AI Slop Code RIsk Monitor

cloudwego/netpoll

A high-performance non-blocking I/O networking framework focusing on RPC scenarios.

6.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for cloudwego/netpoll, a Go project with 4,605 GitHub stars. SynthScan examined 13,768 lines of code across 89 source files, recording 88 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 6.5 (Moderate 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.

6.5
Adjusted Signal
6.5
Raw Pattern Score
100%
Time Factor
2026-08-06
Last Push
4.6K
Stars
Go
Language
13.8K
Lines of Code
89
Files
88
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 27.6/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 88 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 27.9/100 · MEDIUM

Which changes need focused human review? 88 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 87

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 88 distinct pattern matches across 2 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 Block87 hits · 87 pts
SeverityFileLineSnippetContext
LOWnetpoll_options.go1// Copyright 2024 CloudWeGo AuthorsCOMMENT
LOWnet_polldesc.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection_reuse_linux.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection_reuse_linux.go21 "sync/atomic"COMMENT
LOWpoll_manager_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_listener.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_listener_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWsys_epoll_linux_other.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_polldesc_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWsys_keepalive_darwin.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection_errors_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWsys_epoll_linux_arm64.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_default.go1// Copyright 2023 CloudWeGo AuthorsCOMMENT
LOWsys_sendmsg_bsd.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnetpoll_unix_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_default_linux.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWeventloop.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWeventloop.go61// so Reader() or Writer() cannot be used here, but may be supported in the future.COMMENT
LOWeventloop.go81// OnDisconnect is called once connection is going to be closed.COMMENT
LOWeventloop.go101// The underlying logic is similar to:COMMENT
LOWconnection_reactor.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWfd_operator_cache.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_manager.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_dialer_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWsys_exec_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection_errors.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnocopy_readwriter_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWsys_keepalive_unix.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection_onevent.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_dialer.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnocopy_linkbuffer_race.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_default_linux_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_sock.go41func internetSocket(ctx context.Context, net string, laddr, raddr sockaddr, sotype, proto int, mode string) (conn *netFDCOMMENT
LOWnet_sock.go61// IPV6_V6ONLY=0, wildcard address listen. The dual stackCOMMENT
LOWsys_sendmsg_linux.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWsys_sendmsg_linux.go21COMMENT
LOWsys_keepalive_openbsd.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_default_bsd_norace.go1// Copyright 2023 CloudWeGo AuthorsCOMMENT
LOWnet_io.go1// Copyright 2023 CloudWeGo AuthorsCOMMENT
LOWsys_exec.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_tcpsock.go81 copy(sa.Addr[:], ip4)COMMENT
LOWnet_tcpsock.go101 return nil, &net.AddrError{Err: "non-IPv6 address", Addr: ip.String()}COMMENT
LOWnet_tcpsock.go181 // connect to a simultaneous Dial("tcp", addr2, addr1) run on the machineCOMMENT
LOWnocopy_readwriter.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection_reuse_linux_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_default_bsd_race.go1// Copyright 2023 CloudWeGo AuthorsCOMMENT
LOWpoll_default_linux_race.go1// Copyright 2023 CloudWeGo AuthorsCOMMENT
LOWconnection.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWconnection.go21COMMENT
LOWconnection.go41 // IsActive checks whether the connection is active or not.COMMENT
LOWconnection_lock.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnocopy_linkbuffer_test.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWsys_epoll_linux_amd64.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_default_bsd.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWnet_netfd_conn.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
LOWpoll_default_linux_norace.go1// Copyright 2023 CloudWeGo AuthorsCOMMENT
LOWnetpoll_windows.go1// Copyright 2024 CloudWeGo AuthorsCOMMENT
LOWnetpoll_unix.go1// Copyright 2022 CloudWeGo AuthorsCOMMENT
27 more matches not shown…
Modern AI Meta-Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMREADME.md32excellent [Performance](#performance), and is more suitable for microservice architecture.CODE