0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

12.2K

Stars

Language

314.0K

Lines of Code

1.7K

Files

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 94 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

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

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 1.9/100 · LOW

Which changes need focused human review? 96 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 13LOW 83

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 96 distinct pattern matches across 5 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 Block78 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW	go-tests.sh	1	#!/bin/bash	COMMENT
LOW	util/minisign/minisign.go	21		COMMENT
LOW	util/minisign/minisign.go	101	trustedComment = strconv.FormatInt(time.Now().Unix(), 10)	COMMENT
LOW	util/minisign/minisign.go	121	}	COMMENT
LOW	util/minisign/private.go	61		COMMENT
LOW	util/minisign/signature.go	41	// corresponding public key:	COMMENT
LOW	util/minisign/signature.go	61		COMMENT
LOW	util/encoders/base58.go	61	}	COMMENT
LOW	server/core/socks.go	61	// ErrSocksTerminalPayload reports a terminal frame containing payload data.	COMMENT
LOW	server/encoders/shellcode/arm64/xor_test.go	81		COMMENT
LOW	server/encoders/shellcode/arm64/xor_test.go	101	// for i := 0; i < len(decoded); i += xorBlockSize {	COMMENT
LOW	server/generate/binaries.go	1581	// for _, c2 := range config.C2 {	COMMENT
LOW	server/c2/http_test.go	21	// import (	COMMENT
LOW	server/c2/http_test.go	41	// implantTransports.SetNonceQueryArgChars("abcdedfghijklmnopqrstuvwxyz")	COMMENT
LOW	server/c2/http_test.go	61	// testURL = client.OTPQueryArgument(testURL, implantCrypto.GetOTPCode())	COMMENT
LOW	server/c2/http_test.go	81		COMMENT
LOW	server/c2/http_test.go	101	// if urlValue != value {	COMMENT
LOW	server/c2/http_test.go	121	// urlNonce, err := getNonceFromURL(testURL)	COMMENT
LOW	server/c2/http_test.go	141	// baseURL := &url.URL{	COMMENT
LOW	server/c2/http_test.go	161	// func randomArgs(min int) string {	COMMENT
LOW	server/rpc/rpc.go	81	}()	COMMENT
LOW	server/rpc/rpc.go	101	// it nil.	COMMENT
LOW	server/rpc/rpc-tasks.go	481	funcRVA := binary.LittleEndian.Uint32(rawData[funcArrayIndex:])	COMMENT
LOW	server/rpc/rpc-tasks.go	501	// case *pe.OptionalHeader64:	COMMENT
LOW	server/assets/traffic-encoders/hex/hex.rs	21	#[link(wasm_import_module = "hex")]	COMMENT
LOW	server/assets/traffic-encoders/hex/hex.rs	41	// we didn't call forget, the caller would read back a corrupt value. Since	COMMENT
LOW	implant/sliver/proxy/provider_windows.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/provider.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/provider_test.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/provider_darwin.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/proxy.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/provider_windows_test.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/doc.go	1	// Package proxy allows you to retrieve a system configured proxy for a given protocol and target URL.	COMMENT
LOW	implant/sliver/proxy/doc.go	21	//	COMMENT
LOW	implant/sliver/proxy/provider_generic.go	1	//go:build !(linux \|\| darwin \|\| windows)	COMMENT
LOW	implant/sliver/proxy/url.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/proxy_test.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/provider_linux.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/proxy/url_test.go	1	// Copyright 2018, Rapid7, Inc.	COMMENT
LOW	implant/sliver/netstat/types_darwin.go	1	// +build ignore	COMMENT
LOW	implant/sliver/netstat/types_darwin.go	21	#include <net/bpf.h>	COMMENT
LOW	implant/sliver/ps/types_darwin.go	21	#define __DARWIN_UNIX03 0	COMMENT
LOW	implant/sliver/ps/types_darwin.go	41	#include <sys/time.h>	COMMENT
LOW	implant/sliver/ps/ps.go	1	package ps	COMMENT
LOW	implant/sliver/encoders/base58.go	61	}	COMMENT
LOW	implant/sliver/tcpproxy/tcpproxy.go	1	package tcpproxy	COMMENT
LOW	implant/sliver/tcpproxy/tcpproxy.go	21	// Typical usage:	COMMENT
LOW	implant/sliver/tcpproxy/tcpproxy.go	41	// 1) DialProxy, proxying to another address (use the To func to return a	COMMENT
LOW	implant/sliver/tcpproxy/tcpproxy.go	101		COMMENT
LOW	implant/sliver/tcpproxy/tcpproxy.go	301	return &DialProxy{Addr: addr}	COMMENT
LOW	implant/sliver/tcpproxy/tcpproxy.go	321		COMMENT
LOW	…plant/sliver/handlers/tunnel_handlers/socks_handler.go	241	// {{if .Config.Debug}}	COMMENT
LOW	implant/sliver/syscalls/syscalls_windows.go	1	package syscalls	COMMENT
LOW	implant/sliver/syscalls/syscalls_windows.go	21	//sys GetExitCodeThread(hTread windows.Handle, lpExitCode *uint32) (err error) = kernel32.GetExitCodeThread	COMMENT
LOW	implant/sliver/syscalls/syscalls_windows.go	41	//sys PssCaptureSnapshot(processHandle windows.Handle, captureFlags uint32, threadContextFlags uint32, snapshotHandle *w	COMMENT
LOW	client/core/socks.go	901	// connections may allocate independently, but the pool cannot pin the old	COMMENT
LOW	client/tcpproxy/tcpproxy.go	1	package tcpproxy	COMMENT
LOW	client/tcpproxy/tcpproxy.go	21	// Typical usage:	COMMENT
LOW	client/tcpproxy/tcpproxy.go	41	// 1) DialProxy, proxying to another address (use the To func to return a	COMMENT
LOW	client/tcpproxy/tcpproxy.go	101		COMMENT
18 more matches not shown…

AI Slop Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	server/core/tunnels.go	101	// Tunnel - Essentially just a mapping between a specific client and sliver	COMMENT
MEDIUM	docs/sliver-docs/package-lock.json	9297	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM⚡	…s/sliver-docs/public/js/vs/language/html/htmlWorker.js	259	* To learn about this declaration in Firefox for Mobile, see [this article](https://developer.mozilla.org/en-US/do	COMMENT
MEDIUM⚡	…s/sliver-docs/public/js/vs/language/html/htmlWorker.js	269	Default mode, which indicates no preference for the decoding mode. The browser decides what is best for the user.`},{nam	CODE
MEDIUM⚡	…s/sliver-docs/public/js/vs/language/html/htmlWorker.js	269	Default mode, which indicates no preference for the decoding mode. The browser decides what is best for the user.`},{nam	CODE
MEDIUM	…s/sliver-docs/public/js/vs/language/html/htmlWorker.js	287	Note: Sites that automatically play audio (or videos with an audio track) can be an unpleasant experience for users,	CODE
MEDIUM⚡	…iver-docs/public/js/monaco/language/html/htmlWorker.js	259	* To learn about this declaration in Firefox for Mobile, see [this article](https://developer.mozilla.org/en-US/do	COMMENT
MEDIUM⚡	…iver-docs/public/js/monaco/language/html/htmlWorker.js	269	Default mode, which indicates no preference for the decoding mode. The browser decides what is best for the user.`},{nam	CODE
MEDIUM⚡	…iver-docs/public/js/monaco/language/html/htmlWorker.js	269	Default mode, which indicates no preference for the decoding mode. The browser decides what is best for the user.`},{nam	CODE
MEDIUM	…iver-docs/public/js/monaco/language/html/htmlWorker.js	287	Note: Sites that automatically play audio (or videos with an audio track) can be an unpleasant experience for users,	CODE

Slop Phrases5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docs/sliver-docs/public/js/vs/language/css/cssWorker.js	31	`);return[{language:"html",value:t}]},n.prototype.doPrint=function(e,t){for(var r=0,i=e;r<i.length;r++){var o=i[r];this.	CODE
MEDIUM	…s/sliver-docs/public/js/vs/language/html/htmlWorker.js	305	Usage note: Do not use this attribute, as it has been deprecated. The [\`<caption>\`](https://developer.mozilla.org/	CODE
LOW	…sliver-docs/public/js/monaco/language/css/cssWorker.js	31	`);return[{language:"html",value:t}]},n.prototype.doPrint=function(e,t){for(var r=0,i=e;r<i.length;r++){var o=i[r];this.	CODE
MEDIUM	…iver-docs/public/js/monaco/language/html/htmlWorker.js	305	Usage note: Do not use this attribute, as it has been deprecated. The [\`<caption>\`](https://developer.mozilla.org/	CODE
MEDIUM	client/licenses/licenses.go	393	Feel free to modify, use, change, market, do whatever you want with it as long as you give the appropriate credit where	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…s/sliver-docs/public/js/vs/language/html/htmlWorker.js	439	Note: Do not use this attribute, as it is non-standard and only implemented in some versions of Microsoft Internet E	CODE
LOW	…iver-docs/public/js/monaco/language/html/htmlWorker.js	439	Note: Do not use this attribute, as it is non-standard and only implemented in some versions of Microsoft Internet E	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/sliver-docs/components/youtube.tsx	56	function parseYoutubeEmbedIdFromUrl(input: string): string \| null {	CODE

BishopFox/sliver

Open-Source Code Quality, Security and Technical Debt Review