AI Slop Code Risk Monitor

hashicorp/go-plugin

SlopCodeMonitor badge for hashicorp/go-plugin Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Golang plugin system over RPC.

2.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for hashicorp/go-plugin, a Go project with 6,115 GitHub stars. SynthScan examined 14,000 lines of code across 102 source files, recording 31 pattern matches distributed across 4 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
2026-10-12
Last Push
6.1K
Stars
Go
Language
14.0K
Lines of Code
102
Files
31
Pattern Hits
2026-10-31
Scan Date
0.01
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 9.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 27 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

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

Agent Over-Engineering Ratio 2.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 12.7/100 · LOW

Which changes need focused human review? 31 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 1MEDIUM 1LOW 29

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 31 distinct pattern matches across 4 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 Block27 hits · 27 pts
SeverityFileLineSnippetContext
LOWserver.go21 "strings"COMMENT
LOWserver.go41type HandshakeConfig struct {COMMENT
LOWserver.go61// ServeConfig configures what sorts of plugins are served.COMMENT
LOWserver.go81 // be for TLS if set. You may modify the input slice.COMMENT
LOWserver.go101 // * Connection information will not be sent to stdoutCOMMENT
LOWserver.go221 return protoVersion, protoType, pluginSetCOMMENT
LOWprotocol.go21// protocols to be servers.COMMENT
LOWdiscover.go1// Copyright IBM Corp. 2016, 2025COMMENT
LOWclient.go61 ErrSecureConfigNoHash = errors.New("no hash implementation provided")COMMENT
LOWclient.go141// that configuration must not be modified again.COMMENT
LOWclient.go161 // Reattach is configuration for reattaching to an existing plugin processCOMMENT
LOWclient.go181 // plugin package or not. If true, then by calling CleanupClients,COMMENT
LOWclient.go201 // SyncStdout, SyncStderr can be set to override theCOMMENT
LOWclient.go221 // Logger is the logger that the client will used. If none is provided,COMMENT
LOWclient.go241 // Setting AutoMTLS to true implies that the server must support theCOMMENT
LOWclient.go261 // server (i.e. plugin) side of gRPC broker multiplexing.COMMENT
LOWclient.go281 // this group, and set them as group-writable. Can be a name or gid. TheCOMMENT
LOWclient.go301 ProtocolVersion intCOMMENT
LOWplugin.go21COMMENT
LOWrpc_client.go101}COMMENT
LOWmux_broker.go21// streams on top of a single connection between the plugin process and theCOMMENT
LOWtesting.go21// test functionsCOMMENT
LOWgrpc_broker.go241COMMENT
LOWinternal/grpcmux/grpc_server_muxer.go21// GRPCMuxer interface for multiplexing multiple gRPC broker connections overCOMMENT
LOWinternal/grpcmux/grpc_muxer.go1// Copyright IBM Corp. 2016, 2025COMMENT
LOWinternal/grpcmux/grpc_muxer.go21 // Enabled determines whether multiplexing should be used. It saves usersCOMMENT
LOWexamples/basic/shared/greeter_interface.go41 return nilCOMMENT
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHexamples/grpc/plugin-python/plugin.py105except KeyboardInterrupt:CODE
Dead Code1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMexamples/grpc/plugin-python/plugin.py76CODE
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOWexamples/streaming/main.go75 err = streamer.Write(ctx, []byte("Lorem ipsum dolor sit amet"))CODE
LOWexamples/streaming/main.go75 err = streamer.Write(ctx, []byte("Lorem ipsum dolor sit amet"))CODE