4.1

Adjusted Signal

4.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.8K

Stars

Language

434.9K

Lines of Code

1.9K

Files

1.5K

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 15.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1369 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 45 finding(s).

Agent Over-Engineering Ratio 3.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 124 finding(s).

PR Review Velocity Impact 18.3/100 · LOW

Which changes need focused human review? 1518 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 13MEDIUM 89LOW 1416

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 1518 distinct pattern matches across 20 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 Block1298 hits · 1296 pts

Severity	File	Line	Snippet	Context
LOW	cmd/tools/plugins_csv_fmt/main.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/copies_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/fields.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/fields.go	341	// Benthos renders these snippets too (ConfigView.TemplateData). They are built	COMMENT
LOW	cmd/tools/docs_gen/platforms.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/platforms.go	201	// cgoOnlyComponents returns the components, as componentKey values, that the	COMMENT
LOW	cmd/tools/docs_gen/schema_test.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/docs_format_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/description.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/yaml_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/versions_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/versions_test.go	41		COMMENT
LOW	cmd/tools/docs_gen/components_default.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/description_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/roundtrip_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/bloblang_test.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/spec.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/components_all.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/fields_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/snippet_lint_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/attachment.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/attachment.go	21	)	COMMENT
LOW	cmd/tools/docs_gen/attachment_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/yaml.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/platforms_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/main.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/summary_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/bloblang.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/docs_gen/allcomponents/allcomponents.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/utils_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/run.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/show.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/cache_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/docker.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/packages.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/cache.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/events.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/utils.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/show_test.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/output.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration/main.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/tools/integration_test_registry/main.go	1	// Copyright 2026 Redpanda Data, Inc.	COMMENT
LOW	cmd/serverless/connect-lambda/main.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/redpanda-connect-ai/sqlite.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/redpanda-connect-ai/main.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/redpanda-connect-cloud/sqlite.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/redpanda-connect-cloud/main.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/redpanda-connect-community/main.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	cmd/redpanda-connect/main.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	licenses/Apache-2.0_header.go.txt	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	licenses/rcl_header.go.txt	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	config/examples/aws_cloudwatch_logs.yaml	1	# AWS CloudWatch Logs Source Connector (Confluent-compatible)	COMMENT
LOW	config/examples/aws_cloudwatch_logs.yaml	21	# start_time: "2024-01-01T00:00:00Z"	COMMENT
LOW	config/examples/aws_cloudwatch_logs.yaml	81		COMMENT
LOW	config/examples/stateful_polling.yaml	81	# generate:	COMMENT
LOW	resources/docker/profiling/docker-compose.yaml	41	# jaeger:	COMMENT
LOW	resources/scripts/third_party_licenses.sh	1	#!/usr/bin/env bash	COMMENT
LOW	internal/impl/dgraph/cache_ristretto.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	internal/impl/dgraph/cache_ristretto_test.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
LOW	internal/impl/cohere/chat_processor_test.go	1	// Copyright 2024 Redpanda Data, Inc.	COMMENT
1238 more matches not shown…

Decorative Section Separators76 hits · 228 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/impl/postgresql/bench/Taskfile.yaml	14	# ── PostgreSQL container ──────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/impl/postgresql/bench/Taskfile.yaml	35	# ── Data setup ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/impl/postgresql/bench/Taskfile.yaml	79	# ── CDC / Snapshot benchmarks ────────────────────────────────────────────────	COMMENT
MEDIUM	internal/impl/postgresql/bench/Taskfile.yaml	129	# ── Kafka → PostgreSQL benchmarks (vs Kafka Connect JDBC Sink) ───────────────	COMMENT
MEDIUM	…l/postgresql/bench/kafka-connector/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…l/postgresql/bench/kafka-connector/docker-compose.yaml	30	# ── PostgreSQL (benchmark sink target) ───────────────────────────────────────	COMMENT
MEDIUM	…l/postgresql/bench/kafka-connector/docker-compose.yaml	46	# ── Kafka Connect + JDBC sink plugin (built from Dockerfile) ─────────────────	COMMENT
MEDIUM	…l/postgresql/bench/kafka-connector/docker-compose.yaml	78	# ── Create bench-events Kafka topic ──────────────────────────────────────────	COMMENT
MEDIUM	…l/postgresql/bench/kafka-connector/docker-compose.yaml	96	# ── Create bench_events table in PostgreSQL ───────────────────────────────────	COMMENT
MEDIUM	…impl/iceberg/bench/kafka-connector/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…impl/iceberg/bench/kafka-connector/docker-compose.yaml	30	# ── MinIO (S3-compatible object storage) ─────────────────────────────────────	COMMENT
MEDIUM	…impl/iceberg/bench/kafka-connector/docker-compose.yaml	48	# ── Create the 'warehouse' S3 bucket ─────────────────────────────────────────	COMMENT
MEDIUM	…impl/iceberg/bench/kafka-connector/docker-compose.yaml	63	# ── Iceberg REST catalog ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/iceberg/bench/kafka-connector/docker-compose.yaml	86	# ── Kafka Connect + Iceberg sink plugin (built from Dockerfile) ───────────────	COMMENT
MEDIUM	…impl/iceberg/bench/kafka-connector/docker-compose.yaml	122	# ── Create bench-events topic and the Iceberg 'benchmark' namespace ───────────	COMMENT
MEDIUM	internal/impl/mysql/bench/Taskfile.yaml	11	# ── MySQL container ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/impl/mysql/bench/Taskfile.yaml	36	# ── Data setup ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/impl/mysql/bench/Taskfile.yaml	63	# ── Benchmarks ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…/impl/mysql/bench/mysql-write/rpcn/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…/impl/mysql/bench/mysql-write/rpcn/docker-compose.yaml	30	# ── MySQL (benchmark sink target) ────────────────────────────────────────────	COMMENT
MEDIUM	…/impl/mysql/bench/mysql-write/rpcn/docker-compose.yaml	45	# ── Create bench-events Kafka topic ──────────────────────────────────────────	COMMENT
MEDIUM	…/impl/mysql/bench/mysql-write/rpcn/docker-compose.yaml	63	# ── Create bench_events table in MySQL ───────────────────────────────────────	COMMENT
MEDIUM	…/mysql/bench/mysql-write/jdbc-sink/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…/mysql/bench/mysql-write/jdbc-sink/docker-compose.yaml	30	# ── MySQL (benchmark sink target) ────────────────────────────────────────────	COMMENT
MEDIUM	…/mysql/bench/mysql-write/jdbc-sink/docker-compose.yaml	45	# ── Kafka Connect + JDBC sink plugin (built from Dockerfile) ─────────────────	COMMENT
MEDIUM	…/mysql/bench/mysql-write/jdbc-sink/docker-compose.yaml	77	# ── Create bench-events Kafka topic ──────────────────────────────────────────	COMMENT
MEDIUM	…/mysql/bench/mysql-write/jdbc-sink/docker-compose.yaml	95	# ── Create bench_events table in MySQL ───────────────────────────────────────	COMMENT
MEDIUM	…l/impl/mysql/bench/mysql-read/rpcn/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…l/impl/mysql/bench/mysql-read/rpcn/docker-compose.yaml	30	# ── MySQL (binlog enabled — mysql_cdc source) ─────────────────────────────────	COMMENT
MEDIUM	…pl/mysql/bench/mysql-read/debezium/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…pl/mysql/bench/mysql-read/debezium/docker-compose.yaml	30	# ── MySQL (binlog enabled — Debezium source) ─────────────────────────────────	COMMENT
MEDIUM	…pl/mysql/bench/mysql-read/debezium/docker-compose.yaml	52	# ── Kafka Connect + Debezium MySQL source plugin ──────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	10	# ── Pipeline parameters ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	16	# ── Matrix sweep lists ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	30	# ── Infrastructure ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	45	# ── Pipeline lifecycle ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	92	# ── Data management ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	112	# ── Observation ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	129	# ── Single parameterised run ──────────────────────────────────────────────────	COMMENT
MEDIUM	…impl/aws/s3/bench/write/redpanda-connect/Taskfile.yaml	221	# ── Logs ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…l/aws/s3/bench/write/kafka-connect/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…l/aws/s3/bench/write/kafka-connect/docker-compose.yaml	30	# ── LocalStack (S3 sink target) ───────────────────────────────────────────────	COMMENT
MEDIUM	…l/aws/s3/bench/write/kafka-connect/docker-compose.yaml	46	# ── Kafka Connect + S3 Sink plugin (built from Dockerfile) ───────────────────	COMMENT
MEDIUM	…l/aws/s3/bench/write/kafka-connect/docker-compose.yaml	86	# ── Create bench-events Kafka topic ──────────────────────────────────────────	COMMENT
MEDIUM	…l/aws/s3/bench/write/kafka-connect/docker-compose.yaml	104	# ── Create bench-events S3 bucket in LocalStack ───────────────────────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	12	# ── Connector parameters (used by connector:create and bench:run) ─────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	23	# ── Matrix sweep lists (space-separated values to try for each parameter) ─────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	31	# ── Infrastructure ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	45	# ── Connector management ──────────────────────────────────────────────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	118	# ── Data loading ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	138	# ── Observation ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	241	# ── Single parameterised run ──────────────────────────────────────────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	350	# ── Matrix sweep ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…al/impl/aws/s3/bench/write/kafka-connect/Taskfile.yaml	515	# ── Logs ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…pl/aws/s3/bench/read/kafka-connect/docker-compose.yaml	2	# ── Kafka (KRaft, no ZooKeeper) ──────────────────────────────────────────────	COMMENT
MEDIUM	…pl/aws/s3/bench/read/kafka-connect/docker-compose.yaml	30	# ── LocalStack (S3 source) ────────────────────────────────────────────────────	COMMENT
MEDIUM	…pl/aws/s3/bench/read/kafka-connect/docker-compose.yaml	46	# ── Kafka Connect + S3 plugin ─────────────────────────────────────────────────	COMMENT
MEDIUM	…pl/aws/s3/bench/read/kafka-connect/docker-compose.yaml	84	# ── Create bench-events Kafka topic ──────────────────────────────────────────	COMMENT
MEDIUM	…pl/aws/s3/bench/read/kafka-connect/docker-compose.yaml	102	# ── Create bench-events S3 bucket in LocalStack ───────────────────────────────	COMMENT
MEDIUM	…nal/impl/aws/s3/bench/read/kafka-connect/Taskfile.yaml	25	# ── Infrastructure ────────────────────────────────────────────────────────────	COMMENT
16 more matches not shown…

Cross-File Repetition11 hits · 55 pts

Severity	File	Snippet	Context
HIGH	…_proto/redpanda/runtime/v1alpha1/processor_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	…t/_proto/redpanda/runtime/v1alpha1/message_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	…ect/_proto/redpanda/runtime/v1alpha1/agent_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	client and server classes corresponding to protobuf-defined services.	STRING
HIGH	…_proto/redpanda/runtime/v1alpha1/processor_pb2_grpc.py	init is the first method called for a batch output and it passes the user's configuration to the output. the schema for	STRING
HIGH	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	init is the first method called for a batch output and it passes the user's configuration to the output. the schema for	STRING
HIGH	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	init is the first method called for a batch output and it passes the user's configuration to the output. the schema for	STRING
HIGH	…_proto/redpanda/runtime/v1alpha1/processor_pb2_grpc.py	close the component, blocks until either the underlying resources are cleaned up or the rpc deadline is reached.	STRING
HIGH	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	close the component, blocks until either the underlying resources are cleaned up or the rpc deadline is reached.	STRING
HIGH	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	close the component, blocks until either the underlying resources are cleaned up or the rpc deadline is reached.	STRING

Unused Imports27 hits · 27 pts

Severity	File	Line	Context
LOW	public/plugin/python/src/redpanda_connect/__init__.py	19	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	19	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	19	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	20	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	30	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	30	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	30	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	30	CODE
LOW	…_proto/redpanda/runtime/v1alpha1/processor_pb2_grpc.py	3	CODE
LOW	…onnect/_proto/redpanda/runtime/v1alpha1/message_pb2.py	9	CODE
LOW	…onnect/_proto/redpanda/runtime/v1alpha1/message_pb2.py	10	CODE
LOW	…nect/_proto/redpanda/runtime/v1alpha1/processor_pb2.py	9	CODE
LOW	…t/_proto/redpanda/runtime/v1alpha1/message_pb2_grpc.py	3	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/agent_pb2_grpc.py	3	CODE
LOW	…_connect/_proto/redpanda/runtime/v1alpha1/agent_pb2.py	9	CODE
LOW	…_connect/_proto/redpanda/runtime/v1alpha1/agent_pb2.py	10	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	3	CODE
LOW	…_connect/_proto/redpanda/runtime/v1alpha1/input_pb2.py	9	CODE
LOW	…connect/_proto/redpanda/runtime/v1alpha1/output_pb2.py	9	CODE
LOW	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	3	CODE

Structural Annotation Overuse12 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	…ernal/impl/postgresql/pglogicalstream/pgtype_compat.go	29	// NOTE: This function is NOT suitable for arbitrary range types whose	COMMENT
LOW⚡	…l/impl/gcp/enterprise/bigquery/schema_resolver_test.go	88	// Step 1: a fetch starts and snapshots the generation.	COMMENT
LOW⚡	…l/impl/gcp/enterprise/bigquery/schema_resolver_test.go	91	// Step 2: a concurrent writer evicts (e.g. handleWriteError after a	COMMENT
LOW⚡	…l/impl/gcp/enterprise/bigquery/schema_resolver_test.go	95	// Step 3: the in-flight fetch completes and tries to cache its result.	COMMENT
LOW	internal/impl/redpanda/migrator/migrator_groups.go	745	// NOTE: This method only works when timestamps are monotonically increasing.	COMMENT
LOW⚡	internal/impl/oracledb/checkpoint_cache.go	185	// Step 1: Widen the cache_key column.	COMMENT
LOW⚡	internal/impl/oracledb/checkpoint_cache.go	194	// Step 2: Rename any legacy 'max_scn' row to the configured cache key.	COMMENT
LOW	internal/cli/chroot_linux.go	30	// NOTE: This function will only work if the binary is running with	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	31	// Step 1: flush and draw a ticket in the same critical section.	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	40	// Step 2: release the ticket when we are done, also on error	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	44	// Step 3: wait for our turn.	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	49	// Step 4: the slow work, for example track and send. The	COMMENT

Fake / Example Data17 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	…impl/snowflake/output_snowflake_streaming_pipe_test.go	1169	private_key: dummy-key	CODE
LOW	internal/impl/snowflake/streaming/testing/server.go	123	"GCS_ACCESS_TOKEN": "fake-token-for-testing",	CODE
LOW	…impl/iceberg/integration/connector_integration_test.go	152	`{"id":1,"user":{"name":"Alice","email":"alice@example.com","age":30},"address":{"street":"123 Main St","city":"Seatt	CODE
LOW⚡	internal/impl/iceberg/icebergx/partition_key_test.go	258	longString := "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque ipsum magna, pellentesque quis nis	CODE
LOW⚡	internal/impl/iceberg/icebergx/partition_key_test.go	258	longString := "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque ipsum magna, pellentesque quis nis	CODE
LOW⚡	internal/impl/iceberg/icebergx/partition_key_test.go	267	// String should be truncated to 64 bytes: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellent"	COMMENT
LOW⚡	internal/impl/iceberg/icebergx/partition_key_test.go	267	// String should be truncated to 64 bytes: "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellent"	COMMENT
LOW	internal/impl/jira/input_jira_test.go	119	assert.Equal(t, "user@example.com", cfg.authEmail)	CODE
LOW	internal/impl/jira/jiraauth/client_test.go	48	c, err := jiraauth.BuildClient(mgr, httpCfg, "user@example.com", "secret-token", 50)	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	33	sql: `insert into "MYAPP"."CUSTOMERS" ("ID","NAME","EMAIL") values ('1','John Doe','john@example.com')`,	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	36	"NAME": "John Doe",	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	42	sql: `update "MYAPP"."CUSTOMERS" set "NAME" = 'Jane Doe', "EMAIL" = 'jane@example.com' where "ID" = '1' and "NAME" =	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	42	sql: `update "MYAPP"."CUSTOMERS" set "NAME" = 'Jane Doe', "EMAIL" = 'jane@example.com' where "ID" = '1' and "NAME" =	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	44	"NAME": "Jane Doe",	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	49	"NAME": "John Doe",	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	54	sql: `delete from "MYAPP"."CUSTOMERS" where "ID" = '1' and "NAME" = 'John Doe'`,	CODE
LOW⚡	internal/impl/oracledb/logminer/sqlredo/parser_test.go	57	"NAME": "John Doe",	CODE

Verbosity Indicators9 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	…l/impl/gcp/enterprise/bigquery/schema_resolver_test.go	88	// Step 1: a fetch starts and snapshots the generation.	COMMENT
LOW⚡	…l/impl/gcp/enterprise/bigquery/schema_resolver_test.go	91	// Step 2: a concurrent writer evicts (e.g. handleWriteError after a	COMMENT
LOW⚡	…l/impl/gcp/enterprise/bigquery/schema_resolver_test.go	95	// Step 3: the in-flight fetch completes and tries to cache its result.	COMMENT
LOW⚡	internal/impl/oracledb/checkpoint_cache.go	185	// Step 1: Widen the cache_key column.	COMMENT
LOW⚡	internal/impl/oracledb/checkpoint_cache.go	194	// Step 2: Rename any legacy 'max_scn' row to the configured cache key.	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	31	// Step 1: flush and draw a ticket in the same critical section.	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	40	// Step 2: release the ticket when we are done, also on error	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	44	// Step 3: wait for our turn.	COMMENT
LOW⚡	internal/replication/ticket/example_test.go	49	// Step 4: the slow work, for example track and send. The	COMMENT

Example Usage Blocks13 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…al/impl/postgresql/bench/kafka-connector/producer.yaml	5	# Usage:	COMMENT
LOW	internal/impl/iceberg/demo/docker-compose.yaml	3	# Usage:	COMMENT
LOW	internal/impl/iceberg/bench/Taskfile.yaml	102	# Usage:	COMMENT
LOW	internal/impl/iceberg/catalogx/catalog.go	182	// Example usage:	COMMENT
LOW	…ternal/impl/mysql/bench/mysql-write/rpcn/producer.yaml	3	# Usage:	COMMENT
LOW	…l/impl/mysql/bench/mysql-write/jdbc-sink/producer.yaml	5	# Usage:	COMMENT
LOW	internal/impl/salesforce/app/setup.sh	6	# Usage:	COMMENT
LOW	…impl/aws/s3/bench/write/redpanda-connect/producer.yaml	3	# Usage:	COMMENT
LOW	…impl/aws/s3/bench/write/redpanda-connect/pipeline.yaml	3	# Usage:	COMMENT
LOW	…al/impl/aws/s3/bench/write/kafka-connect/producer.yaml	3	# Usage:	COMMENT
LOW	…nal/impl/aws/s3/bench/read/kafka-connect/producer.yaml	3	# Usage:	COMMENT
LOW	…ernal/impl/oracledb/bench/docker-compose.debezium.yaml	5	# Usage:	COMMENT
LOW	internal/singleton/singleton.go	24	// Example usage:	COMMENT

Excessive Try-Catch Wrapping15 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	82	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	102	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	126	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	146	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	167	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	196	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	219	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	240	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	280	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	300	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	320	except Exception as e:	CODE
LOW	public/plugin/python/src/redpanda_connect/_grpc.py	341	except Exception as e:	CODE
MEDIUM	…nt-search/resources/scripts/format-component-fields.py	134	print("Error: Component name required as argument", file=sys.stderr)	CODE
MEDIUM	…nt-search/resources/scripts/format-component-fields.py	154	print(f"Error: Component '{target_component}' not found in schema", file=sys.stderr)	CODE
MEDIUM	…loblang-authoring/resources/scripts/format-bloblang.py	146	print("Error: No bloblang items found in schema", file=sys.stderr)	CODE

AI Structural Patterns13 hits · 13 pts

Severity	File	Line	Context
LOW	…_proto/redpanda/runtime/v1alpha1/processor_pb2_grpc.py	103	CODE
LOW	…_proto/redpanda/runtime/v1alpha1/processor_pb2_grpc.py	107	CODE
LOW	…_proto/redpanda/runtime/v1alpha1/processor_pb2_grpc.py	111	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/agent_pb2_grpc.py	49	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	128	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	132	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	136	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	140	CODE
LOW	…ect/_proto/redpanda/runtime/v1alpha1/input_pb2_grpc.py	144	CODE
LOW	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	109	CODE
LOW	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	113	CODE
LOW	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	117	CODE
LOW	…ct/_proto/redpanda/runtime/v1alpha1/output_pb2_grpc.py	121	CODE

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	…impl/iceberg/bench/kafka-connector/docker-compose.yaml	147	# Create the Iceberg namespace used by the connector	COMMENT
MEDIUM	…l/iceberg/e2e/databricks/terraform/.terraform.lock.hcl	1	# This file is maintained automatically by "terraform init".	COMMENT
MEDIUM	…/iceberg/e2e/polaris-aws/terraform/.terraform.lock.hcl	1	# This file is maintained automatically by "terraform init".	COMMENT
MEDIUM	internal/agent/template/redpanda_agents.yaml	7	# Define the tools your agent has access too	COMMENT

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/rag/README.md	1	## RAG with Redpanda Connect	COMMENT
MEDIUM	docs/benchmarking.md	40	├── Taskfile.yaml # Task runner for orchestration	CODE
MEDIUM	benchmarking/aws/terraform/persistent/gha.tf	63	# with no customer data — the real guardrails are the pinned OIDC trust	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	internal/impl/snowflake/streaming/testing/server.go	606	// Return 500 error as requested	COMMENT

Hyper-Verbose Identifiers7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	resources/plugin_uploader/plugin_uploader.py	55	def get_archives_version_dir_path(self, version: str) -> str:	CODE
LOW	resources/plugin_uploader/plugin_uploader.py	170	def create_and_upload_one_archive(artifact: Artifact, plugin_config: PluginConfig, project_root_dir: str, version: str,	CODE
LOW	resources/plugin_uploader/plugin_uploader.py	217	def create_and_upload_archives(	CODE
LOW	resources/plugin_uploader/plugin_uploader.py	259	def create_and_upload_manifest_json(	CODE
LOW	resources/plugin_uploader/test_plugin_uploader.py	16	def create_bucket_and_return_clients():	CODE
LOW	resources/plugin_uploader/test_plugin_uploader.py	58	def _run_and_validate_upload_archives(	CODE
LOW	resources/plugin_uploader/test_plugin_uploader.py	84	def _run_and_validate_upload_manifests(expected_manifest: dict[str, Any]):	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/impl/oracledb/integration_test.go	527	// since seamless recovery isn't what this test expects (see doc comment above).	COMMENT
MEDIUM	.github/workflows/test.yml	189	# The benchmarking harness lives in standalone Go modules	COMMENT

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	internal/impl/iceberg/config.go	328	Example(map[string]string{"X-Api-Key": "your-api-key"}).	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	public/plugin/python/src/redpanda_connect/_convert.py	26	CODE
LOW	public/plugin/python/src/redpanda_connect/_convert.py	50	CODE
LOW	…nt-search/resources/scripts/format-component-fields.py	21	CODE
LOW	…loblang-authoring/resources/scripts/format-bloblang.py	63	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…line-assistant/resources/recipes/stateful-counter.yaml	61	# Check if threshold exceeded (circuit breaker)	COMMENT
LOW	…ls/pipeline-assistant/resources/recipes/dlq-basic.yaml	22	# Check if parsing failed	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/impl/sql/conn_fields.go	83	The ` + "`snowflake`" + ` driver supports multiple DSN formats. Please consult https://pkg.go.dev/github.com/snowflakedb	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	public/plugin/python/examples/logging_output.py	22	logger = logging.getLogger(__name__)	CODE
LOW	public/plugin/python/src/redpanda_connect/__init__.py	37	__all__ = [	CODE

redpanda-data/connect

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