1.2

Adjusted Signal

1.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

27.6K

Stars

Language

474.4K

Lines of Code

1.6K

Files

518

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 5.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 495 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 0.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 46 finding(s).

PR Review Velocity Impact 5.9/100 · LOW

Which changes need focused human review? 518 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 8MEDIUM 11LOW 499

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 518 distinct pattern matches across 14 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 Block430 hits · 418 pts

Severity	File	Line	Snippet	Context
LOW	tests/rdma/rdma-test.c	21	#include <errno.h>	COMMENT
LOW	tests/modules/blockedclient.c	1	/* define macros for having usleep */	COMMENT
LOW	utils/gen-test-certs.sh	1	#!/bin/bash	COMMENT
LOW	utils/install_server.sh	1	#!/bin/sh	COMMENT
LOW	utils/install_server.sh	21	# OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF	COMMENT
LOW	utils/install_server.sh	41	#	COMMENT
LOW	utils/install_server.sh	201	"#!/bin/sh\n	COMMENT
LOW	utils/install_server.sh	221	# Should-Stop: \$syslog \$named\n	COMMENT
LOW	utils/install_server.sh	241	cat > ${TMP_FILE} <<EOT	COMMENT
LOW	utils/hyperloglog/hll-gnuplot-graph.rb	1	# hll-err.rb - Copyright (C) 2014 Redis Ltd.	COMMENT
LOW	deps/fast_float/ffc.h	1	// fast_float by Daniel Lemire (Original)	COMMENT
LOW	deps/fast_float/ffc.h	21	// Licensed under the Apache License, Version 2.0, or the	COMMENT
LOW	deps/fast_float/ffc.h	41	// The above copyright notice and this permission notice	COMMENT
LOW	deps/fast_float/ffc.h	61	//	COMMENT
LOW	deps/fast_float/ffc.h	81	// the above license grant, this restriction and the following disclaimer,	COMMENT
LOW	deps/fast_float/ffc.h	261		COMMENT
LOW	deps/fast_float/ffc.h	381	defined(__MINGW64__) \|\| defined(__s390x__) \|\| \	COMMENT
LOW	deps/fast_float/ffc.h	401	#define FFC_64BIT 1	COMMENT
LOW	deps/fast_float/ffc.h	421	#define FFC_IS_BIG_ENDIAN 0	COMMENT
LOW	deps/fast_float/ffc.h	441	#	COMMENT
LOW	deps/fast_float/ffc.h	461	#if defined(__aarch64__) \|\| defined(_M_ARM64)	COMMENT
LOW	deps/fast_float/ffc.h	481	#define FFC_SIMD_DISABLE_WARNINGS \	COMMENT
LOW	deps/fast_float/ffc.h	581	#define FFC_DOUBLE_INFINITE_POWER 0x7FF	COMMENT
LOW	deps/fast_float/ffc.h	601	#define FFC_FLOAT_MAX_EXPONENT_FAST_PATH 10	COMMENT
LOW	deps/fast_float/ffc.h	781	return false;	COMMENT
LOW	deps/fast_float/ffc.h	801	//	COMMENT
LOW	deps/fast_float/ffc.h	821	#elif defined(__clang__)	COMMENT
LOW	deps/fast_float/ffc.h	1561	#endif // FFC_PARSE_H	COMMENT
LOW	deps/fast_float/ffc.h	1601	// number of bits in a bigint. this needs to be at least the number	COMMENT
LOW	deps/fast_float/ffc.h	2701	// parse the significant digits as a big integer to unambiguously round	COMMENT
LOW	deps/fast_float/ffc.h	2741	// The required precision is mantissa_explicit_bits + 3 because	COMMENT
LOW	deps/fast_float/ffc.h	2861	// whereas 0x40000000000000 x 2^-1023-53 is normal. Now, we need to round	COMMENT
LOW	deps/fast_float/ffc.h	2941	// we want round-to-nearest in all cases, irrespective of the rounding mode	COMMENT
LOW	deps/fast_float/ffc.h	3201	#undef FFC_DOUBLE_MINIMUM_EXPONENT	COMMENT
LOW	deps/fast_float/ffc.h	3221	#undef FFC_FLOAT_EXPONENT_MASK	COMMENT
LOW	deps/libvalkey/include/valkey/valkey.h	41	#include <sys/time.h> /* for struct timeval */	COMMENT
LOW	deps/libvalkey/include/valkey/visibility.h	41	#else	COMMENT
LOW	deps/libvalkey/include/valkey/sockcompat.h	41	#include <sys/select.h>	COMMENT
LOW	deps/libvalkey/include/valkey/sockcompat.h	81	int win32_valkeyKeepAlive(SOCKET sockfd, int interval_ms);	COMMENT
LOW	deps/libvalkey/include/valkey/read.h	41	/* When an error occurs, the err flag in a context is set to hold the type of	COMMENT
LOW	deps/libvalkey/tests/client_test.c	1	#include "fmacros.h"	COMMENT
LOW	deps/libvalkey/tests/client_test.c	21		COMMENT
LOW	deps/libvalkey/tests/ct_connection.c	1	#include "adapters/libevent.h"	COMMENT
LOW	…y/tests/scripts/connect-during-cluster-startup-test.sh	1	#!/bin/sh	COMMENT
LOW	deps/libvalkey/tests/scripts/moved-redirect-test.sh	1	#!/bin/bash	COMMENT
LOW	…ect-during-cluster-startup-using-cluster-nodes-test.sh	1	#!/bin/sh	COMMENT
LOW	…ripts/client-disconnect-without-slotmap-update-test.sh	1	#!/bin/bash	COMMENT
LOW	…libvalkey/tests/scripts/redirect-with-hostname-test.sh	1	#!/bin/sh	COMMENT
LOW	…ests/scripts/connect-error-using-cluster-nodes-test.sh	1	#!/bin/sh	COMMENT
LOW	…/libvalkey/tests/scripts/command-from-callback-test.sh	1	#!/bin/bash	COMMENT
LOW	…ey/tests/scripts/ask-redirect-connection-error-test.sh	1	#!/bin/bash	COMMENT
LOW	deps/libvalkey/tests/scripts/timeout-handling-test.sh	1	#!/bin/bash	COMMENT
LOW	…s/scripts/dbsize-to-all-nodes-during-scaledown-test.sh	1	#!/bin/bash	COMMENT
LOW	deps/libvalkey/tests/scripts/cluster-scale-down-test.sh	1	#!/bin/bash	COMMENT
LOW	…pts/dbsize-to-all-nodes-during-scaledown-test-async.sh	1	#!/bin/bash	COMMENT
LOW	deps/libvalkey/scripts/gencommands.py	1	#!/usr/bin/env python3	COMMENT
LOW	deps/libvalkey/scripts/gencommands.py	21	#	COMMENT
LOW	deps/libvalkey/scripts/gencommands.py	41	for arg in arguments:	COMMENT
LOW	deps/libvalkey/src/async.c	41	#include <strings.h>	COMMENT
LOW	deps/libvalkey/src/rdma.c	41	#include <arpa/inet.h>	COMMENT
370 more matches not shown…

Hyper-Verbose Identifiers32 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	utils/generate-commands-json.py	10	def convert_flags_to_boolean_dict(flags):	CODE
LOW	utils/generate-commands-json.py	35	def convert_entry_to_objects_array(cmd, docs):	CODE
LOW	utils/generate-command-code.py	53	def check_command_args_key_specs(args, command_key_specs_index_set, command_arg_key_specs_index_set):	CODE
LOW	deps/libvalkey/scripts/gencommands.py	145	def collect_command_from_cmddef_h(f, commands):	CODE
LOW	deps/libvalkey/scripts/gencommands.py	163	def collect_commands_from_files(filenames):	CODE
LOW	deps/jemalloc/scripts/gen_travis.py	210	def generate_unusual_combinations(unusuals, max_unusual_opts):	STRING
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	129	def test_passing_task_succeeds(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	139	def test_failing_task_fails_even_with_retries(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	144	def test_executing_passing_and_failing_fails(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	155	def test_task_succeeds_with_one_retry(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	162	def test_task_fails_with_one_retry(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	169	def test_runner_succeeds_when_all_tasks_eventually_succeeds(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	254	def test_running_parallel_test_cases_without_repeats(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	262	def test_running_parallel_test_cases_with_repeats(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	270	def test_running_parallel_tests(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	280	def test_race_in_test_times_load_save(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	576	def test_does_not_run_disabled_tests_by_default(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	584	def test_runs_disabled_tests_when_asked(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	593	def test_runs_failed_tests_by_default(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	600	def test_runs_only_failed_tests_when_asked(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	608	def test_does_not_apply_gtest_filter_by_default(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	615	def test_applies_gtest_filter(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	620	def test_applies_gtest_color_by_default(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	630	def test_repeats_tasks_once_by_default(self):	CODE
LOW⚡	deps/gtest-parallel/gtest_parallel_tests.py	634	def test_repeats_tasks_multiple_times(self):	CODE
LOW	deps/gtest-parallel/gtest_parallel_tests.py	187	def test_get_save_file_path_unix(self):	CODE
LOW	deps/gtest-parallel/gtest_parallel_tests.py	376	def test_logs_to_temporary_files_without_output_dir(self):	CODE
LOW	deps/gtest-parallel/gtest_parallel_tests.py	415	def test_run_interrupted_task_with_transient_log(self):	CODE
LOW	deps/gtest-parallel/gtest_parallel_tests.py	645	def test_gtest_list_tests_fails(self):	CODE
LOW	deps/gtest-parallel/gtest_parallel.py	279	def __get_next_execution_number(self, test_id):	CODE
LOW	src/server.c	1218	* the function clientsCronTrackExpensiveClients(). */	COMMENT
LOW	src/unit/wrapper_util.py	54	def find_wrapper_functions_in_header(header_file_name):	CODE

Cross-Language Confusion4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tests/rdma/rdma_env.py	26	cmd = "modprobe rdma_cm && modprobe udp_tunnel && modprobe ip6_udp_tunnel && modprobe ib_uverbs"	CODE
HIGH	deps/jemalloc/scripts/gen_run_tests.py	111	\$@ >> run_test.log 2>&1 \|\| abort	CODE
HIGH	deps/jemalloc/scripts/gen_run_tests.py	119	%(config_line)s >> run_test.log 2>&1 \|\| abort	CODE
HIGH	deps/jemalloc/scripts/gen_travis.py	44	scripts/gen_travis.py > travis_script && diff .travis.yml travis_script	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	deps/jemalloc/scripts/gen_run_tests.py	34	except:	CODE
HIGH	deps/gtest-parallel/gtest_parallel.py	620	except IOError:	CODE
HIGH	deps/gtest-parallel/gtest_parallel.py	76	except OSError:	CODE
HIGH	deps/gtest-parallel/gtest_parallel.py	391	except ValueError:	CODE

Excessive Try-Catch Wrapping10 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	utils/req-res-log-validator.py	211	except Exception as err:	CODE
LOW	utils/req-res-log-validator.py	257	except Exception as e:	CODE
MEDIUM	utils/generate-command-code.py	659	print("Error processing %s: %s" % (filename, err))	CODE
MEDIUM	utils/generate-command-code.py	688	print("Error: There are errors in the commands check, please check the above logs.")	CODE
MEDIUM	deps/libvalkey/scripts/gencommands.py	160	print("Error processing line: %s" % (line))	CODE
MEDIUM	deps/libvalkey/scripts/gencommands.py	191	print("Error processing %s: %s" % (filename, err))	CODE
LOW	deps/gtest-parallel/gtest_parallel.py	628	except Exception:	CODE
MEDIUM	deps/gtest-parallel/gtest_parallel.py	624	def __read_test_times_file(fd):	CODE
MEDIUM	src/unit/generate-redefine-syms.py	39	print(f"Error: File '{args.object_file}' does not exist.", file=sys.stderr)	CODE
MEDIUM	src/unit/generate-redefine-syms.py	48	print(f"Error running {args.nm} on '{args.object_file}': {e}", file=sys.stderr)	CODE

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	tests/rdma/run.py	60	CODE
LOW	utils/req-res-log-validator.py	186	CODE
LOW	utils/req-res-log-validator.py	116	CODE
LOW	utils/generate-command-code.py	337	CODE
LOW	utils/generate-command-code.py	358	CODE
LOW	utils/generate-command-code.py	359	CODE
LOW	deps/libvalkey/scripts/gencommands.py	58	CODE
LOW	deps/libvalkey/scripts/gencommands.py	163	CODE
LOW	deps/gtest-parallel/gtest_parallel.py	636	CODE
LOW	deps/gtest-parallel/gtest_parallel.py	701	CODE
LOW	deps/gtest-parallel/gtest_parallel.py	380	CODE
LOW	deps/gtest-parallel/gtest_parallel.py	710	CODE
LOW	src/unit/wrapper_util.py	19	CODE
LOW	src/unit/wrapper_util.py	54	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	utils/gen-test-certs.sh	132	# Create a CA bundle and hashed CA directory used by TLS tests.	COMMENT
MEDIUM	.github/workflows/provenance-refresh.yml	38	# Create the DB branch on first run, otherwise reuse it.	COMMENT
MEDIUM	deps/libvalkey/scripts/gencommands.py	4	# This file is released under the BSD license, see the COPYING file	COMMENT

Verbosity Indicators6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	src/t_stream.c	3388	/* We need to check if the minimum idle time requested	COMMENT
LOW	src/networking.c	6820	/* We need to check if the soft limit is reached continuously for the	COMMENT
LOW	src/server.c	3419	/* The purpose of this function is to try to "glue" consecutive range	COMMENT
LOW	src/acl.c	3301	/* If there are some subscribers, we need to check if we need to drop some clients. */	COMMENT
LOW	src/modules/hellotype.c	185	* called when the key we blocked for is ready: we need to check if we	COMMENT
LOW	src/modules/lua/script_lua.c	379	/* We need to check if it is an array, an error, or a status reply.	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	utils/generate-command-code.py	94	# Check if we have key_specs not used	COMMENT
LOW	utils/lru/test-lru.rb	115	# Check if evicted keys respect LRU	COMMENT
LOW	src/module.c	3799	* #### Return value	COMMENT

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	utils/redis-copy.rb	7	# for the more-robust redis-copy gem.	COMMENT
LOW	deps/gtest-parallel/gtest_parallel.py	52	# Before a SIGINT is seen, wait(p) will simply call p.wait() and	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	deps/jemalloc/src/prof_recent.c	85	* "placeholder"; the real recording of the allocation requires a lock	COMMENT
LOW	src/rdb.c	1956	return createStringObject("module-dummy-value", 18);	CODE
LOW	src/unit/test_crc64.cpp	31	unsigned char li[] = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed "	CODE
LOW	src/unit/test_crc64.cpp	31	unsigned char li[] = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed "	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	utils/redis-sha1.rb	8	# If you hack this code make sure to sort keys and set elements as this are	COMMENT
LOW	src/commands.h	63	/* Command flags. Please don't forget to add command flag documentation in struct	COMMENT
LOW	src/lolwut9.c	81	output_array = sdscatprintf(output_array, "Don't forget to have fun! %s ver. ", server.extended_redis_compat ? "Redi	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	deps/gtest-parallel/gtest_parallel_mocks.py	99	def run_task(self, task, timeout_per_test):	CODE
LOW	deps/gtest-parallel/gtest_parallel.py	307	def run_task(self, task, timeout_per_test):	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	deps/jemalloc/scripts/gen_travis.py	4		CODE

valkey-io/valkey

Open-Source Code Quality, Security and Technical Debt Review