AI Slop Code RIsk Monitor

moonlight-stream/moonlight-android

GameStream client for Android

9.0 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for moonlight-stream/moonlight-android, a C project with 7,270 GitHub stars. SynthScan examined 89,580 lines of code across 438 source files, recording 1019 pattern matches distributed across 4 syntactic categories. The legacy adjusted pattern signal is 9.0 (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.

9.0
Adjusted Signal
9.0
Raw Pattern Score
100%
Time Factor
2026-10-06
Last Push
7.3K
Stars
C
Language
89.6K
Lines of Code
438
Files
1.0K
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 36.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 1019 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 43.4/100 · MEDIUM

Which changes need focused human review? 1019 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 1LOW 1018

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 1019 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.

Over-Commented Block1015 hits · 798 pts
SeverityFileLineSnippetContext
LOW…java/com/limelight/binding/video/MediaCodecHelper.java141COMMENT
LOW…java/com/limelight/binding/video/MediaCodecHelper.java161 !Build.DEVICE.equalsIgnoreCase("mocha") &&COMMENT
LOW…java/com/limelight/binding/video/MediaCodecHelper.java321 // are likely to be okay.COMMENT
LOW…java/com/limelight/binding/video/MediaCodecHelper.java481 // Operate at maximum rate to lower latency as much as possible onCOMMENT
LOW…java/com/limelight/binding/video/MediaCodecHelper.java541 }COMMENT
LOW…limelight/binding/video/MediaCodecDecoderRenderer.java1461COMMENT
LOWapp/src/main/jni/evdev_reader/evdev_reader.c1#include <stdlib.h>COMMENT
LOWapp/src/main/jni/moonlight-core/controller_list.h601 //{ MAKE_CONTROLLER_ID( 0x057e, 0x2019 ), k_eControllerType_SwitchProController, NULL }, // Nintendo Online NCOMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h21COMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h41#define USB_VENDOR_HARMONIX 0x1badCOMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h61#define USB_VENDOR_SCEA 0x12baCOMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h81#define USB_PRODUCT_8BITDO_ULTIMATE3 0x202f // mode switch to BTCOMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h101#define USB_PRODUCT_HARMONIX_WII_RB2_GUITAR 0x3010COMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h121#define USB_PRODUCT_NINTENDO_N64_CONTROLLER 0x2019COMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h141#define USB_PRODUCT_PDP_XB1_JAGUAR_GUITAR 0x0170COMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h161#define USB_PRODUCT_RAZER_WOLVERINE_V3_PRO 0x0a3fCOMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h181#define USB_PRODUCT_SWITCH_RETRO_CONTROLLER 0x0575COMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h201#define USB_PRODUCT_XBOX_ONE_S 0x02eaCOMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h221// USB usage pagesCOMMENT
LOWapp/src/main/jni/moonlight-core/usb_ids.h241#define USB_USAGE_GENERIC_RY 0x0034COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h61/**@}*/COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h81# if defined(__GNUC__)&&defined(__GNUC_MINOR__)COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h101#if (!defined(__STDC_VERSION__) || (__STDC_VERSION__ < 199901L) )COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h121#if !defined(OPUS_BUILD) && defined(__GNUC__) && OPUS_GNUC_PREREQ(3, 4)COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h141#define OPUS_GET_COMPLEXITY_REQUEST 4011COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h161#define OPUS_SET_LSB_DEPTH_REQUEST 4036COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h181#define OPUS_GET_IGNORE_EXTENSIONS_REQUEST 4059COMMENT
LOW…rc/main/jni/moonlight-core/opus/include/opus_defines.h221 * @hideinitializer */COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/kdf.h61 void *arg);COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/kdf.h81#define EVP_PKEY_CTRL_TLS_SEED (EVP_PKEY_ALG_CTRL + 2)COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/pem.h21#include <openssl/safestack.h>COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/pem.h41#define PEM_STRING_EVP_PKEY "ANY PRIVATE KEY"COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/pem.h101 OSSL_LIB_CTX *libctx, \COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/pem.h221/*COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/pem.h461#endifCOMMENT
LOW…/jni/moonlight-core/openssl/include/openssl/asyncerr.h21 */COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/ech.h21COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/ech.h41/*COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h41#define SSL3_CK_RSA_NULL_MD5 0x03000001COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h61#define SSL3_CK_DHE_DSS_DES_64_CBC_SHA 0x03000012COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h81#define SSL3_RFC_RSA_DES_192_CBC3_SHA "TLS_RSA_WITH_3DES_EDE_CBC_SHA"COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h101#define SSL3_TXT_DH_DSS_DES_40_CBC_SHA "EXP-DH-DSS-DES-CBC-SHA"COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h121#define SSL3_TXT_EDH_DSS_DES_64_CBC_SHA "EDH-DSS-DES-CBC-SHA"COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h201#elseCOMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h221#define SSL3_RT_HANDSHAKE 22COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h241COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h261#define SSL3_AD_CERTIFICATE_EXPIRED 45COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h281#if defined(TLS_CT_NUMBER)COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h301COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h321#define SSL3_MT_SERVER_DONE 14COMMENT
LOW…main/jni/moonlight-core/openssl/include/openssl/ssl3.h341/* These are used when changing over to a new cipher */COMMENT
LOW…ain/jni/moonlight-core/openssl/include/openssl/dtls1.h41#define DTLS1_RT_HEADER_LENGTH 13COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h21#endifCOMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h41#define ERR_PUT_error(l, f, r, fn, ln) ERR_put_error(l, f, r, fn, ln)COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h61#define ERR_LIB_OBJ 8COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h81#define ERR_LIB_DSO 37COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h101#define ERR_LIB_PROV 57COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h121#define CTerr(f, r) ERR_raise_data(ERR_LIB_CT, (r), NULL)COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h141#define PROPerr(f, r) ERR_raise_data(ERR_LIB_PROP, (r), NULL)COMMENT
LOW…/main/jni/moonlight-core/openssl/include/openssl/err.h261#define ERR_PACK(lib, func, reason) \COMMENT
955 more matches not shown…
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMapp/src/main/java/com/limelight/Game.java2546 // We want to change frame rate even if it's not seamless, since prepareDisplayForRendering()COMMENT
Slop Phrases2 hits · 2 pts
SeverityFileLineSnippetContext
LOWapp/src/main/res/values/arrays.xml46 <!-- Don't forget to update locales_config.xml when you modify this! -->CODE
LOWapp/src/main/res/xml/locales_config.xml3 <!-- Don't forget to update arrays.xml when you modify this file! -->CODE
TODO Padding1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…ight/binding/input/virtual_controller/AnalogStick.java93 private boolean circle_stick = true; // TODO: implement square sick for simulationsCODE