1.6

Adjusted Signal

1.6

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

8.1K

Stars

Language

136.8K

Lines of Code

756

Files

196

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 7.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 196 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 196 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 0MEDIUM 1LOW 195

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 196 distinct pattern matches across 6 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 Block153 hits · 153 pts

Severity	File	Line	Snippet	Context
LOW	internal/test/port.go	1	// Copyright 2023 CloudWeGo Authors	COMMENT
LOW	server/option.go	361		COMMENT
LOW	server/option.go	421	// called automatically.	COMMENT
LOW	server/service.go	241	}	COMMENT
LOW	server/local_caller.go	41	// Only non-streaming methods present in ServiceInfo.Methods are supported.	COMMENT
LOW	server/local_caller.go	61	// wrapper values.	COMMENT
LOW	server/genericserver/unknownservice.go	21	"errors"	COMMENT
LOW	server/genericserver/unknownservice.go	41	// - For default ping pong traffic (ttheader/framed e.g.): Requests are processed via the UnknownServiceOrMethodHand	COMMENT
LOW	scripts/release-hotfix.sh	1	#!/bin/bash	COMMENT
LOW	scripts/release-hotfix.sh	21	# 1. Prompts for the minor version to create a hotfix for (e.g., v0.14.x)	COMMENT
LOW	scripts/release.sh	1	#!/bin/bash	COMMENT
LOW	scripts/release.sh	21	# 1. Validates you're on the main branch and up-to-date with origin	COMMENT
LOW	scripts/.utils/funcs.sh	1	#!/bin/bash	COMMENT
LOW	scripts/.utils/check_version.sh	1	#!/bin/bash	COMMENT
LOW	scripts/.utils/check_version.sh	21	#	COMMENT
LOW	scripts/.utils/check_go_mod.sh	1	#!/bin/bash	COMMENT
LOW	scripts/.utils/check_go_mod.sh	21	#	COMMENT
LOW	.github/workflows/claude.yml	41	actions: read	COMMENT
LOW	client/option_stream.go	61	// However, in certain scenarios (e.g., resume-enabled transfers: A → B → C), A may not wish to cancel B and C upon dete	COMMENT
LOW	client/option.go	441	// WithFallback is used to set the fallback policy for the client.	COMMENT
LOW	client/option.go	481	// WithGRPCWriteBufferSize determines how much data can be batched before doing a	COMMENT
LOW	client/rpctimeout_pool.go	121	atomic.AddInt32(&p.size, -1)	COMMENT
LOW	client/callopt/options.go	181	o.svr.SetTag(key, val)	COMMENT
LOW	client/callopt/options.go	241	di.WriteString(compressorName)	COMMENT
LOW	client/callopt/streamcall/call_options.go	61	di.WriteString(d.String())	COMMENT
LOW	client/callopt/streamcall/call_options.go	81	// The remote peer must promptly exit the handler; otherwise, there is a risk of stream leakage!	COMMENT
LOW	tool/internal_pkg/doc.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/prutal/prutal.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/util/util_test.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/util/util.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/util/dump.go	1	// Copyright 2023 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/file_tpl.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/hessian2.go	1	// Copyright 2023 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/hessian2.go	221	// type CustomizedException struct {	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/struct_tpl.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/plugin.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/convertor.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/ast.go	1	// Copyright 2023 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/hessian2_test.go	1	// Copyright 2024 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/register_tpl.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/thriftgo/patcher.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/protoc/protoc.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/protoc/util.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/pluginmode/protoc/plugin.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/handler.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/server.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/service.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/invoker.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/client.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/templates_test.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/bootstrap.sh.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/build.sh.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/client_v2.go	1	// Copyright 2025 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/service_v2.go	1	// Copyright 2025 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/handler.method.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/main.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/tpl/tool_version.go	1	// Copyright 2022 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/generator/custom_template.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/generator/type.go	1	// Copyright 2021 CloudWeGo Authors	COMMENT
LOW	tool/internal_pkg/generator/type.go	81	}	COMMENT
93 more matches not shown…

TODO Padding30 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	tool/internal_pkg/generator/generator_test.go	66	// TODO: Add test cases.	COMMENT
LOW	tool/internal_pkg/generator/generator_test.go	141	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	50	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	249	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	348	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	381	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	425	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	525	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	646	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	789	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	822	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	856	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	893	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	983	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1103	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1258	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1384	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1489	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1649	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1712	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1713	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1752	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/write_test.go	1893	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/read_test.go	52	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/read_test.go	147	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/read_test.go	315	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/thrift/read_test.go	372	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/descriptor/value_mapping_test.go	37	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/descriptor/value_mapping_test.go	74	// TODO: Add test cases.	COMMENT
LOW	pkg/generic/descriptor/value_mapping_test.go	75	// TODO: Add test cases.	COMMENT

Slop Phrases6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	pkg/retry/policy.go	75	// DON'T FORGET to update Equals() and DeepCopy() if you add new fields	COMMENT
LOW	pkg/retry/policy.go	100	// DON'T FORGET to update Equals() and DeepCopy() if you add new fields	COMMENT
LOW	pkg/retry/policy.go	114	// DON'T FORGET to update Equals() and DeepCopy() if you add new fields	COMMENT
LOW	pkg/retry/policy.go	122	// DON'T FORGET to update Equals() and DeepCopy() if you add new fields	COMMENT
LOW	pkg/retry/policy.go	148	// DON'T FORGET to update Equals() and DeepCopy() if you add new fields	COMMENT
LOW	pkg/circuitbreak/cbsuite.go	51	// DON'T FORGET to update DeepCopy() and Equals() if you add new fields.	COMMENT

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	scripts/release-hotfix.sh	27	# Usage:	COMMENT
LOW	scripts/release.sh	28	# Usage:	COMMENT
LOW	scripts/.utils/check_version.sh	27	# Usage:	COMMENT
LOW	scripts/.utils/check_go_mod.sh	27	# Usage:	COMMENT
LOW	pkg/remote/custom_meta_handler.go	32	// Usage example:	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/utils/contextmap/contextmap_test.go	26	//lint:ignore SA1012 This is the test to make the function more robust	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/.utils/funcs.sh	31	# Check if there are any commits between the references	COMMENT

cloudwego/kitex

Open-Source Code Quality, Security and Technical Debt Review