1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.0K

Stars

Language

490.9K

Lines of Code

1.6K

Files

414

Pattern Hits

2026-10-31

Scan Date

0.03

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 4.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 294 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.9/100 · LOW

Are imports declared and package/API names verified? 79 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 87 finding(s).

PR Review Velocity Impact 7.1/100 · LOW

Which changes need focused human review? 414 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 52MEDIUM 24LOW 338

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 414 distinct pattern matches across 17 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.

Magic Placeholder Names42 hits · 230 pts

Severity	File	Line	Snippet	Context
HIGH	docs/supported-sources/applovin_max.md	9	applovinmax://?api_key=<your_api_key>	CODE
HIGH	docs/supported-sources/allium.md	36	--source-uri 'allium://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/allium.md	90	--source-uri 'allium://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/allium.md	100	--source-uri 'allium://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/allium.md	112	--source-uri 'allium://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/allium.md	126	--source-uri 'allium://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/allium.md	140	--source-uri 'allium://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/fundraiseup.md	20	Assuming your API key is `your_api_key`, you can ingest donations into DuckDB using:	CODE
HIGH	docs/supported-sources/fundraiseup.md	24	--source-uri 'fundraiseup://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/fundraiseup.md	58	--source-uri 'fundraiseup://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/fundraiseup.md	65	--source-uri 'fundraiseup://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/fundraiseup.md	72	--source-uri 'fundraiseup://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/fundraiseup.md	79	--source-uri 'fundraiseup://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/applovin.md	10	applovin://?api_key=<your_api_key>	CODE
HIGH	docs/supported-sources/cursor.md	33	--source-uri 'cursor://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/cursor.md	60	--source-uri 'cursor://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/cursor.md	70	--source-uri 'cursor://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/cursor.md	84	--source-uri 'cursor://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/cursor.md	96	--source-uri 'cursor://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/cursor.md	108	--source-uri 'cursor://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/sumble.md	19	--source-uri 'sumble://?api_key=your-api-key' \	CODE
HIGH	docs/supported-sources/sumble.md	57	--source-uri 'sumble://?api_key=your-api-key' \	CODE
HIGH	docs/supported-sources/dune.md	34	--source-uri 'dune://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/dune.md	78	--source-uri 'dune://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/dune.md	88	--source-uri 'dune://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/dune.md	98	--source-uri 'dune://?api_key=your_api_key' \	CODE
HIGH⚡	docs/supported-sources/dune.md	108	--source-uri 'dune://?api_key=your_api_key' \	CODE
HIGH	docs/supported-sources/fireflies.md	33	--source-uri 'fireflies://?api_key=your-api-key-here' \	CODE
HIGH	docs/supported-sources/fireflies.md	47	--source-uri 'fireflies://?api_key=your-api-key-here' \	CODE
HIGH	docs/supported-sources/fireflies.md	76	--source-uri 'fireflies://?api_key=your-api-key-here' \	CODE
HIGH	docs/supported-sources/primer.md	12	primer://?api_key=<your-api-key>	CODE
HIGH	docs/supported-sources/mailchimp.md	34	ingestr ingest --source-uri 'mailchimp://?api_key=your_api_key&server=us10' --source-table 'campaigns' --dest-uri duckdb	CODE
HIGH	docs/supported-sources/mailchimp.md	82	--source-uri 'mailchimp://?api_key=your_api_key&server=us10' \	CODE
HIGH	docs/supported-sources/customerio.md	34	--source-uri 'customerio://?api_key=your_api_key&region=us' \	CODE
HIGH	docs/supported-sources/customerio.md	91	--source-uri 'customerio://?api_key=your_api_key&region=us' \	CODE
HIGH	docs/supported-sources/customerio.md	98	--source-uri 'customerio://?api_key=your_api_key&region=us' \	CODE
HIGH	docs/supported-sources/customerio.md	109	--source-uri 'customerio://?api_key=your_api_key&region=us' \	CODE
HIGH	docs/supported-sources/customerio.md	116	--source-uri 'customerio://?api_key=your_api_key&region=us' \	CODE
HIGH	docs/supported-sources/customerio.md	128	--source-uri 'customerio://?api_key=your_api_key&region=us' \	CODE
HIGH	docs/supported-sources/granola.md	19	--source-uri 'granola://?api_key=your-api-key' \	CODE
HIGH	docs/supported-sources/granola.md	38	--source-uri 'granola://?api_key=your-api-key' \	CODE
HIGH	docs/supported-sources/plusvibeai.md	34	ingestr ingest --source-uri 'plusvibeai://?api_key=your_api_key&workspace_id=your_workspace_id' --source-table 'campaign	CODE

Structural Annotation Overuse128 hits · 229 pts

Severity	File	Line	Snippet	Context
LOW	docs/tutorials/load-stripe-postgres.md	30	## Step 1: Install `ingestr`	COMMENT
LOW	docs/tutorials/load-stripe-postgres.md	37	## Step 2: Retrieve Stripe API Credentials	COMMENT
LOW	docs/tutorials/load-stripe-postgres.md	48	## Step 3: Retrieve PostgreSQL Credentials	COMMENT
LOW	docs/tutorials/load-stripe-postgres.md	58	## Step 4: Run the `ingestr` Command	COMMENT
LOW	docs/tutorials/load-stripe-postgres.md	73	## Step 5: Verify Data in PostgreSQL via DBeaver	COMMENT
LOW	docs/tutorials/load-personio-duckdb.md	30	### Step 1: Install `ingestr`	COMMENT
LOW	docs/tutorials/load-personio-duckdb.md	33	### Step 2: Get Personio Credentials	COMMENT
LOW	docs/tutorials/load-personio-duckdb.md	44	### Step 3: Install DuckDB	COMMENT
LOW	docs/tutorials/load-personio-duckdb.md	51	### Step 4: Run the `ingestr` Command	COMMENT
LOW⚡	docs/tutorials/load-personio-duckdb.md	69	### Step 1: Open DuckDB	COMMENT
LOW⚡	docs/tutorials/load-personio-duckdb.md	75	### Step 2: List Available Tables	COMMENT
LOW⚡	docs/tutorials/load-personio-duckdb.md	81	### Step 3: View Data in the `employees` Table	COMMENT
LOW⚡	docs/tutorials/load-personio-duckdb.md	87	### Step 4: Validate Data	COMMENT
LOW	docs/tutorials/load-kinesis-bigquery.md	34	### Step 1: Install ingestr	COMMENT
LOW	docs/tutorials/load-kinesis-bigquery.md	38	### Step 2: Get AWS Credentials	COMMENT
LOW	docs/tutorials/load-kinesis-bigquery.md	49	### Step 3: Configure Kinesis as Source	COMMENT
LOW	docs/tutorials/load-kinesis-bigquery.md	70	### Step 4: Configure BigQuery as Destination	COMMENT
LOW	docs/tutorials/load-kinesis-bigquery.md	91	### Step 5: Run the ingestr Command	COMMENT
LOW	docs/tutorials/load-kinesis-bigquery.md	103	### Step 6: Verify Data in BigQuery	COMMENT
LOW⚡	docs/supported-sources/snowflake.md	41	#### Step 1: Generate a key pair	COMMENT
LOW⚡	docs/supported-sources/snowflake.md	50	#### Step 2: Set public key for Snowflake user	COMMENT
LOW⚡	docs/supported-sources/snowflake.md	59	#### Step 3: Verify	COMMENT
LOW⚡	docs/supported-sources/snowflake.md	67	#### Step 4: Use the private key in the URI	COMMENT
LOW⚡	docs/supported-sources/google_search_console.md	37	### Step 1: Create a Google Cloud Project	COMMENT
LOW⚡	docs/supported-sources/google_search_console.md	42	### Step 2: Enable the Search Console API	COMMENT
LOW⚡	docs/supported-sources/google_search_console.md	48	### Step 3: Create a Service Account	COMMENT
LOW⚡	docs/supported-sources/google_search_console.md	55	### Step 4: Generate a JSON Key	COMMENT
LOW⚡	docs/supported-sources/google_search_console.md	62	### Step 5: Grant Access in Search Console	COMMENT
LOW⚡	docs/supported-sources/slack.md	25	### Step 1: Create a Slack App	COMMENT
LOW⚡	docs/supported-sources/slack.md	33	### Step 2: Choose a Token Type	COMMENT
LOW⚡	docs/supported-sources/slack.md	40	### Step 3: Configure OAuth Scopes	COMMENT
LOW⚡	docs/supported-sources/slack.md	50	### Step 4: Install the App and Get the Token	COMMENT
LOW⚡	docs/supported-sources/google_analytics.md	33	### Step 1: Create a Google Cloud Project	COMMENT
LOW⚡	docs/supported-sources/google_analytics.md	39	### Step 2: Enable the Google Analytics Data API	COMMENT
LOW⚡	docs/supported-sources/google_analytics.md	45	### Step 3: Create a Service Account	COMMENT
LOW⚡	docs/supported-sources/google_analytics.md	52	### Step 4: Generate a JSON Key	COMMENT
LOW⚡	docs/supported-sources/google_analytics.md	60	### Step 5: Grant Access in Google Analytics	COMMENT
LOW	docs/supported-sources/intercom.md	26	### Step 1: Create a Private App	COMMENT
LOW	docs/supported-sources/intercom.md	35	### Step 2: Configure Permissions	COMMENT
LOW	docs/supported-sources/intercom.md	46	### Step 3: Get the Access Token	COMMENT
LOW	docs/supported-sources/github.md	26	### Step 1: Create a Personal Access Token	COMMENT
LOW⚡	docs/supported-sources/notion.md	22	### Step 1: Create an Integration	COMMENT
LOW⚡	docs/supported-sources/notion.md	31	### Step 2: Get the API Key	COMMENT
LOW⚡	docs/supported-sources/notion.md	37	### Step 3: Share Your Database with the Integration	COMMENT
LOW⚡	docs/supported-sources/notion.md	45	### Step 4: Get Your Database ID	COMMENT
LOW	docs/supported-sources/personio.md	25	### Step 1: Access API Settings	COMMENT
LOW	docs/supported-sources/personio.md	30	### Step 2: Create API Credentials	COMMENT
LOW	docs/supported-sources/personio.md	42	### Step 3: Copy Credentials	COMMENT
LOW⚡	docs/supported-sources/gsheets.md	38	### Step 1: Create a Google Cloud Project	COMMENT
LOW⚡	docs/supported-sources/gsheets.md	44	### Step 2: Enable the Google Sheets API	COMMENT
LOW⚡	docs/supported-sources/gsheets.md	50	### Step 3: Create a Service Account	COMMENT
LOW⚡	docs/supported-sources/gsheets.md	57	### Step 4: Generate a JSON Key	COMMENT
LOW⚡	docs/supported-sources/gsheets.md	65	### Step 5: Share Your Spreadsheet	COMMENT
LOW⚡	docs/supported-sources/stripe.md	25	### Step 1: Access Your API Keys	COMMENT
LOW⚡	docs/supported-sources/stripe.md	31	### Step 2: Choose Your API Key	COMMENT
LOW⚡	docs/supported-sources/stripe.md	39	### Step 3: Copy or Create a Restricted Key	COMMENT
LOW	docs/supported-sources/s3.md	43	### Step 1: Create an IAM User (if needed)	COMMENT
LOW	docs/supported-sources/s3.md	51	### Step 2: Assign S3 Permissions	COMMENT
LOW	docs/supported-sources/s3.md	77	### Step 3: Get Access Keys	COMMENT
LOW⚡	docs/supported-sources/athena.md	36	### Step 1: Create an S3 Bucket for Results	COMMENT
68 more matches not shown…

Verbosity Indicators43 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	pkg/source/facebook_ads/facebook_ads.go	784	// Step 1: find lead gen campaigns (OUTCOME_LEADS or LEAD_GENERATION objective)	COMMENT
LOW	pkg/source/facebook_ads/facebook_ads.go	797	// Step 2: list ads from those campaigns only	COMMENT
LOW	pkg/source/facebook_ads/facebook_ads.go	810	// Step 3: fetch leads for those ads	COMMENT
LOW	pkg/source/jira/jira.go	861	// Step 1: fetch issue keys per project in parallel.	COMMENT
LOW	pkg/source/jira/jira.go	899	// Step 2: bulk-fetch changelogs in parallel batches.	COMMENT
LOW⚡	pkg/source/clevertap/clevertap_test.go	535	// Step 1: open the cursor.	COMMENT
LOW⚡	pkg/source/clevertap/clevertap_test.go	542	// Step 2: one page of records within the interval, then terminate	COMMENT
LOW	pkg/destination/clickhouse/clickhouse.go	421	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/clickhouse/clickhouse.go	459	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/clickhouse/clickhouse.go	487	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/trino/trino.go	445	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/trino/trino.go	469	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/trino/trino.go	493	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/onelake/transform.go	293	// Step 3: insert staging rows whose PK is not currently active in the target.	COMMENT
LOW	pkg/destination/bigquery/bigquery.go	2345	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/bigquery/bigquery.go	2365	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/bigquery/bigquery.go	2395	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/snowflake/snowflake.go	1159	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/snowflake/snowflake.go	1181	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/snowflake/snowflake.go	1202	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/sqlite/sqlite.go	760	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/sqlite/sqlite.go	783	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/sqlite/sqlite.go	805	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/cratedb/cratedb.go	492	// Step 1: Close changed records — only where data actually differs	COMMENT
LOW	pkg/destination/cratedb/cratedb.go	521	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/cratedb/cratedb.go	547	// Step 3: Insert rows from staging that don't have a matching current row in target	COMMENT
LOW	pkg/destination/postgres/postgres.go	1038	// Step 1: Upsert latest non-deleted rows (data changes).	COMMENT
LOW	pkg/destination/postgres/postgres.go	1100	// Step 2: Mark deletes only when the latest change is a delete	COMMENT
LOW	pkg/destination/postgres/postgres.go	1292	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/postgres/postgres.go	1314	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/postgres/postgres.go	1335	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/mysql/mysql.go	1495	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/mysql/mysql.go	1516	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/mysql/mysql.go	1539	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/duckdb/duckdb.go	1474	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/duckdb/duckdb.go	1495	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/duckdb/duckdb.go	1515	// Step 3: Insert new versions + net-new records	COMMENT
LOW	pkg/destination/fabric/fabric.go	610	// Step 1: Close changed records.	COMMENT
LOW	pkg/destination/fabric/fabric.go	632	// Step 2: Soft-delete missing records (only if no incremental_key).	COMMENT
LOW	pkg/destination/fabric/fabric.go	654	// Step 3: Insert new versions + net-new records.	COMMENT
LOW	pkg/destination/mssql/mssql.go	1372	// Step 1: Close changed records (update _scd_valid_to and _scd_is_current)	COMMENT
LOW	pkg/destination/mssql/mssql.go	1394	// Step 2: Soft-delete missing records (only if no incremental_key)	COMMENT
LOW	pkg/destination/mssql/mssql.go	1416	// Step 3: Insert new versions + net-new records	COMMENT

Decorative Section Separators22 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmarks/scripts/runner.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	310	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	312	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	354	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	356	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	423	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	425	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	606	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	608	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	688	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	690	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	712	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	714	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	725	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	727	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	817	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	819	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	1283	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	1285	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	1406	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	benchmarks/scripts/runner.py	1408	# ---------------------------------------------------------------------------	COMMENT

Over-Commented Block55 hits · 55 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration/streaming_cdc_idle_test.go	21	// stall against a live Postgres.	COMMENT
LOW	…ration/postgres_cdc_starrocks_hard_delete_soak_test.go	1	//go:build stress	COMMENT
LOW	tests/integration/postgres_cdc_starrocks_stress_test.go	1	//go:build stress	COMMENT
LOW	tests/integration/bigquery_dedup_test.go	21	// These tests validate BigQuery's swap, merge, and delete-insert dedup behavior	COMMENT
LOW	tests/integration/mysql_cdc_starrocks_stress_test.go	1	//go:build stress	COMMENT
LOW	tests/integration/postgres_cdc_stress_test.go	1	//go:build stress	COMMENT
LOW	…ration/postgres_cdc_starrocks_scenarios_stress_test.go	1	//go:build stress	COMMENT
LOW	tests/integration/mssql_cdc_stress_test.go	1	//go:build stress	COMMENT
LOW	tests/integration/staging_inspect_test.go	21	)	COMMENT
LOW	tests/integration/mysql_cdc_stress_test.go	1	//go:build stress	COMMENT
LOW	tests/integration/restricted_permissions_test.go	21	// target schema but lacks `CREATE DATABASE`/`CREATE SCHEMA` privileges. The	COMMENT
LOW	internal/output/output.go	1	// Package output centralizes all user-facing process output for the ingestr CLI.	COMMENT
LOW	internal/annotation/annotation.go	1	// Package annotation builds the query annotations ingestr attaches to the SQL	COMMENT
LOW	benchmarks/scripts/bench_dlt.py	1	# /// script	COMMENT
LOW	pkg/source/source.go	161	// CDCSnapshotResumed marks a replacement marker that continues a snapshot	COMMENT
LOW	pkg/source/source.go	181	// kind/table prefix that is not a valid source cursor.	COMMENT
LOW	pkg/source/source.go	421		COMMENT
LOW	pkg/source/fakturoid/fakturoid.go	1	// Package fakturoid implements an ingestr source for the Fakturoid API v3 —	COMMENT
LOW	pkg/source/satismeter/satismeter.go	1	// Package satismeter implements an ingestr source for the SatisMeter REST API	COMMENT
LOW	pkg/source/mssql_cdc/source.go	1181	}	COMMENT
LOW	pkg/source/sharepoint/sharepoint_integration_test.go	21	// the source's structural contract: metadata columns, raw all-VARCHAR data,	COMMENT
LOW	pkg/source/sharepoint/excel.go	21	// unzipXMLInMemLimit is the per-part threshold above which excelize spills a	COMMENT
LOW	pkg/source/postgres_cdc/values.go	141	// so the emitted stream stays applicable at the destination. It runs after	COMMENT
LOW	pkg/source/postgres_cdc/relation.go	181	// pgoutput resends a Relation message whenever a table's shape changes, so	COMMENT
LOW	pkg/source/postgres_cdc/commit_state.go	21	// silenceProbeAfter is how long the server may stay silent before the next	COMMENT
LOW	pkg/source/postgres_cdc/commit_state.go	141	if !pending {	COMMENT
LOW	pkg/source/postgres_cdc/multitable_reader.go	241	}	COMMENT
LOW	pkg/source/postgres_cdc/multitable_reader.go	381	historicalRelIDs map[string][]uint32	COMMENT
LOW	pkg/source/postgres_cdc/multitable_reader.go	881	}	COMMENT
LOW	pkg/source/postgres_cdc/source.go	61	uri string	COMMENT
LOW	pkg/source/postgres_cdc/source.go	81	// standbyGapWarned is the last list of tables reported as missing from the	COMMENT
LOW	pkg/source/postgres_cdc/source.go	681	}	COMMENT
LOW	pkg/source/twocheckout/twocheckout.go	1	// Package twocheckout implements an ingestr source for the 2Checkout (Verifone)	COMMENT
LOW	pkg/source/twocheckout/twocheckout.go	61	// fixGross: apply the cumulative-gross correction (orders only).	COMMENT
LOW	pkg/source/twocheckout/twocheckout.go	81	// Declared columns are ADDITIVE — arrowconv seeds the field list from them and	COMMENT
LOW	pkg/source/twocheckout/twocheckout.go	101	//	COMMENT
LOW	pkg/source/twocheckout/twocheckout.go	121	// 20k results, so an unfiltered pull of a large account is impossible rather	COMMENT
LOW	pkg/source/twocheckout/twocheckout.go	341	//	COMMENT
LOW	pkg/source/adbc/dialect.go	41	// SchemaQuery returns the SQL query for fetching table column information.	COMMENT
LOW	pkg/source/adbc/dialect.go	141	EnforcesPrimaryKeys() bool	COMMENT
LOW	pkg/destination/destination.go	61	CommitToken source.DurableID	COMMENT
LOW	pkg/destination/destination.go	641	SupportsDirectReplaceDeduplication() bool	COMMENT
LOW	pkg/destination/onelake/delta_io.go	81	version int64	COMMENT
LOW	pkg/destination/snowflake/snowflake_test.go	1381	// through the same SnowflakeDestination/sql.DB, with combined worker	COMMENT
LOW	pkg/destination/hubspot/hubspot_test.go	1401	}{	COMMENT
LOW	pkg/destination/hubspot/hubspot_test.go	1421	{10, "product catalog", "products?id_property=sku", "merge", []string{"sku"}, want{idProperty: "sku"}},	COMMENT
LOW	pkg/destination/hubspot/hubspot.go	161	// archive soft-deletes the records (or association links) instead of writing.	COMMENT
LOW	pkg/destination/hubspot/hubspot.go	1761		COMMENT
LOW	pkg/destination/salesforce/salesforce.go	141		COMMENT
LOW	pkg/destination/salesforce/salesforce.go	161	idColumn string	COMMENT
LOW	pkg/destination/salesforce/salesforce.go	181	sawSource atomic.Bool	COMMENT
LOW	pkg/destination/starrocks/mysql_cdc.go	21		COMMENT
LOW	pkg/schemaevolution/evolve.go	1	package schemaevolution	COMMENT
LOW	pkg/naming/snake_case.go	21	camelCaseRegex2 = regexp.MustCompile(`([a-z\d])([A-Z])`)	COMMENT
LOW	pkg/strategy/merge.go	121		COMMENT

Hyper-Verbose Identifiers43 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	ingestr/_data.py	164	def _prepare_stream_process_options(self) -> None:	CODE
LOW	ingestr/_data.py	655	def _looks_like_pandas_dataframe(value: Any) -> bool:	CODE
LOW	ingestr/_data.py	659	def _looks_like_dataframe_or_arrow(value: Any) -> bool:	CODE
LOW	ingestr/_data.py	700	def _reject_managed_process_input(process_options: Mapping[str, Any]) -> None:	CODE
LOW	ingestr/_runner.py	614	def _format_query_annotations(value: Any) -> Any:	CODE
LOW	tests/test_install.py	152	def test_verification_before_extraction_in_both_output_paths(self):	STRING
LOW⚡	tests/test_install.py	173	def test_system_hash_fallbacks_and_wget(self):	STRING
LOW⚡	tests/test_install.py	180	def test_other_supported_architectures(self):	STRING
LOW⚡	tests/test_install.py	185	def test_cancellation_waits_for_destination_write(self):	STRING
LOW⚡	tests/python/test_ingestr_package.py	182	def test_run_rejects_shell_command_string(self):	CODE
LOW⚡	tests/python/test_ingestr_package.py	186	def test_binary_path_uses_explicit_override(self):	CODE
LOW⚡	tests/python/test_ingestr_package.py	194	def test_binary_path_uses_local_build(self):	CODE
LOW⚡	tests/python/test_ingestr_package.py	203	def test_binary_path_downloads_release_binary(self):	CODE
LOW⚡	tests/python/test_ingestr_package.py	376	def test_release_platform_rejects_unsupported_arch(self):	CODE
LOW⚡	tests/python/test_ingestr_package.py	382	def test_release_platform_rejects_musl_linux(self):	CODE
LOW⚡	tests/python/test_ingestr_package.py	390	def test_ingest_streams_records_to_stdin(self):	CODE
LOW	tests/python/test_ingestr_package.py	53	def test_build_ingest_args_maps_python_values_to_cli_flags(self):	CODE
LOW	tests/python/test_ingestr_package.py	128	def test_run_invokes_resolved_binary(self):	CODE
LOW	tests/python/test_ingestr_package.py	143	def test_run_cli_runs_generated_args(self):	CODE
LOW	tests/python/test_ingestr_package.py	238	def test_binary_path_reports_first_download_to_stderr(self):	CODE
LOW	tests/python/test_ingestr_package.py	269	def test_binary_path_uses_tag_specific_checksum_for_tag_override(self):	CODE
LOW	tests/python/test_ingestr_package.py	307	def test_binary_path_rejects_missing_tag_checksum(self):	CODE
LOW	tests/python/test_ingestr_package.py	337	def test_binary_path_rejects_checksum_mismatch(self):	CODE
LOW	tests/python/test_ingestr_package.py	362	def test_release_platform_uses_goreleaser_asset_names(self):	CODE
LOW	tests/python/test_ingestr_package.py	419	def test_ingest_stream_capture_output_collects_child_pipes(self):	CODE
LOW	tests/python/test_ingestr_package.py	440	def test_ingest_flattens_pages_into_arrow_stream(self):	CODE
LOW	tests/python/test_ingestr_package.py	464	def test_ingest_accepts_generator_function(self):	CODE
LOW	tests/python/test_ingestr_package.py	488	def test_ingest_rejects_async_generator_function(self):	CODE
LOW	tests/python/test_ingestr_package.py	500	def test_ingest_context_manager_streams_yielded_data(self):	CODE
LOW	tests/python/test_ingestr_package.py	527	def test_ingest_streams_arrow_table(self):	CODE
LOW	tests/python/test_ingestr_package.py	549	def test_stream_transport_skips_empty_record_batches(self):	CODE
LOW	tests/python/test_ingestr_package.py	576	def test_ingest_can_use_mmap_transport(self):	CODE
LOW	tests/python/test_ingestr_package.py	603	def test_mmap_transport_skips_empty_record_batches(self):	CODE
LOW	tests/python/test_ingestr_package.py	633	def test_mmap_transport_rejects_managed_process_input(self):	CODE
LOW	tests/python/test_ingestr_package.py	652	def test_context_manager_preserves_result_when_stream_close_fails(self):	CODE
LOW	tests/python/test_ingestr_package.py	672	def test_ingest_normalizes_common_python_row_values(self):	CODE
LOW	tests/python/test_ingestr_package.py	697	def test_stream_transport_rejects_text_mode(self):	CODE
LOW	benchmarks/scripts/runner.py	117	def clickhouse_connection_from_uri(uri: str) -> dict:	CODE
LOW	benchmarks/scripts/runner.py	131	def quote_clickhouse_identifier(name: str) -> str:	CODE
LOW	benchmarks/scripts/runner.py	180	def snowflake_connection_from_uri(uri: str) -> dict:	CODE
LOW	benchmarks/scripts/runner.py	215	def quote_snowflake_identifier(name: str) -> str:	CODE
LOW	benchmarks/scripts/bench_dlt.py	58	def patch_dlt_mssql_json_type():	CODE
LOW	benchmarks/scripts/bench_dlt.py	71	def clickhouse_credentials_from_uri(uri: str) -> dict:	CODE

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	ingestr/_data.py	286	except Exception:	CODE
HIGH	ingestr/_data.py	307	except FileNotFoundError:	CODE
HIGH	ingestr/_data.py	716	except FileNotFoundError:	CODE
HIGH	ingestr/_data.py	766	except Exception:	CODE
HIGH	ingestr/_runner.py	360	except (OSError, ValueError):	CODE
HIGH	benchmarks/scripts/bench_airbyte.py	142	except Exception:	CODE

Cross-Language Confusion3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH⚡	ingestr/_data.py	538	if schema is not None and not data.schema.equals(schema):	CODE
HIGH⚡	ingestr/_data.py	544	if schema is not None and not table.schema.equals(schema):	CODE
HIGH⚡	ingestr/_data.py	554	if schema is not None and not table.schema.equals(schema):	CODE

Fake / Example Data20 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	docs/supported-sources/asana.md	28	Let's say you have a workspace with id `workspace-1337` and you want to ingest all tasks into a duckdb database called `	CODE
LOW	docs/supported-sources/asana.md	33	--source-uri "asana://workspace-1337?access_token=fake_token" \	CODE
LOW	docs/supported-sources/monday.md	25	Let's say you want to ingest all boards into a DuckDB database called `monday.db`. For this example the value of `api_to	CODE
LOW	docs/supported-sources/monday.md	30	--source-uri "monday://?api_token=fake_token" \	CODE
LOW	pkg/transformer/column_renamer_test.go	229	{stringPtr("placeholder"), stringPtr("placeholder"), stringPtr("placeholder"), stringPtr("placeholder")},	CODE
LOW	pkg/transformer/column_renamer_test.go	260	[][]*string{{stringPtr("placeholder")}, {stringPtr(`["` + sourceName + `"]`)}},	CODE
LOW	pkg/transformer/column_renamer_test.go	276	{stringPtr("placeholder"), stringPtr("placeholder")},	CODE
LOW	pkg/transformer/column_renamer_test.go	277	{stringPtr("placeholder"), stringPtr("changed")},	CODE
LOW	pkg/transformer/column_renamer_test.go	295	[][]*string{{stringPtr("placeholder")}, {stringPtr(`{"configData":true}`)}},	CODE
LOW	pkg/source/freshdesk/freshdesk_integration_test.go	183	"name": "Acme Inc",	CODE
LOW	pkg/source/balldontlie/balldontlie_test.go	76	_, _ = fmt.Fprint(w, `{"data":[{"id":11,"match_number":11,"datetime":"2026-06-14T21:00:00Z","status":"scheduled","seas	CODE
LOW	pkg/source/jobtread/jobtread_test.go	151	{"id": "1", "name": "Acme Corp"},	CODE
LOW	pkg/source/jira/jira_test.go	28	email: "user@example.com",	CODE
LOW	pkg/source/jira/jira_test.go	37	email: "user@example.com",	CODE
LOW	pkg/source/zendesk/zendesk_test.go	40	email: "user@example.com",	CODE
LOW	pkg/source/salesforce/salesforce_integration_test.go	188	"phone": "555-0103",	CODE
LOW	pkg/source/salesforce/salesforce_integration_test.go	212	"phone": "555-0102",	CODE
LOW	pkg/source/salesforce/salesforce_integration_test.go	234	"name": "John Doe",	CODE
LOW	pkg/source/salesforce/salesforce_integration_test.go	260	"phone": "555-0105",	CODE
LOW	pkg/destination/hubspot/hubspot_test.go	90	_, _ = io.WriteString(w, `{"status":"COMPLETE","results":[{"id":"1","properties":{"email":"foo@bar.com"}}]}`)	CODE

Excessive Try-Catch Wrapping12 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	ingestr/_data.py	286	except Exception:	CODE
LOW	ingestr/_data.py	614	except Exception:	CODE
LOW	ingestr/_data.py	626	except Exception:	CODE
LOW	ingestr/_data.py	631	except Exception:	CODE
LOW	ingestr/_data.py	766	except Exception:	CODE
MEDIUM	ingestr/_data.py	282	def _abort(self) -> None:	CODE
LOW	ingestr/_runner.py	327	except Exception as exc:	CODE
LOW	tests/cdc_multitable/validate.py	276	except Exception as e:	CODE
LOW	tests/cdc_multitable/validate.py	360	except Exception as e:	CODE
MEDIUM	tests/cdc_multitable/validate.py	361	print(f"Error: {e}")	CODE
LOW	benchmarks/scripts/runner.py	1109	except Exception:	CODE
LOW	benchmarks/scripts/bench_airbyte.py	142	except Exception:	CODE

Unused Imports13 hits · 13 pts

Severity	File	Line	Context
LOW	ingestr/_data.py	1	CODE
LOW	ingestr/__init__.py	1	CODE
LOW	ingestr/__init__.py	1	CODE
LOW	ingestr/__init__.py	2	CODE
LOW	ingestr/__init__.py	2	CODE
LOW	ingestr/__init__.py	2	CODE
LOW	ingestr/__init__.py	2	CODE
LOW	ingestr/__init__.py	2	CODE
LOW	ingestr/_runner.py	1	CODE
LOW	tests/cdc_multitable/validate.py	9	CODE
LOW	tests/cdc_multitable/validate.py	10	CODE
LOW	benchmarks/scripts/bench_airbyte.py	13	CODE
LOW	benchmarks/scripts/bench_airbyte.py	39	CODE

Deep Nesting18 hits · 13 pts

Severity	File	Line	Context
LOW	ingestr/_data.py	490	CODE
LOW	ingestr/_data.py	577	CODE
LOW	tests/test_install.py	22	CODE
LOW	tests/python/test_ingestr_package.py	203	CODE
LOW	tests/python/test_ingestr_package.py	238	CODE
LOW	tests/python/test_ingestr_package.py	269	CODE
LOW	tests/python/test_ingestr_package.py	307	CODE
LOW	tests/python/test_ingestr_package.py	337	CODE
LOW	tests/python/test_ingestr_package.py	382	CODE
LOW	tests/python/test_ingestr_package.py	500	CODE
LOW	tests/python/test_ingestr_package.py	652	CODE
LOW	tests/cdc_multitable/validate.py	157	CODE
LOW	tests/cdc_multitable/validate.py	233	CODE
LOW	benchmarks/scripts/runner.py	821	CODE
LOW	benchmarks/scripts/runner.py	1171	CODE
LOW	benchmarks/scripts/bench_dlt.py	130	CODE
LOW	benchmarks/scripts/seed_kafka.py	15	CODE
LOW	benchmarks/scripts/bench_airbyte.py	233	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	benchmarks/scripts/seed_mongodb_bson.js	88	print("seeded " + collection.countDocuments() + " BSON documents into " + databaseName + "." + collectionName);	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	benchmarks/scripts/validate.sh	6	# Usage:	COMMENT
LOW	benchmarks/scripts/report.sh	6	# Usage:	COMMENT
LOW	benchmarks/scripts/run.sh	7	# Usage:	COMMENT

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	ingestr/_runner.py	83	CODE
LOW	ingestr/_runner.py	170	CODE
LOW	tests/test_install.py	22	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/cdc_multitable/validate.py	87	# Check if _cdc_deleted column exists	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	ingestr/__init__.py	16	__all__ = [	CODE

bruin-data/ingestr

Open-Source Code Quality, Security and Technical Debt Review