AI Slop Code Risk Monitor

Notsfsssf/pixez-flutter

SlopCodeMonitor badge for Notsfsssf/pixez-flutter Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

一个支持免代理直连及查看动图的第三方Pixiv flutter客户端

2.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Notsfsssf/pixez-flutter, a Dart project with 13,232 GitHub stars. SynthScan examined 220,236 lines of code across 1133 source files, recording 545 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 2.6 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

2.6
Adjusted Signal
2.6
Raw Pattern Score
100%
Time Factor
2026-10-23
Last Push
13.2K
Stars
Dart
Language
220.2K
Lines of Code
1.1K
Files
545
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 11.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 537 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 7 finding(s).

PR Review Velocity Impact 12.6/100 · LOW

Which changes need focused human review? 545 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 1HIGH 4MEDIUM 10LOW 530

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 545 distinct pattern matches across 11 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 Block521 hits · 496 pts
SeverityFileLineSnippetContext
LOWpubspec.yaml121COMMENT
LOW…/benchmark/linux/flutter/generated_plugin_registrant.h1//COMMENT
LOW…ugins/rhttp/benchmark/benchmark/windows/runner/utils.h1#ifndef RUNNER_UTILS_H_COMMENT
LOW…tp/benchmark/benchmark/windows/runner/win32_window.cpp1#include "win32_window.h"COMMENT
LOW…ns/rhttp/benchmark/benchmark/windows/runner/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOWplugins/rhttp/rhttp/pubspec.yaml41flutter:COMMENT
LOWplugins/rhttp/rhttp/pubspec.yaml61 linux:COMMENT
LOWplugins/rhttp/rhttp/pubspec.yaml81 # "family" key with the font family name, and a "fonts" key with aCOMMENT
LOWplugins/rhttp/rhttp/example/pubspec.yaml1name: rhttp_exampleCOMMENT
LOWplugins/rhttp/rhttp/example/pubspec.yaml61COMMENT
LOWplugins/rhttp/rhttp/example/pubspec.yaml81 # list giving the asset and other descriptors for the font. ForCOMMENT
LOWplugins/rhttp/rhttp/example/analysis_options.yaml21linter:COMMENT
LOW…tp/example/linux/flutter/generated_plugin_registrant.h1//COMMENT
LOWplugins/rhttp/rhttp/example/windows/runner/utils.h1#ifndef RUNNER_UTILS_H_COMMENT
LOW…ns/rhttp/rhttp/example/windows/runner/win32_window.cpp1#include "win32_window.h"COMMENT
LOWplugins/rhttp/rhttp/example/windows/runner/resource.h1//{{NO_DEPENDENCIES}}COMMENT
LOW…ugins/rhttp/rhttp/rust/third_party/h3/h3/src/stream.rs401 /// A stream which allows partial reading of the data without data loss.COMMENT
LOW…ugins/rhttp/rhttp/rust/third_party/h3/h3/src/config.rs21COMMENT
LOWplugins/rhttp/rhttp/rust/third_party/h3/h3/src/quic.rs221}COMMENT
LOWplugins/rhttp/rhttp/rust/third_party/h3/h3/src/quic.rs241/// for guidance on handling 0-RTT data in HTTP/3.COMMENT
LOWplugins/rhttp/rhttp/rust/third_party/h3/h3/src/lib.rs21pub use shared_state::{ConnectionState, SharedState};COMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/connection.rs81 control_send: C::SendStream,COMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/connection.rs161 ))COMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/connection.rs461 }COMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/connection.rs481 //# Recipients of unknown stream types MUSTCOMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/connection.rs621 frame @ Frame::Goaway(_)COMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/connection.rs881COMMENT
LOW…http/rhttp/rust/third_party/h3/h3/src/tests/request.rs1221 ]COMMENT
LOW…ttp/rhttp/rust/third_party/h3/h3/src/server/request.rs101 });COMMENT
LOW…http/rhttp/rust/third_party/h3/h3/src/server/stream.rs101COMMENT
LOW…http/rhttp/rust/third_party/h3/h3/src/server/stream.rs201 self.inner.send_trailers(trailers).awaitCOMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/server/mod.rs1//! This module provides methods to create a http/3 Server.COMMENT
LOW…s/rhttp/rhttp/rust/third_party/h3/h3/src/server/mod.rs21//! // spawn a new task to handle the requestCOMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/server/connection.rs241 &Frame::Goaway(id) => self.inner.process_goaway(&mut self.recv_closing, id)?,COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/server/connection.rs321//= https://www.rfc-editor.org/rfc/rfc9114#section-6.1COMMENT
LOW…ttp/rhttp/rust/third_party/h3/h3/src/server/builder.rs1//! Builder of HTTP/3 server connections.COMMENT
LOW…rhttp/rhttp/rust/third_party/h3/h3/src/qpack/stream.rs21 // matches the field name of an entry stored in the static or the dynamicCOMMENT
LOW…rhttp/rhttp/rust/third_party/h3/h3/src/qpack/stream.rs221// about the processing of field sections and table updates to ensure consistencyCOMMENT
LOW…http/rhttp/rust/third_party/h3/h3/src/qpack/decoder.rs601 fields, dyn_ref, ..COMMENT
LOW…/rhttp/rhttp/rust/third_party/h3/h3/src/qpack/block.rs1use bytes::{Buf, BufMut};COMMENT
LOW…/rhttp/rhttp/rust/third_party/h3/h3/src/qpack/block.rs21 // +---+---+---+---+---+---+---+---+COMMENT
LOW…/rhttp/rhttp/rust/third_party/h3/h3/src/qpack/block.rs41 // +---+---+---+---+---+---+---+---+COMMENT
LOW…/rhttp/rhttp/rust/third_party/h3/h3/src/error/error.rs1//! This is the public facing error types for the h3 crateCOMMENT
LOW…/rhttp/rhttp/rust/third_party/h3/h3/src/error/error.rs61#[non_exhaustive]COMMENT
LOW…ttp/rust/third_party/h3/h3/src/error/internal_error.rs41 // TODO: Check spec which error code to return when a bad settings frame arrives on a stream which is noCOMMENT
LOW…http/rhttp/rust/third_party/h3/h3/src/client/stream.rs21 convert::TryFrom,COMMENT
LOW…http/rhttp/rust/third_party/h3/h3/src/client/stream.rs41///COMMENT
LOW…http/rhttp/rust/third_party/h3/h3/src/client/stream.rs61/// out.write_all_buf(&mut chunk).await?;COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs41///COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs61///COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs81/// # whereCOMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs261 {COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs281///COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs301/// future::poll_fn(|cx| connection.poll_close(cx)).await;COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs321/// # C::RecvStream: Send + 'static,COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs341/// Ok::<(), Box<dyn std::error::Error + Send + Sync>>(())COMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs401 //= type=TODOCOMMENT
LOW…ttp/rhttp/rust/third_party/h3/h3/src/client/builder.rs41COMMENT
LOW…p/rhttp/rust/third_party/h3/h3-webtransport/src/lib.rs1//! Provides the client and server support for WebTransport sessions.COMMENT
LOW…http/rust/third_party/reqwest/examples/json_dynamic.rs21 .json()COMMENT
461 more matches not shown…
Cross-File Repetition4 hits · 20 pts
SeverityFileLineSnippetContext
HIGH…t/third_party/h3/.duvet/exceptions/rfc9114/11.2.3.toml0each code of the format 0x1f * n + 0x21 for non-negative integer values of n (that is, 0x21, 0x40, ..., through 0x3fffffSTRING
HIGH…t/third_party/h3/.duvet/exceptions/rfc9114/11.2.2.toml0each code of the format 0x1f * n + 0x21 for non-negative integer values of n (that is, 0x21, 0x40, ..., through 0x3fffffSTRING
HIGH…t/third_party/h3/.duvet/exceptions/rfc9114/11.2.4.toml0each code of the format 0x1f * n + 0x21 for non-negative integer values of n (that is, 0x21, 0x40, ..., through 0x3fffffSTRING
HIGH…t/third_party/h3/.duvet/exceptions/rfc9114/11.2.1.toml0each code of the format 0x1f * n + 0x21 for non-negative integer values of n (that is, 0x21, 0x40, ..., through 0x3fffffSTRING
Self-Referential Comments4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMpubspec.yaml101# The following section is specific to Flutter.COMMENT
MEDIUMplugins/rhttp/benchmark/generate_png.py17# Creating a horizontal bar chartCOMMENT
MEDIUMplugins/rhttp/rhttp/pubspec.yaml40# The following section is specific to Flutter packages.COMMENT
MEDIUMplugins/rhttp/rhttp/example/pubspec.yaml59# The following section is specific to Flutter packages.COMMENT
Slop Phrases4 hits · 10 pts
SeverityFileLineSnippetContext
MEDIUMpubspec.yaml104 # included with your application, so that you can use the icons inCOMMENT
MEDIUMplugins/rhttp/rhttp/example/pubspec.yaml63 # included with your application, so that you can use the icons inCOMMENT
LOW…/rhttp/rust/third_party/h3/h3/src/client/connection.rs64/// // Don't forget to end up the request by finishing the send stream.COMMENT
MEDIUM…/rhttp/rhttp/cargokit/build_tool/analysis_options.yaml12# If you want a smaller set of lints you can change this to specifyCOMMENT
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICAL…ttp/rhttp/rust/third_party/quinn/quinn/src/endpoint.rs735 .set(this.endpoint.inner.shared.incoming.notified()),CODE
TODO Padding4 hits · 6 pts
SeverityFileLineSnippetContext
LOWlib/fluent/component/pixiv_image.dart199// // TODO: implement loadCOMMENT
LOWlib/fluent/component/pixiv_image.dart205// // TODO: implement obtainKeyCOMMENT
LOWlib/component/pixiv_image.dart230// // TODO: implement loadCOMMENT
LOWlib/component/pixiv_image.dart236// // TODO: implement obtainKeyCOMMENT
Excessive Try-Catch Wrapping2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMmacos/Runner/MainFlutterWindow.swift18 print("Error saving image to Photos library:", error?.localizedDescription ?? "")CODE
MEDIUMmacos/Runner/MainFlutterWindow.swift29 print("Error saving image to Photos library: \(error.localizedDescription)")CODE
Example Usage Blocks2 hits · 3 pts
SeverityFileLineSnippetContext
LOW…http/rust/third_party/reqwest/src/async_impl/client.rs2460 /// Example usage:COMMENT
LOW…/rhttp/rust/third_party/reqwest/src/blocking/client.rs1215 /// Example usage:COMMENT
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…p/rust/third_party/quinn/quinn-proto/src/config/mod.rs440/// The QUIC protocol defines a concept of "[address validation][1]". Essentially, one side of aCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWcomment_emoji2map.py2CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…y/src/ohosTest/ets/testrunner/OpenHarmonyTestRunner.ts27async function addAbilityMonitorCallback(err: any) {CODE