AI Slop Code Risk Monitor

wild-linker/wild

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

A very fast linker for Linux and WebAssembly

3.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for wild-linker/wild, a Rust project with 4,102 GitHub stars. SynthScan examined 130,907 lines of code across 791 source files, recording 477 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 3.7 (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.

3.7
Adjusted Signal
3.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
4.1K
Stars
Rust
Language
130.9K
Lines of Code
791
Files
477
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 16.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 477 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 16.9/100 · LOW

Which changes need focused human review? 477 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 3LOW 474

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 477 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 Block472 hits · 471 pts
SeverityFileLineSnippetContext
LOWCargo.toml201# It's not always desirable to use if-let instead of a match, especially if you might later end upCOMMENT
LOWcliff.toml41# render_always = trueCOMMENT
LOWlinker-utils/src/ppc64.rs1//! Relocation utilities for the ppc64 (PowerPC64 LE, ELFv2) target.COMMENT
LOWlinker-utils/src/elf.rs421 /// Add the absolute address of a symbol or section at the place of the relocationCOMMENT
LOWlinker-utils/src/elf.rs441COMMENT
LOWlinker-diff/src/asm_diff.rs1//! The code in this module is responsible for diffing the contents of sections. This is madeCOMMENT
LOWlinker-diff/src/asm_diff.rs21//! These relaxations generally, but not always change the bytes surrounding the relocation. ForCOMMENT
LOWlinker-diff/src/asm_diff.rs2401 if let Some(thunk_target) = read_bytes(self.bin.file, *merged_value, 16)COMMENT
LOWlinker-diff/src/arch.rs121COMMENT
LOWlinker-diff/src/lib.rs1//! This crate finds differences between two ELF files. It's intended use is where the files wereCOMMENT
LOWlinker-diff/src/lib.rs181 // Different hash values due to different implementations.COMMENT
LOWlinker-diff/src/lib.rs201 // We currently write 10 byte PLT entries in some cases where GNU ld writes 8 byteCOMMENT
LOWlinker-diff/src/lib.rs241 // We emit dynamic relocations for direct references to undefined weak symbols thatCOMMENT
LOWlibwild/src/output_section_id.rs1//! Section and part IDs are platform-specific. These instructions apply to all platforms.COMMENT
LOWlibwild/src/macho_stub_library.rs1//! Parser for the Text-Based Stub (`.tbd`) library definitions used by Mach-O.COMMENT
LOWlibwild/src/subprocess.rs1use crate::Args;COMMENT
LOWlibwild/src/gc_stats.rs1//! Optionally writes garbage collection statistics to a text file. To use this, passCOMMENT
LOWlibwild/src/string_merging.rs1//! Input sections that are marked as string-merge sections need special processing. Our algorithmCOMMENT
LOWlibwild/src/erratum843419.rs1//! Erratum 843419: A load or store might access an incorrect address.COMMENT
LOWlibwild/src/elf.rs4521COMMENT
LOWlibwild/src/elf.rs4681pub(crate) enum PropertyClass {COMMENT
LOWlibwild/src/compact_unwind.rs21// https://gankra.github.io/blah/compact-unwinding/COMMENT
LOWlibwild/src/compact_unwind.rs41 /// and how to interpret the LSDA functions for a function (see below).COMMENT
LOWlibwild/src/compact_unwind.rs61#[repr(C)]COMMENT
LOWlibwild/src/compact_unwind.rs81COMMENT
LOWlibwild/src/fs.rs81 fn invalidate(&mut self, _len: usize) {}COMMENT
LOWlibwild/src/fs.rs101/// pub(crate) struct InMemoryFileSystem {COMMENT
LOWlibwild/src/fs.rs121/// fn bytes(&self) -> &[u8] {COMMENT
LOWlibwild/src/fs.rs141/// type Output = Output;COMMENT
LOWlibwild/src/fs.rs161/// .lock()COMMENT
LOWlibwild/src/fs.rs181/// let Some(data) = guard.remove(&path.to_path_buf()) else {COMMENT
LOWlibwild/src/fs.rs201/// std::io::Error::new(std::io::ErrorKind::NotFound, "no such in-memory file")COMMENT
LOWlibwild/src/fs.rs221/// .lock()COMMENT
LOWlibwild/src/fs.rs241/// object.add_symbol_data(symbol, data, &42_u32.to_le_bytes(), 4);COMMENT
LOWlibwild/src/fs.rs261/// "-o",COMMENT
LOWlibwild/src/args.rs1//! A handwritten parser for our arguments.COMMENT
LOWlibwild/src/linker_script.rs201///COMMENT
LOWlibwild/src/value_flags.rs81 /// Only set for TLS variables.COMMENT
LOWlibwild/src/thunks.rs1//! Support for range-extension thunks.COMMENT
LOWlibwild/src/thunks.rs81 /// The range beyond which we'll allocate thunks, allowing a bit of overhead for the thunksCOMMENT
LOWlibwild/src/host/mod.rs1//! Services that depend on the host the linker runs on.COMMENT
LOWlibwild/src/args/coff.rs181 // Take an optional `:NO` value, e.g. `/NXCOMPAT:NO`. These request PE header bits that weCOMMENT
LOWwild/tests/integration_tests.rs1//! Tests that build and run various test programs then link them and run them. Each test is linkedCOMMENT
LOWwild/tests/integration_tests.rs21//! LinkArgs:... Appends arguments to pass to the linker. If using a LinkerDriver, these argumentsCOMMENT
LOWwild/tests/integration_tests.rs41//! objects regardless of the linker under test.COMMENT
LOWwild/tests/integration_tests.rs61//! property, if set, is the `i32.const` initializer of a global export. Other properties are notCOMMENT
LOWwild/tests/integration_tests.rs81//! ExpectDynamic:tag-name Checks that the specified dynamic entry (e.g. DT_RUNPATH, DT_FLAGS) isCOMMENT
LOWwild/tests/integration_tests.rs101//! NoProgramHeader:{type} Checks that the output binary contains no program headers of theCOMMENT
LOWwild/tests/integration_tests.rs121//! initial=M: Asserts the memory has the specified initial size.COMMENT
LOWwild/tests/integration_tests.rs141//!COMMENT
LOWwild/tests/integration_tests.rs161//! DiffIgnore:{diff-key} Add an extra linker-diff ignore directive.COMMENT
LOWwild/tests/integration_tests.rs181//! selects an export of the driver.COMMENT
LOWwild/tests/integration_tests.rs201//! ExpectWarningWild:{message regex} As for ExpectWarning, but only checks Wild's warning output.COMMENT
LOWwild/tests/integration_tests.rs221//!COMMENT
LOWwild/tests/integration_tests.rs241//! RequiresRustMusl:{bool} Defaults to false. Set to true to clarify that this test requires theCOMMENT
LOWwild/tests/integration_tests.rs261//! having been pre-filled with random data. It then compares the output of the two runs to verifyCOMMENT
LOWwild/tests/integration_tests.rs281//! specifying a flag in LinkArgs that uses $OUT_DIR.COMMENT
LOWwild/tests/integration_tests.rs301//! ## InputsCOMMENT
LOWwild/tests/integration_tests.rs321//!COMMENT
LOWwild/tests/integration_tests.rs341//! and adds it to the link.COMMENT
412 more matches not shown…
AI Slop Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMCargo.toml226# Often we do this in conjunction with a call to wrapping_add, so it's fine.COMMENT
MEDIUMwild/tests/sources/elf/tls/init_tls.h4// libc. Definitely won't work with multiple threads, but should be enough for accessing TLSCOMMENT
MEDIUMwild/tests/external_tests/lld_tests.rs116 // This is more robust than text substitution in the lit config.COMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWlibwild/src/symbol_db.rs323 // Don't forget to add the non-interposable flag the local symbols.COMMENT
TODO Padding1 hit · 2 pts
SeverityFileLineSnippetContext
LOWlibwild/src/args/wasm.rs653 // TODO: implement and make it default.COMMENT