AI Slop Code RIsk Monitor

bikini/exploitarium

A single archive of public exploit PoCs and vulnerability research writeups. At the time I post these, none have been reported. Feel free to report them yourself and take credit for the CVE if handed out lulz. Please do not abuse these. I do this so to allure people into the field, and I've always found this is the most efficient way.

4.8 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for bikini/exploitarium, a Python project with 5,152 GitHub stars. SynthScan examined 29,612 lines of code across 154 source files, recording 80 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 4.8 (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.

4.8
Adjusted Signal
4.8
Raw Pattern Score
100%
Time Factor
2026-09-16
Last Push
5.2K
Stars
Python
Language
29.6K
Lines of Code
154
Files
80
Pattern Hits
2026-10-12
Scan Date
0.08
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 36 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.3/100 · LOW

Are imports declared and package/API names verified? 13 finding(s).

Agent Over-Engineering Ratio 15.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 48 finding(s).

PR Review Velocity Impact 23.0/100 · LOW

Which changes need focused human review? 80 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 13MEDIUM 5LOW 62

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 80 distinct pattern matches across 9 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.

Empty Error Handlers11 hits · 55 pts
SeverityFileLineSnippetContext
HIGHnghttp2-nghttpx-upgrade-queue-poison-poc/poc.py88except OSError:CODE
HIGHopenvpn-connect-echo-script-ace-poc/poc.py227except json.JSONDecodeError:CODE
HIGHgitea-act-runner-container-options-poc/poc.py114except FileNotFoundError:CODE
HIGHgitea-act-runner-container-options-poc/poc.py116except PermissionError:CODE
HIGHfirefox-152.0.5-backup-nss-rce-poc/server.py30except (OSError, ValueError):CODE
HIGHredis-vset-duplicate-hnsw-id-rce-poc/poc.py475except FileNotFoundError:CODE
HIGHredis-vset-duplicate-hnsw-id-rce-poc/poc.py217except ValueError:CODE
HIGHredis-vset-duplicate-hnsw-id-rce-poc/poc.py542except Exception:CODE
HIGHredis-vset-duplicate-hnsw-id-rce-poc/poc.py438except Exception:CODE
HIGHlibssh2-publickey-list-calc-poc/replay-calc-poc.py151except FileNotFoundError:CODE
HIGH…2-publickey-list-calc-poc/poc/live_publickey_server.py94except Exception:CODE
Excessive Try-Catch Wrapping19 hits · 23 pts
SeverityFileLineSnippetContext
LOWnghttp2-nghttpx-upgrade-queue-poison-poc/poc.py272 except Exception as exc:CODE
LOWfloci-apigateway-vtl-rce-poc/poc.py144 except Exception as exc:CODE
LOWgogs-admin-csrf-git-hook-rce-poc/poc.py213 except Exception as exc:CODE
LOWnextcloud-federated-share-bearer-token-poc/poc.py265 except Exception as error:CODE
MEDIUMnextcloud-federated-share-bearer-token-poc/poc.py60def require_json(result, label):CODE
LOW…cve-2026-55200-poc/poc/libpwn_cve_2026_55200_server.py462 except Exception as exc:CODE
LOW…cve-2026-55200-poc/poc/libpwn_cve_2026_55200_server.py573 except Exception as exc:CODE
LOW…cve-2026-55200-poc/poc/libpwn_cve_2026_55200_server.py631 except Exception:CODE
MEDIUM…cve-2026-55200-poc/poc/libpwn_cve_2026_55200_server.py567def server_thread():CODE
LOWdiscourse-scoped-api-key-preauth-bypass/poc.py162 except Exception as error:CODE
MEDIUMdiscourse-scoped-api-key-preauth-bypass/poc.py47def parse_json(result, label):CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py347 except Exception:CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py438 except Exception:CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py522 except Exception as e:CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py539 except Exception:CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py542 except Exception:CODE
LOW…2-publickey-list-calc-poc/poc/live_publickey_server.py88 except Exception as exc:CODE
LOW…2-publickey-list-calc-poc/poc/live_publickey_server.py94 except Exception:CODE
MEDIUM…2-publickey-list-calc-poc/poc/live_publickey_server.py71def serve_publickey_channel(channel, attrs_ptr, offsets, hold_seconds, done):CODE
Hyper-Verbose Identifiers17 hits · 18 pts
SeverityFileLineSnippetContext
LOW…0.6-stock-page-native-calc-poc/full_chain_calc_tail.js4(async function runFullStockCalculatorChain() {CODE
LOWfloci-apigateway-vtl-rce-poc/poc.py66def control_plane_authorization(args):CODE
LOWobjdump-dlx-calc-poc/dlx_chain_builder.py220 def _patch_negative_address_for_index(self, actual_idx):CODE
LOWdiscord-activity-stock-client-rce-poc/server.js5function normalizeRcePayloadOrigin(value) {CODE
LOWdiscord-activity-stock-client-rce-poc/exploit.html855 function installElectronIpcPayload(markerAddr, payloadAddr) {CODE
LOWdiscord-activity-stock-client-rce-poc/exploit.html1145 function installElectronIpcDirectPayload(markerAddr, payloadAddr) {CODE
LOWdiscord-activity-stock-client-rce-poc/exploit.html1278 function installElectronIpcNativeInvokePayload(markerAddr, payloadAddr) {CODE
LOWdiscord-activity-stock-client-rce-poc/exploit.html1606 function installPopupPolicyPatchPayload(CODE
LOWdiscord-activity-stock-client-rce-poc/exploit.html1949 function installCreateProcessPayload(markerAddr, payloadAddr) {CODE
LOWdiscord-activity-stock-client-rce-poc/exploit.html2103 function installExitProcessPayload(markerAddr) {CODE
LOWdiscord-activity-stock-client-rce-poc/exploit.html2185 function scanJitEntrypointForMarkers(entry) {CODE
LOW…-limited-acp-to-admin/poc/mybb_limited_acp_to_admin.py134def response_has_access_denied(body: str) -> bool:CODE
LOW…cve-2026-55200-poc/poc/libpwn_cve_2026_55200_server.py358def model_vulnerable_c_expression(packet_length, mac_len=DEFAULT_MAC_LEN, auth_len=DEFAULT_AUTH_LEN):CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py110def payload_two_stale_for_write() -> bytes:CODE
LOW…2-publickey-list-calc-poc/poc/live_publickey_server.py39def malformed_publickey_response():CODE
LOW…2-publickey-list-calc-poc/poc/live_publickey_server.py118 def check_channel_subsystem_request(self, channel, name):CODE
LOW⚡ghidra-12.1.2-rce-ace-calc-poc/pocs/calc_helper.py37def calc_python_eval_expression() -> str:CODE
Cross-Language Confusion2 hits · 15 pts
SeverityFileLineSnippetContext
HIGH⚡ghidra-12.1.2-rce-ace-calc-poc/pocs/calc_helper.py34 return "xcalc || gnome-calculator || kcalc || qalculate-gtk"CODE
HIGH⚡ghidra-12.1.2-rce-ace-calc-poc/pocs/calc_helper.py44 args = "['sh', '-lc', 'xcalc || gnome-calculator || kcalc || qalculate-gtk']"CODE
Over-Commented Block11 hits · 11 pts
SeverityFileLineSnippetContext
LOW…p857-streambucket-soap-rce-rpoc/evidence/gdb-proof.txt1PHP 8.5.7 release build, PIE base fixed by debugger for replay.COMMENT
LOWqemu-cxl-type3-mailbox-escape-poc/stage2.c21#define MBOX_BG_STS (MAILBOX + 0x18u)COMMENT
LOW…dlta-calc-poc/poc/ffmpeg_rasc_dlta_calc_poc_portable.c1#include <inttypes.h>COMMENT
LOW…peg-rasc-dlta-calc-poc/poc/ffmpeg_rasc_dlta_calc_poc.c1#include <inttypes.h>COMMENT
LOW…eg-rasc-dlta-calc-poc/evidence/current-master-asan.txt21 #0 posix_memalignCOMMENT
LOWsysteminformer-phsvc-trusted-host-lpe-poc/poc.c1#include <windows.h>COMMENT
LOWc-ares-tcp-uaf-calc-poc/poc/cares_tcp_uaf_calc_poc.c1#include <arpa/inet.h>COMMENT
LOWc-ares-tcp-uaf-calc-poc/evidence/main-c93e50f3-gdb.txt1Target: c-ares upstream mainCOMMENT
LOW…t-calc-poc/poc/publickey_win32_heap_groom_calc_repro.c1#include <winsock2.h>COMMENT
LOW…lickey-list-calc-poc/poc/live_publickey_client_win64.c1#define WIN32_LEAN_AND_MEANCOMMENT
LOW…lc-poc/poc/publickey_win64_arbitrary_free_calc_repro.c1#include <winsock2.h>COMMENT
Unused Imports11 hits · 11 pts
SeverityFileLineSnippetContext
LOWopenvpn-connect-echo-script-ace-poc/poc.py1CODE
LOW…-limited-acp-to-admin/poc/mybb_limited_acp_to_admin.py1CODE
LOW…sh2-cve-2026-55200-poc/poc/libpwn_local_rce_exploit.py7CODE
LOW7zip-rar5-motw-chain-poc/poc.py1CODE
LOWgitea-act-runner-container-options-poc/poc.py9CODE
LOWflowise-mcp-env-case-bypass-poc/poc.py8CODE
LOWfirefox-152.0.5-backup-nss-rce-poc/server.py1CODE
LOWfirefox-152.0.5-backup-nss-rce-poc/build_backup.py1CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py1CODE
LOWghidra-12.1.2-rce-ace-calc-poc/pocs/calc_helper.py2CODE
LOW…-rce-ace-calc-poc/pocs/ace_swift_demangler_calc_poc.py7CODE
Deep Nesting7 hits · 7 pts
SeverityFileLineSnippetContext
LOWnghttp2-nghttpx-upgrade-queue-poison-poc/poc.py121CODE
LOWcurl-smtp-expn-recipient-crlf-injection/run_demo.py78CODE
LOWobjdump-dlx-calc-poc/generate_objdump_dlx_calc_poc.py95CODE
LOW…ve-zip-debuginfod-size-boundary/make_debuginfod_zip.py227CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py207CODE
LOWredis-vset-duplicate-hnsw-id-rce-poc/poc.py400CODE
LOW…ace-calc-poc/pocs/rce_tracermi_conditional_calc_poc.py42CODE
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMlibssh2-cve-2026-55200-poc/README.md1# libssh2 CVE-2026-55200 PoC and local RCE scaffoldCOMMENT
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…-limited-acp-to-admin/poc/mybb_limited_acp_to_admin.py46 def set_adminsid(self, adminsid: str) -> None:CODE