AI Slop Code RIsk Monitor

felixrieseberg/windows95

Windows 95 in an app. Runs on macOS, Linux, and Windows.

8.2 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for felixrieseberg/windows95, a TypeScript project with 24,249 GitHub stars. SynthScan examined 19,537 lines of code across 87 source files, recording 52 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 8.2 (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.

8.2
Adjusted Signal
8.2
Raw Pattern Score
100%
Time Factor
2026-09-11
Last Push
24.2K
Stars
TypeScript
Language
19.5K
Lines of Code
87
Files
52
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 7 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.0/100 · LOW

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

Agent Over-Engineering Ratio 28.6/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 44 finding(s).

PR Review Velocity Impact 33.3/100 · MEDIUM

Which changes need focused human review? 52 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 2HIGH 0MEDIUM 44LOW 6

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 52 distinct pattern matches across 7 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 Separators43 hits · 130 pts
SeverityFileLineSnippetContext
MEDIUMsrc/renderer/smb/test-standalone.ts25// ─── Build a minimal SMB request from scratch ────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts51// ─── Setup test fixture ──────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts61// ─── Test 1: NetBIOS framing ─────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts81// ─── Test 2: NEGOTIATE ───────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts110// ─── Test 3: SESSION_SETUP ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts129// ─── Test 4: TREE_CONNECT ────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts144// ─── Test 5: TRANS2 FIND_FIRST2 (directory listing) ──────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts188// ─── Test 5b: FIND_FIRST2 level 0x104 (LFN) ──────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts229// ─── Test 5d: filename safety + hidden attrs ─────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts277// ─── Test 5c: RAP NetShareEnum lists user share + TOOLS ──────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts306// ─── Test 6: OPEN + READ + CLOSE ─────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts349// ─── Test 7: error paths ─────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts467// ─── Test 8: stale share root ────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts554// ─── Test 8b: no share configured at all ────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts570// ─── Test 9: share root deleted mid-session ─────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/test-standalone.ts633// ─── Cleanup ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/nbns.ts53// ─── Packet parsing ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/nbns.ts86// ─── NBNS protocol ───────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/nbns.ts193// ─── Ethernet frame building ─────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/index.ts101 // ─── TCP 139 hook ───────────────────────────────────────────────────────COMMENT
MEDIUM⚡src/renderer/smb/server.ts550 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡src/renderer/smb/server.ts552 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡src/renderer/smb/server.ts560 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡src/renderer/smb/server.ts562 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts291 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts293 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts367 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts369 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts384 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts386 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts445 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts450 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts508 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts510 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts645 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts647 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts767 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts775 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts878 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts881 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts1147 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts1151 // ───────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/renderer/smb/server.ts1306// ─── helpers ─────────────────────────────────────────────────────────────────COMMENT
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICALsrc/renderer/lib/libv86.js319new wa(f,()=>this.v86.cpu.devices.vga&&this.v86.cpu.devices.vga.screen_fill_buffer()):f.ansi?new bc(f):new ac(f);e.screeCODE
CRITICALsrc/renderer/lib/libv86.js335N.prototype.get_disk_fdb=function(){return this.v86.cpu.devices.fdc.drives[1].get_buffer()};N.prototype.set_cdrom=async CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMtools/bisect-v86.sh2# Bisect harness: checkout v86 to a commit, rebuild wasm, probe boot.COMMENT
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWguest-tools/agent/w95tools.c21 *COMMENT
LOWsrc/renderer/smb/index.ts1// Glue: hook v86's TCP-connection bus event for port 139 and bridge it toCOMMENT
LOWsrc/renderer/smb/index.ts101 // ─── TCP 139 hook ───────────────────────────────────────────────────────COMMENT
Example Usage Blocks1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtools/bisect-v86.sh5# Usage:COMMENT
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtools/zero-free-clusters.py37CODE
Hyper-Verbose Identifiers1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/main/windows.ts26export function getOrCreateWindow(): BrowserWindow {CODE