AI Slop Code Risk Monitor

mickael-kerjean/filestash

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

:file_folder: Universal File Management Platform (for humans and agents)

1.2 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for mickael-kerjean/filestash, a Go project with 14,852 GitHub stars. SynthScan examined 89,504 lines of code across 813 source files, recording 69 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 1.2 (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.

1.2
Adjusted Signal
1.2
Raw Pattern Score
100%
Time Factor
2026-10-29
Last Push
14.9K
Stars
Go
Language
89.5K
Lines of Code
813
Files
69
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 4.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 61 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.9/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

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

PR Review Velocity Impact 5.3/100 · LOW

Which changes need focused human review? 69 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 3HIGH 0MEDIUM 1LOW 65

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 69 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.

Over-Commented Block38 hits · 37 pts
SeverityFileLineSnippetContext
LOW…r/plugin/plg_authenticate_htpasswd/deps/crypt/crypt.go21type Crypter interface {COMMENT
LOW…icate_htpasswd/deps/crypt/sha256_crypt/sha256_crypt.go1// Copyright 2012, Jeramey Crawford <jeramey@antihe.ro>COMMENT
LOW…henticate_htpasswd/deps/crypt/apr1_crypt/apr1_crypt.go1// Copyright 2012, Jeramey Crawford <jeramey@antihe.ro>COMMENT
LOW…/plg_authenticate_htpasswd/deps/crypt/common/base64.go1// Copyright 2012, Jeramey Crawford <jeramey@antihe.ro>COMMENT
LOW…in/plg_authenticate_htpasswd/deps/crypt/common/salt.go61// length provided, and the rounds parameter set as specified.COMMENT
LOW…gin/plg_authenticate_htpasswd/deps/crypt/common/doc.go1// Copyright 2012, Jeramey Crawford <jeramey@antihe.ro>COMMENT
LOW…icate_htpasswd/deps/crypt/sha512_crypt/sha512_crypt.go1// Copyright 2012, Jeramey Crawford <jeramey@antihe.ro>COMMENT
LOWserver/plugin/plg_image_c/utils.h1#define HAS_DEBUG 0COMMENT
LOWserver/plugin/plg_image_c/image_raw.h1#include <stdio.h>COMMENT
LOW…ver/plugin/plg_image_light/deps/create_libtranscode.sh61COMMENT
LOWserver/plugin/plg_image_light/deps/create_libresize.sh1#!/bin/shCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2321 OP_ILLEGAL Nfs_opnum4 = 10044COMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2341 // voidCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2361 // Opopen_confirm() *OPEN_CONFIRM4argsCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2381 // Oprenew() *RENEW4argsCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2401 // Opcreatesession() *CREATE_SESSION4argsCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2421 // Opsequence() *SEQUENCE4argsCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2441 // Opaccess() *ACCESS4resCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2461 // Oplockt() *LOCKT4resCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2481 // Opputpubfh() *PUTPUBFH4resCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2501 // Opsecinfo() *SECINFO4resCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2521 // Opgetdirdelegation() *GET_DIR_DELEGATION4resCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go2621type Nfs_cb_argop4 struct {COMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13721// Types passed to the XDR Marshal method implementing the XdrTypeCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13741// test the length of a slice.COMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13761 // not, e.g., for primitive types that can't have methodsCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13781 // sizes are passed as *XdrSize, which enforces the bound.COMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13801 // implemented by a defined pointer type (since plain pointersCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13821func XdrPanic(s string, args ...interface{}) {COMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13861//COMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13941 XdrUnionTagName() stringCOMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go13961COMMENT
LOWserver/plugin/plg_backend_nfs4/repo/internal/nfs4.go14481// returns a new instance of an appropriate XdrProc.COMMENT
LOWserver/plugin/plg_widget_console/assets/commands.js181// description: "Print effective user name",COMMENT
LOWserver/plugin/plg_widget_console/assets/commands.js201// });COMMENT
LOWserver/plugin/plg_video_transcoder/libav/transcode.c1#include "transcode.h"COMMENT
LOWpublic/index.frontoffice.html41 //COMMENT
LOWpublic/assets/index.js1// Want to create an integration via our SDK in your application? You are in the right place!COMMENT
Hallucination Indicators3 hits · 30 pts
SeverityFileLineSnippetContext
CRITICALpublic/assets/pages/filespage/ctrl_upload.js213 $task.firstElementChild.nextElementSibling.nextElementSibling.classList.add("hidden");CODE
CRITICALpublic/assets/pages/filespage/ctrl_upload.js225 $task.firstElementChild.nextElementSibling.nextElementSibling.classList.add("hidden");CODE
CRITICALpublic/assets/pages/filespage/ctrl_upload.js239 $task.firstElementChild.nextElementSibling.nextElementSibling.firstElementChild.remove();CODE
Verbosity Indicators10 hits · 16 pts
SeverityFileLineSnippetContext
LOWserver/plugin/plg_backend_backblaze/index.go284 // Step 1: find every files in a folder: b2_list_file_namesCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go311 // Step 2: delete files 1 by 1: b2_delete_file_versionCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go347 // Step 1: get the URL we will proceed to the uploadCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go370 // Step 2: perform the upload of the empty fileCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go404 // Step 1: get the URL we will proceed to the uploadCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go427 // Step 2: get details backblaze requires to perform the uploadCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go459 // Step 3: perform the uploadCOMMENT
LOW⚡server/pkg/admin/handler.go52 // Step 1: Deliberatly make the request slower to make hacking attempt harder for the attackerCOMMENT
LOW⚡server/pkg/admin/handler.go55 // Step 2: Make sure current user has appropriate accessCOMMENT
LOWserver/pkg/admin/handler.go69 // Step 3: Send response to the clientCOMMENT
Structural Annotation Overuse10 hits · 16 pts
SeverityFileLineSnippetContext
LOWserver/plugin/plg_backend_backblaze/index.go284 // Step 1: find every files in a folder: b2_list_file_namesCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go311 // Step 2: delete files 1 by 1: b2_delete_file_versionCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go347 // Step 1: get the URL we will proceed to the uploadCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go370 // Step 2: perform the upload of the empty fileCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go404 // Step 1: get the URL we will proceed to the uploadCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go427 // Step 2: get details backblaze requires to perform the uploadCOMMENT
LOWserver/plugin/plg_backend_backblaze/index.go459 // Step 3: perform the uploadCOMMENT
LOW⚡server/pkg/admin/handler.go52 // Step 1: Deliberatly make the request slower to make hacking attempt harder for the attackerCOMMENT
LOW⚡server/pkg/admin/handler.go55 // Step 2: Make sure current user has appropriate accessCOMMENT
LOWserver/pkg/admin/handler.go69 // Step 3: Send response to the clientCOMMENT
Fake / Example Data5 hits · 5 pts
SeverityFileLineSnippetContext
LOW…n/plg_widget_description/assets/sidebar_description.js21 <textarea class="placeholder" name="text"></textarea>CODE
LOWserver/plugin/plg_editor_onlyoffice/index.go415 <div id="placeholder"></div>CODE
LOWserver/plugin/plg_editor_onlyoffice/index.go422 new DocsAPI.DocEditor("placeholder", {CODE
LOWpublic/assets/components/form.js65 if (placeholder) attrs.push(($node) => $node.setAttribute("placeholder", placeholder));CODE
LOWpublic/assets/pages/filespage/thing.js111 $placeholder.classList.add("placeholder");CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…ges/adminpage/ctrl_storage_component_authentication.js234 // to the new format which leverage the dom (= or the input name attribute to be precise) to store the eCOMMENT
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWpublic/assets/pages/ctrl_sharepage.js68function ctrlEmailCodeVerification(render, { shareID, setState }) {CODE
LOWpublic/assets/pages/filespage/ctrl_submenu.js436function toggleDependingOnPermission(path, action) {CODE