AI Slop Code Risk Monitor

unisonweb/unison

SlopCodeMonitor badge for unisonweb/unison Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

A friendly programming language from the future

3.3 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for unisonweb/unison, a Haskell project with 6,773 GitHub stars. SynthScan examined 111,120 lines of code across 726 source files, recording 171 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 3.3 (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.

3.3
Adjusted Signal
3.3
Raw Pattern Score
100%
Time Factor
2026-10-28
Last Push
6.8K
Stars
Haskell
Language
111.1K
Lines of Code
726
Files
171
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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 67 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.8/100 · LOW

Are imports declared and package/API names verified? 32 finding(s).

Agent Over-Engineering Ratio 10.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 72 finding(s).

PR Review Velocity Impact 13.2/100 · LOW

Which changes need focused human review? 171 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 72LOW 99

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 171 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.

Decorative Section Separators72 hits · 254 pts
SeverityFileLineSnippetContext
MEDIUMscripts/migration-test.sh2# =============================================================================COMMENT
MEDIUMscripts/migration-test.sh5# =============================================================================COMMENT
MEDIUMscripts/migration-test.sh41# =============================================================================COMMENT
MEDIUMscripts/check.sh2# =============================================================================COMMENT
MEDIUMscripts/check.sh4# =============================================================================COMMENT
MEDIUMscripts/check.sh24# =============================================================================COMMENT
MEDIUMscripts/proofs/weeds.sh2# =============================================================================COMMENT
MEDIUMscripts/proofs/weeds.sh4# =============================================================================COMMENT
MEDIUMscripts/proofs/weeds.sh21# =============================================================================COMMENT
MEDIUMscripts/proofs/tests.sh2# =============================================================================COMMENT
MEDIUMscripts/proofs/tests.sh4# =============================================================================COMMENT
MEDIUMscripts/proofs/tests.sh21# =============================================================================COMMENT
MEDIUMscripts/proofs/migration.sh2# =============================================================================COMMENT
MEDIUMscripts/proofs/migration.sh5# =============================================================================COMMENT
MEDIUMscripts/proofs/migration.sh33# =============================================================================COMMENT
MEDIUMscripts/proofs/lib-attestation-hash.sh2# =============================================================================COMMENT
MEDIUMscripts/proofs/lib-attestation-hash.sh4# =============================================================================COMMENT
MEDIUMscripts/proofs/lib-attestation-hash.sh30# =============================================================================COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh88# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh91# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh97# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh100# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh168# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh172# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh282# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh289# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh297# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/proofs/lib-attestation-randr.sh300# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh2# =============================================================================COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh4# =============================================================================COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh29# =============================================================================COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh43# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh46# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh125# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh130# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh313# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/proofs/lib-attestation-randr.sh322# -----------------------------------------------------------------------------COMMENT
MEDIUMscripts/proofs/transcripts.sh2# =============================================================================COMMENT
MEDIUMscripts/proofs/transcripts.sh4# =============================================================================COMMENT
MEDIUMscripts/proofs/transcripts.sh31# =============================================================================COMMENT
MEDIUMscripts/proofs/formatting.sh2# =============================================================================COMMENT
MEDIUMscripts/proofs/formatting.sh4# =============================================================================COMMENT
MEDIUMscripts/proofs/formatting.sh21# =============================================================================COMMENT
MEDIUMscripts/hooks/pre-push.bash2# =============================================================================COMMENT
MEDIUMscripts/hooks/pre-push.bash4# =============================================================================COMMENT
MEDIUMscripts/hooks/pre-push.bash16# =============================================================================COMMENT
MEDIUMscripts/hooks/with-clean-worktree.sh2# =============================================================================COMMENT
MEDIUMscripts/hooks/with-clean-worktree.sh4# =============================================================================COMMENT
MEDIUMscripts/hooks/with-clean-worktree.sh32# =============================================================================COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh51# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh53# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh57# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh59# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh105# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh107# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh111# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/with-clean-worktree.sh113# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/hooks/lib-pre-push.sh2# =============================================================================COMMENT
MEDIUM⚡scripts/hooks/lib-pre-push.sh4# =============================================================================COMMENT
MEDIUM⚡scripts/hooks/lib-pre-push.sh12# =============================================================================COMMENT
12 more matches not shown…
Over-Commented Block60 hits · 59 pts
SeverityFileLineSnippetContext
LOWweeder.toml1### This file should be seen as documenting the public API.COMMENT
LOWscripts/migration-test.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/migration-test.sh21# this platform.COMMENT
LOWscripts/jit-test-matrix.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/check.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/testing-codebase.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/proofs/weeds.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/proofs/tests.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/proofs/migration.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/proofs/migration.sh21# WHAT IT PROVES:COMMENT
LOWscripts/proofs/lib-attestation-hash.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/proofs/lib-attestation-hash.sh101 _list_files_0 > "$list"COMMENT
LOWscripts/proofs/lib-attestation-randr.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/proofs/lib-attestation-randr.sh281COMMENT
LOWscripts/proofs/transcripts.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/proofs/transcripts.sh21# attestation satisfies the pull request check but not theCOMMENT
LOWscripts/proofs/formatting.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/hooks/pre-push.bash1#!/bin/bashCOMMENT
LOWscripts/hooks/with-clean-worktree.sh1#!/bin/bashCOMMENT
LOWscripts/hooks/with-clean-worktree.sh21#COMMENT
LOWscripts/hooks/lib-pre-push.sh1#!/usr/bin/env bashCOMMENT
LOW.github/workflows/warm-caches.yaml1name: warm cachesCOMMENT
LOW.github/workflows/full-verification.yaml1name: full verificationCOMMENT
LOWunison-runtime/cbits/jit_builtins_ropes.c1// Part of the JIT's C runtime, included by jit_rt.c (the files are one translation unit): seeCOMMENT
LOWunison-runtime/cbits/jit_builtins_ropes.c21// of bytes through UTF-8. A RopeKind holds that, and every function hereCOMMENT
LOWunison-runtime/cbits/jit_builtins_arrays.c1// Part of the JIT's C runtime, included by jit_rt.c (the files are one translation unit): seeCOMMENT
LOWunison-runtime/cbits/jit_llvm.c1// The JIT's only use of LLVM: a small shim over the C API. Haskell calls theseCOMMENT
LOWunison-runtime/cbits/jit_llvm.c21#include <string.h>COMMENT
LOWunison-runtime/cbits/jit_llvm.c101enum { LLVMCodeModelJITDefault = 1 };COMMENT
LOWunison-runtime/cbits/jit_llvm.c381// LLVM's static destructors under the compile in progress, which crashed inCOMMENT
LOWunison-runtime/cbits/jit_rt.c1// The JIT's C runtime: the machinery, and the pieces of the GHC runtime it needs. SeeCOMMENT
LOWunison-runtime/cbits/jit_rt.c21#include "Rts.h"COMMENT
LOWunison-runtime/cbits/jit_rt.c121static int64_t stress_poll = 0;COMMENT
LOWunison-runtime/cbits/jit_rt.c141#define MIN_NATIVE_FRAME 4COMMENT
LOWunison-runtime/cbits/jit_rt.c281// AllocationCOMMENT
LOWunison-runtime/cbits/jit_rt.c301// limits was hit. When it was the budget, the object is still handed out (anCOMMENT
LOWunison-runtime/cbits/jit_rt.c521 thread_ctx = ctx;COMMENT
LOWunison-runtime/cbits/jit_rt.c821COMMENT
LOWunison-runtime/cbits/gen-helpers.sh1#!/usr/bin/env bashCOMMENT
LOWunison-runtime/cbits/jit_builtins.h1// Private to the JIT's C runtime (jit_rt.c and the jit_builtins_*.c files it includes): whatCOMMENT
LOWunison-runtime/cbits/jit_builtins.h161// --- the list structure's constants (see jit_builtins_lists.c), used by the ropes too ---COMMENT
LOWunison-runtime/cbits/jit_builtins_lists.c1// Part of the JIT's C runtime, included by jit_rt.c (the files are one translation unit): seeCOMMENT
LOWunison-runtime/cbits/jit_builtins_lists.c21// SList: SNil (tag 1), SCons x rest (tag 2)COMMENT
LOWunison-runtime/cbits/jit_builtins_lists.c921 return 16;COMMENT
LOWunison-runtime/cbits/jit_exit.c1// The exit routine, compiled to LLVM IR (cbits/jit_exit.ll, byCOMMENT
LOWunison-runtime/cbits/jit_exit.c21// otherwise it is the frame base. The argument block holds a word and aCOMMENT
LOWunison-runtime/cbits/jit_builtins_text.c1// Part of the JIT's C runtime, included by jit_rt.c (the files are one translation unit): seeCOMMENT
LOWunison-runtime/cbits/jit_helpers.c1// Helpers that generated code calls as LLVM IR rather than as C.COMMENT
LOWunison-runtime/cbits/jit_helpers.c21// constructors hash their tag (the low 16 bits of the packed tag) and fields,COMMENT
LOWunison-runtime/cbits/jit_helpers.c321}COMMENT
LOWunison-runtime/cbits/jit_helpers.c341// under tyEq, different packed tags compare the type references, whichCOMMENT
LOWunison-runtime/cbits/jit_rt.h41 // The capability running this thread, for allocate(). Set at entry.COMMENT
LOWunison-runtime/cbits/jit_rt.h61 // stack's out-area at entry and back there on return, so that theCOMMENT
LOWunison-runtime/cbits/jit_rt.h81} UnisonJitCtx;COMMENT
LOWunison-runtime/cbits/jit_internal.h1// What jit_rt.c shares with the helpers that are compiled to LLVM IRCOMMENT
LOWunison-runtime/cbits/jit_internal.h21#include <stdint.h>COMMENT
LOWunison-runtime/cbits/jit_internal.h161static inline void *wrapped_of(void *x, const WrapInfo *w) { return (void *)wrapped_word(x, w); }COMMENT
LOWunison-runtime/cbits/jit_internal.h221// why a comparison was left to the interpreter, under UNISON_JIT_TRACE_TESTCOMMENT
LOWunison-runtime/cbits/jit_internal.h261// A record is `GRecord shape vals` with the shape (MCode.RecordShape) and theCOMMENT
LOWunison-runtime/cbits/jit_internal.h281#define REC_VALS 3COMMENT
Fake / Example Data32 hits · 40 pts
SeverityFileLineSnippetContext
LOWunison-src/transcripts/idempotent/new-records.md353createPersonExtra = Person { name: "Alice", age: 30, address: "123 Main St" }CODE
LOWunison-src/transcripts/idempotent/new-records.md361 1 | createPersonExtra = Person { name: "Alice", age: 30, address: "123 Main St" }CODE
LOWunison-src/transcripts/idempotent/config.md4scratch/main> config.set author.name "Jane Doe"CODE
LOWunison-src/transcripts/idempotent/config.md8 author.name = "Jane Doe"CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md358Para to reflow: lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum doCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md360{List.take} starting para lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor loreCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md362Middle of para: lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor {List.take} lorem ipsum dolor lorem ipsum dolor loCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md370before a para-line lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsumCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md373{List.take} lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md375a para-line ending with ref lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor loCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md379para line lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor loCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md425 Para to reflow: lorem ipsum dolor lorem ipsum dolor loremCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md426 ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsumCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md427 dolor lorem ipsum dolor ending in ref {take}CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md429 {take} starting para lorem ipsum dolor lorem ipsum dolorCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md430 lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor loremCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md431 ipsum dolor lorem ipsum dolor.CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md433 Middle of para: lorem ipsum dolor lorem ipsum dolor loremCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md434 ipsum dolor {take} lorem ipsum dolor lorem ipsum dolor loremCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md435 ipsum dolor lorem ipsum dolor.CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md445 before a para-line lorem ipsum dolor lorem ipsum dolor loremCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md446 ipsum dolor lorem ipsum dolor lorem ipsum dolor lorem ipsumCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md447 dolor lorem ipsum dolor lorem ipsum dolor.CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md451 {take} lorem ipsum dolor lorem ipsum dolor lorem ipsum dolorCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md452 lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor loremCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md453 ipsum dolor lorem ipsum dolor.CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md455 a para-line ending with ref lorem ipsum dolor lorem ipsumCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md456 dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolorCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md457 lorem ipsum dolor lorem ipsum dolor lorem ipsum dolor {take}CODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md461 para line lorem ipsum dolor lorem ipsum dolor lorem ipsumCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md462 dolor lorem ipsum dolor lorem ipsum dolor lorem ipsum dolorCODE
LOW⚡unison-src/transcripts/idempotent/doc-formatting.md463 lorem ipsum dolor lorem ipsum dolorCODE
Redundant / Tautological Comments7 hits · 13 pts
SeverityFileLineSnippetContext
LOWscripts/get-share-hash.sh14 # Check if it's a release or a branchCOMMENT
LOWscripts/proofs/lib-attestation-hash.sh109# Check if an attestation exists in the tracked proofs directory.COMMENT
LOW⚡scripts/proofs/lib-attestation-randr.sh170# Check if we can skip based on existing attestationsCOMMENT
LOWscripts/hooks/pre-commit.bash6# Check if this hook differs from the repo versionCOMMENT
LOW⚡scripts/hooks/with-clean-worktree.sh58# Check if there's anything to stashCOMMENT
LOW⚡scripts/hooks/lib-pre-push.sh100# Check if proof already exists for the given type.COMMENT
LOWscripts/hooks/lib-pre-push.sh120 # Check if the proof for this hash is in the committed versionCOMMENT