3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-16

Last Push

6.1K

Stars

C++

Language

162.2K

Lines of Code

1.3K

Files

512

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 13.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 480 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 22 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 19 finding(s).

PR Review Velocity Impact 15.4/100 · LOW

Which changes need focused human review? 512 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 3MEDIUM 7LOW 502

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 512 distinct pattern matches across 10 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 Block449 hits · 418 pts

Severity	File	Line	Snippet	Context
LOW	entrypoint.sh	1	#!/bin/bash	COMMENT
LOW	format_code.sh	1	#!/bin/bash	COMMENT
LOW	tools/rdb_to_pika/install_rdb_tools.sh	1	#!/bin/bash	COMMENT
LOW	tools/rdb_to_pika/README.md	1	# This file is show you how to use this tool	COMMENT
LOW	tools/pika_migrate/format_code.sh	1	#!/bin/bash	COMMENT
LOW	tools/pika_migrate/include/rsync_server.h	1	// Copyright (c) 2023-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_transaction.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_binlog.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/acl.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_repl_server_conn.h	1	// Copyright (c) 2019-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_hash.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_client_processor.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_db.h	1	// Copyright (c) 2018-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_client_conn.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_admin.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_repl_client_conn.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_repl_server.h	1	// Copyright (c) 2019-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_server.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_server.h	21	#include "src/cache/include/config.h"	COMMENT
LOW	tools/pika_migrate/include/pika_server.h	41	#include "include/pika_dispatch_thread.h"	COMMENT
LOW	tools/pika_migrate/include/pika_command.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_binlog_reader.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_repl_client_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_version.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_conf.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_consensus.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_repl_client.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_migrate_thread.h	1	#ifndef PIKA_MIGRATE_THREAD_H_	COMMENT
LOW	tools/pika_migrate/include/build_version.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_define.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_rm.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_repl_bgworker.h	1	// Copyright (c) 2019-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_cache_load_thread.h	1	// Copyright (c) 2023-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_monitor_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/pika_cmd_table_manager.h	1	// Copyright (c) 2018-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/redis_sender.h	1	#ifndef REDIS_SENDER_H_	COMMENT
LOW	tools/pika_migrate/include/pika_cache.h	1	// Copyright (c) 2023-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/include/rsync_client.h	1	// Copyright (c) 2023-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/client_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/simple_http_conn.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/redis_conn.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/bg_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/net_conn.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/http_conn.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/net_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/backend_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/pb_conn.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/pb_conn.h	61	// a protobuf message that we know,	COMMENT
LOW	tools/pika_migrate/src/net/include/thread_pool.h	1	// Copyright (c) 2018-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/net_define.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/server_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/build_version.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/net_interfaces.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/net_pubsub.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/include/redis_cli.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/src/holy_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/src/worker_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/src/net_util.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/src/net_thread_name.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
LOW	tools/pika_migrate/src/net/src/dispatch_thread.h	1	// Copyright (c) 2015-present, Qihoo, Inc. All rights reserved.	COMMENT
389 more matches not shown…

Redundant / Tautological Comments16 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	codis/config/proxy.toml	102	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.4.10.201_19000/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.2.16.201_19000/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…s/deploy/root/opt/codis/etc/127.0.0.1_19002/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.2.16.200_19000/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.4.10.200_19000/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.2.16.202_19000/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.4.10.201_19002/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.2.16.201_19002/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…s/deploy/root/opt/codis/etc/127.0.0.1_19001/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…s/deploy/root/opt/codis/etc/127.0.0.1_19000/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.2.16.202_19002/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.2.16.200_19002/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	…deploy/root/opt/codis/etc/10.4.10.200_19002/proxy.toml	82	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	codis/ansible/roles/codis-proxy/templates/proxy.toml	90	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT
LOW	codis/pkg/proxy/config.go	118	# Set session to be sensitive to failures. Default is false, instead of closing socket, proxy will send an error respons	COMMENT

Unused Imports22 hits · 22 pts

Severity	File	Line	Context
LOW	run_clang_tidy.py	29	CODE
LOW	run_clang_tidy.py	30	CODE
LOW	tools/codis2pika/test/cases/auth.py	3	CODE
LOW	tools/codis2pika/test/cases/example.py	1	CODE
LOW	tools/codis2pika/test/cases/auth_acl.py	3	CODE
LOW	tools/codis2pika/test/cases/cluster/sync.py	1	CODE
LOW	tools/codis2pika/test/cases/types/types_rewrite.py	4	CODE
LOW	tools/codis2pika/test/cases/types/types.py	4	CODE
LOW	tools/codis2pika/test/utils/__init__.py	1	CODE
LOW	tools/codis2pika/test/utils/__init__.py	2	CODE
LOW	tools/codis2pika/test/utils/__init__.py	3	CODE
LOW	tools/codis2pika/test/utils/__init__.py	3	CODE
LOW	codis/example/server.py	3	CODE
LOW	codis/example/proxy.py	3	CODE
LOW	codis/example/dashboard.py	3	CODE
LOW	codis/example/setup.py	3	CODE
LOW	codis/example/setup.py	4	CODE
LOW	codis/example/setup.py	5	CODE
LOW	codis/example/setup.py	6	CODE
LOW	codis/example/setup.py	7	CODE
LOW	codis/example/sentinel.py	3	CODE
LOW	codis/example/fe.py	3	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	codis/example/utils.py	23	except Exception:	CODE
HIGH	codis/deploy/products/beta/render.py	35	except OSError:	CODE
HIGH	codis/deploy/products/alpha/render.py	35	except OSError:	CODE

Excessive Try-Catch Wrapping7 hits · 11 pts

Severity	File	Line	Snippet	Context
MEDIUM	run_clang_tidy.py	61	print('Error: could not find compilation database.')	CODE
MEDIUM	run_clang_tidy.py	380	print('Error exporting fixes.\n', file=sys.stderr)	CODE
MEDIUM	run_clang_tidy.py	389	print('Error applying fixes.\n', file=sys.stderr)	CODE
LOW	tools/codis2pika/test/cases/auth_acl.py	10	except Exception:	CODE
LOW	codis/example/utils.py	16	except Exception:	CODE
LOW	codis/example/utils.py	23	except Exception:	CODE
MEDIUM	codis/example/utils.py	20	def is_running(self):	CODE

Hyper-Verbose Identifiers9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	run_clang_tidy.py	56	def find_compilation_database(path):	CODE
LOW	run_clang_tidy.py	129	def check_clang_apply_replacements_binary(args):	CODE
LOW	tests/unit/Blpop_Brpop_test.py	11	def test_single_existing_list(db_):	CODE
LOW	tests/unit/Blpop_Brpop_test.py	38	def test_blpop_brpop_unblock_lrpush_rpoplpush(db_):	CODE
LOW	tests/unit/Blpop_Brpop_test.py	219	def test_concurrency_block_unblock(db_):	CODE
LOW	tests/unit/Blpop_Brpop_test.py	358	def test_multiple_existing_lists(db_):	CODE
LOW	tests/unit/Blpop_Brpop_test.py	402	def test_blpop_brpop_same_key_multiple_times(db_):	CODE
LOW	tests/unit/Blpop_Brpop_test.py	495	def test_blpop_brpop_variadic_lpush(db_):	CODE
LOW	tests/unit/Blpop_Brpop_test.py	594	def test_master_slave_replication(db_):	CODE

Slop Phrases2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	entrypoint.sh	20	# value of variables, we use '=' by default, you can also use ':'.	COMMENT
MEDIUM	entrypoint.sh	23	# In addition, you can add services that you want wait for to the WAIT_FOR_SERVICE	COMMENT

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	docker/build_pika_exporter_docker.sh	6	# --proxy proxy, proxy has no value, if you want to use proxy, just add --proxy. if you are in China, you may need to u	COMMENT
LOW	docker/build_pika_docker.sh	6	# --proxy proxy, proxy has no value, if you want to use proxy, just add --proxy. if you are in China, you may need to u	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/ops/client.md	31	<body id="tinymce" class="mceContentBody aui-theme-default wiki-content fullsize no-tools-capable" onload="window.parent	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	run_clang_tidy.py	199		CODE

OpenAtomFoundation/pikiwidb

Open-Source Code Quality, Security and Technical Debt Review