit-ui/src/components/SearchResult/SearchResult.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…ickwit/quickwit-ui/src/components/SearchResult/Row.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	…uickwit-ui/src/components/SearchResult/ResultTable.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/views/App.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/views/IndexView.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/views/ClusterView.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/views/IndexesView.tsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
LOW	quickwit/quickwit-ui/src/views/ClusterView.test.jsx	1	// Copyright 2021-Present Datadog, Inc.	COMMENT
1073 more matches not shown…

Structural Annotation Overuse47 hits · 95 pts

Severity	File	Line	Snippet	Context
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	11	## Step 1: Check that we are on the main branch	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	17	## Step 2: Ensure main is up to date	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	23	## Step 3: Get the latest tantivy SHA	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	29	## Step 4: Update Cargo.toml	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	38	## Step 5: Run cargo check and fix compilation errors	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	48	## Step 6: Format code	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	52	## Step 7: Update licenses	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	59	## Step 8: Create a new branch	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	69	## Step 9: Commit changes	COMMENT
LOW⚡	.claude/skills/bump-tantivy/SKILL.md	76	## Step 10: Push and open a PR	COMMENT
LOW⚡	.claude/skills/simple-pr/SKILL.md	11	## Step 1: Check workspace state	COMMENT
LOW⚡	.claude/skills/simple-pr/SKILL.md	19	## Step 2: Ensure main is up to date	COMMENT
LOW⚡	.claude/skills/simple-pr/SKILL.md	25	## Step 3: Review staged changes	COMMENT
LOW⚡	.claude/skills/simple-pr/SKILL.md	31	## Step 4: Generate commit message	COMMENT
LOW⚡	.claude/skills/simple-pr/SKILL.md	37	## Step 5: Create a new branch	COMMENT
LOW⚡	.claude/skills/simple-pr/SKILL.md	45	## Step 6: Run pre-PR checks	COMMENT
LOW	.claude/skills/simple-pr/SKILL.md	68	## Step 7: Commit changes	COMMENT
LOW	.claude/skills/simple-pr/SKILL.md	75	## Step 8: Push and open a PR	COMMENT
LOW⚡	.claude/skills/rationalize-deps/SKILL.md	18	## Step 1: Identify the target	COMMENT
LOW⚡	.claude/skills/rationalize-deps/SKILL.md	25	## Step 2: Analyze current dependencies	COMMENT
LOW⚡	.claude/skills/rationalize-deps/SKILL.md	33	## Step 3: For each candidate dependency	COMMENT
LOW	.claude/skills/rationalize-deps/SKILL.md	76	## Step 4: Document findings	COMMENT
LOW	.claude/skills/rationalize-deps/SKILL.md	84	## Step 5: Verify full build	COMMENT
LOW	.claude/skills/fix-clippy/SKILL.md	10	## Step 1: Auto-fix	COMMENT
LOW	.claude/skills/fix-clippy/SKILL.md	18	## Step 2: Fix remaining warnings manually	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	13	## Step 1: Verify we are on main	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	19	## Step 2: Pull latest main	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	25	## Step 3: Get the commit short hash	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	32	## Step 4: Check the tag does not already exist	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	42	## Step 5: Push the tag to trigger the workflow	COMMENT
LOW	.claude/skills/update-lambda/SKILL.md	54	## Step 6: Wait for the workflow run to complete	COMMENT
LOW	.claude/skills/update-lambda/SKILL.md	73	## Step 7: Fetch the draft release asset info	COMMENT
LOW	.claude/skills/update-lambda/SKILL.md	90	## Step 8: Publish the draft release	COMMENT
LOW	.claude/skills/update-lambda/SKILL.md	101	## Step 9: Update build.rs	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	112	## Step 10: Create a working branch	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	121	## Step 11: Commit the changes	COMMENT
LOW⚡	.claude/skills/update-lambda/SKILL.md	129	## Step 12: Push and open a PR	COMMENT
LOW	docs/get-started/tutorials/prometheus-metrics.md	11	## Step 1: Create a Docker Compose File	COMMENT
LOW	docs/get-started/tutorials/prometheus-metrics.md	46	## Step 2: Configure Prometheus	COMMENT
LOW⚡	docs/get-started/tutorials/prometheus-metrics.md	63	## Step 3: Start the Services	COMMENT
LOW⚡	docs/get-started/tutorials/prometheus-metrics.md	73	## Step 4: Configure Grafana to Use Prometheus	COMMENT
LOW⚡	docs/get-started/tutorials/prometheus-metrics.md	80	## Step 5: Create or Use Pre-Configured Dashboards	COMMENT
LOW	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1368	// Step 1: Create index and ingest to seed the routing table.	COMMENT
LOW⚡	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1388	// Step 2: Delete the index.	COMMENT
LOW⚡	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1396	// Step 3: Wait for 2+ broadcast cycles (50ms each with testsuite feature) so that	COMMENT
LOW⚡	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1400	// Step 4: Recreate with the same name — new incarnation.	COMMENT
LOW	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1413	// Step 5: Ingest into the recreated index. If stale routing entries weren't	COMMENT

Decorative Section Separators15 hits · 62 pts

Severity	File	Line	Snippet	Context
MEDIUM	install.sh	120	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	126	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	237	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	install.sh	240	# ------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	187	//! ──────────────────────│───────────────────────│──────────────────────	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	189	//! ┌─ call 1 ───────────┐│ │	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	192	//! └───────┬────────────┘│ │	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	198	//! │ hash ──────> L2 lookup: miss │	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	206	//! │ <─ Arc::clone ─────┘ │	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	213	//! │ │ │ ┌─ call 2 ───────────┐	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	216	//! │ │ │ └───────┬────────────┘	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	222	//! │ │ L2 lookup: hit <──── hash ──────┘	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	224	//! │ │ Arc::clone ──────────>	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	231	//! ┌─ call 3 ───────────┐│ │ │	COMMENT
MEDIUM⚡	quickwit/quickwit-metrics/src/lib.rs	234	//! └───────┬────────────┘│ │ │	COMMENT

Verbosity Indicators5 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1368	// Step 1: Create index and ingest to seed the routing table.	COMMENT
LOW⚡	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1388	// Step 2: Delete the index.	COMMENT
LOW⚡	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1396	// Step 3: Wait for 2+ broadcast cycles (50ms each with testsuite feature) so that	COMMENT
LOW⚡	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1400	// Step 4: Recreate with the same name — new incarnation.	COMMENT
LOW	…uickwit-integration-tests/src/tests/ingest_v2_tests.rs	1413	// Step 5: Ingest into the recreated index. If stale routing entries weren't	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	distribution/ecs/example/.terraform.lock.hcl	1	# This file is maintained automatically by "terraform init".	COMMENT
MEDIUM	quickwit/clippy.toml	2	# This function is not sound because it does not return a Result	COMMENT
MEDIUM	…i-tests/scenarii/es_compatibility/_setup.quickwit.yaml	82	# Create a dedicated index with a root fast-only field	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	quickwit/quickwit-common/src/tower/circuit_breaker.rs	39	/// to fail. In this implementation, we use a simple heuristic that does not take in account	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	quickwit/rest-api-tests/run_tests.py	375	except:	CODE

Hyper-Verbose Identifiers4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	quickwit/quickwit-ui/src/utils/models.ts	131	export function extractAggregationResults(	CODE
LOW	quickwit/quickwit-ui/src/components/TimeRangeSelect.tsx	342	function convertTimestampSecsIntoDateUtc(timestamp_secs: number): Dayjs {	CODE
LOW	quickwit/quickwit-ui/src/views/SearchView.tsx	43	function updateSearchRequestWithIndex(	CODE
LOW	quickwit/rest-api-tests/run_tests.py	273	def run_setup_teardown_scripts(self, script_name, path):	CODE

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	quickwit/quickwit-search/src/leaf.rs	3043	qui dolorem ipsum quia dolor sit amet, consectetur, adipisci velit, sed quia non \	CODE
LOW	quickwit/quickwit-search/src/leaf.rs	3043	qui dolorem ipsum quia dolor sit amet, consectetur, adipisci velit, sed quia non \	CODE
LOW	.github/workflows/coverage.yml	15	AWS_ACCESS_KEY_ID: "placeholder"	CODE
LOW	.github/workflows/coverage.yml	16	AWS_SECRET_ACCESS_KEY: "placeholder"	CODE

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	…fig/tutorials/stackoverflow/send_messages_to_pulsar.py	1	CODE
LOW	quickwit/rest-api-tests/run_tests.py	5	CODE
LOW	quickwit/rest-api-tests/run_tests.py	8	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	quickwit/quickwit-common/src/tower/circuit_breaker.rs	44	/// This approach is accurate enough, robust, very easy to code and avoids calling the	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	quickwit/quickwit-metrics-inventory/scripts/run.sh	9	# Usage:	COMMENT
LOW	quickwit/quickwit-metrics-inventory/scripts/check.sh	14	# Usage:	COMMENT

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	quickwit/rest-api-tests/run_tests.py	155	except Exception as e:	CODE
LOW	quickwit/rest-api-tests/run_tests.py	317	except Exception as e:	CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	quickwit/rest-api-tests/run_tests.py	181		CODE
LOW	quickwit/scripts/inspect_split.py	30		CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	quickwit/quickwit-search/src/cluster_client.rs	142	// TODO: implement retry	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	quickwit/rest-api-tests/run_tests.py	206	# Check if the length differs by more than five	COMMENT

quickwit-oss/quickwit

Open-Source Code Quality, Security and Technical Debt Review