AI Slop Code Risk Monitor

PurpleI2P/i2pd

Name: PurpleI2P/i2pd — C++ Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

🛡 I2P: End-to-End encrypted and anonymous Internet

1.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for PurpleI2P/i2pd, a C++ project with 4,247 GitHub stars. SynthScan examined 87,841 lines of code across 224 source files, recording 114 pattern matches distributed across 2 syntactic categories. The legacy adjusted pattern signal is 1.4 (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.

1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

4.2K

Stars

C++

Language

87.8K

Lines of Code

224

Files

114

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 6.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 114 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 6.3/100 · LOW

Which changes need focused human review? 114 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 0LOW 114

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 114 distinct pattern matches across 2 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 Block98 hits · 98 pts

Severity	File	Line	Snippet	Context
LOW	libi2pd/Signature.h	1	/*	COMMENT
LOW	libi2pd/api.cpp	1	/*	COMMENT
LOW	libi2pd/RouterInfo.h	1	/*	COMMENT
LOW	libi2pd/RouterContext.h	1	/*	COMMENT
LOW	libi2pd/util.cpp	21	#if !defined (__FreeBSD__) && !defined(_MSC_VER)	COMMENT
LOW	libi2pd/util.cpp	41	#endif	COMMENT
LOW	libi2pd/Streaming.h	1	/*	COMMENT
LOW	libi2pd/ECIESX25519AEADRatchetSession.h	1	/*	COMMENT
LOW	libi2pd/NetDb.hpp	1	/*	COMMENT
LOW	libi2pd/NetDb.hpp	21	#include "Base.h"	COMMENT
LOW	libi2pd/version.h	21	#define I2PD_VERSION_MINOR 0	COMMENT
LOW	libi2pd/RouterInfo.cpp	1	/*	COMMENT
LOW	libi2pd/LeaseSet.cpp	1	/*	COMMENT
LOW	libi2pd/Tag.h	1	/*	COMMENT
LOW	libi2pd/ECIESX25519AEADRatchetSession.cpp	1	/*	COMMENT
LOW	libi2pd/Tunnel.h	1	/*	COMMENT
LOW	libi2pd/Tunnel.h	21	#include <random>	COMMENT
LOW	libi2pd/Blinding.cpp	1	/*	COMMENT
LOW	libi2pd/TransitTunnel.cpp	1	/*	COMMENT
LOW	libi2pd/Transports.h	1	/*	COMMENT
LOW	libi2pd/Transports.h	21	#include <string>	COMMENT
LOW	libi2pd/Crypto.h	1	/*	COMMENT
LOW	libi2pd/Crypto.h	21	#include <openssl/rsa.h>	COMMENT
LOW	libi2pd/TransportSession.h	1	/*	COMMENT
LOW	libi2pd/Garlic.cpp	1	/*	COMMENT
LOW	libi2pd/TunnelPool.cpp	1	/*	COMMENT
LOW	libi2pd/I2PEndian.h	21	#include <libkern/OSByteOrder.h>	COMMENT
LOW	libi2pd/I2PEndian.h	41	#define htobe16(x) _byteswap_ushort(x)	COMMENT
LOW	libi2pd/I2PEndian.h	61	#define htobe32(x) __builtin_bswap32(x)	COMMENT
LOW	libi2pd/Destination.cpp	1	/*	COMMENT
LOW	libi2pd/Tunnel.cpp	1	/*	COMMENT
LOW	libi2pd/I2NPProtocol.cpp	1	/*	COMMENT
LOW	libi2pd/Identity.h	1	/*	COMMENT
LOW	libi2pd/I2NPProtocol.h	1	/*	COMMENT
LOW	libi2pd/NTCP2.h	1	/*	COMMENT
LOW	libi2pd/Log.h	1	/*	COMMENT
LOW	libi2pd/TunnelPool.h	1	/*	COMMENT
LOW	libi2pd/Config.cpp	1	/*	COMMENT
LOW	libi2pd/Config.cpp	21	#include "version.h"	COMMENT
LOW	libi2pd/LeaseSet.h	1	/*	COMMENT
LOW	libi2pd/TransitTunnel.h	1	/*	COMMENT
LOW	libi2pd/CPU.h	1	/*	COMMENT
LOW	libi2pd/CPU.h	21	# define IS_X86_64 0	COMMENT
LOW	libi2pd/FS.cpp	21	#endif	COMMENT
LOW	libi2pd/Reseed.cpp	1	/*	COMMENT
LOW	libi2pd/Reseed.cpp	21	#endif	COMMENT
LOW	libi2pd/NetDbRequests.h	1	/*	COMMENT
LOW	libi2pd/util.h	1	/*	COMMENT
LOW	libi2pd/Destination.h	1	/*	COMMENT
LOW	libi2pd/Destination.h	21	#include <functional>	COMMENT
LOW	libi2pd/Timestamp.cpp	1	/*	COMMENT
LOW	libi2pd/Crypto.cpp	1	/*	COMMENT
LOW	libi2pd/Profiling.cpp	1	/*	COMMENT
LOW	libi2pd/Garlic.h	1	/*	COMMENT
LOW	libi2pd/PostQuantum.h	1	/*	COMMENT
LOW	libi2pd/SSU2Session.h	1	/*	COMMENT
LOW	libi2pd/NetDb.cpp	1	/*	COMMENT
LOW	libi2pd/NetDb.cpp	21	#include "Timestamp.h"	COMMENT
LOW	libi2pd/RouterContext.cpp	1	/*	COMMENT
LOW	libi2pd/SSU2.h	1	/*	COMMENT
38 more matches not shown…

TODO Padding16 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	libi2pd/util.cpp	799	auto mtu = // TODO: implement better	CODE
LOW	libi2pd/LeaseSet.cpp	311	// TODO: implement encrypted	COMMENT
LOW	libi2pd/SSU2.cpp	1591	m_SocketV4.send_to (bufs, *m_ProxyRelayEndpoint, 0, ec); // TODO: implement ipv6 proxy	CODE
LOW	libi2pd/SSU2.cpp	1709	m_UDPRequestHeader[3] = SOCKS5_ATYP_IPV4; // TODO: implement ipv6 proxy	CODE
LOW	libi2pd/Identity.cpp	811	return nullptr; // TODO: implement me	CODE
LOW	libi2pd/Garlic.cpp	653	// TODO: implement	COMMENT
LOW	libi2pd/TunnelPool.cpp	816	// TODO: implement it better	COMMENT
LOW	libi2pd/Streaming.cpp	870	m_RTO = std::max (MIN_RTO, (int)(m_RTT + m_Jitter*2 + m_ACKRecieveInterval)); // TODO: implement it better	CODE
LOW	libi2pd/Streaming.cpp	1053	// TODO: implement setters	COMMENT
LOW	libi2pd/Reseed.cpp	272	// TODO: implement all signature types	COMMENT
LOW	libi2pd/NetDb.cpp	415	// TODO: implement actual update	COMMENT
LOW	libi2pd/Datagram.h	149	// TODO: implement calls from other thread from SAM	COMMENT
LOW	libi2pd_client/UDPTunnel.cpp	821	// TODO: implement	COMMENT
LOW	libi2pd_client/SAM.cpp	1563	// TODO: implement datagrams	COMMENT
LOW	libi2pd_client/SAM.cpp	1579	// TODO: implement datagrams	COMMENT
LOW	libi2pd_client/SOCKS.cpp	360	// TODO: implement ipv6	COMMENT