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AL-Cybision/README.md

πŸ‘¨πŸ»β€πŸ’Ό Muhammad Noman Ilyas (AL-Cybision)

πŸ›‘οΈ Application Security & Vulnerability Researcher

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πŸ” SECURE CODE REVIEW Β Β  πŸ›‘οΈ VULNERABILITY RESEARCH Β Β  πŸ€– AI/ML MODEL FILE VULNS


Highlights

πŸͺ² Vulnerabilities Discovered

CVE ID CVSS Project Summary References
CVE-2026-6691 πŸ”΄ 8.6 High πŸƒ MongoDB C Driver Cyrus SASL username canonicalization heap buffer overflow via unsafe string copy leads to RCE & DoS CDRIVER-6134
CVE-2025-11157 πŸ”΄ 7.8 High 🍽️ Feast Unsafe PyYAML deserialization in Kubernetes materializer enables arbitrary code execution Fix PR #5643 / Huntr
CVE-2025-59420 πŸ”΄ 7.5 High πŸ” Authlib JWT/JWS accepts unknown crit headers β†’ possible authz bypass GHSA-9ggr-2464-2j32
CVE-2025-61920 πŸ”΄ 7.5 High πŸ” Authlib DoS via oversized JOSE segments GHSA-pq5p-34cr-23v9
CVE-2025-62706 🟑 6.5 Medium πŸ” Authlib zip=DEF decompression bomb enables DoS GHSA-g7f3-828f-7h7m

πŸ”’ Private Validated Findings

Status Area Public-safe summary
Private / Validated joblib model-file security Load-time model artifact deserialization issue leading to code-execution risk and scanner-evasion behavior. Technical details withheld until disclosure.
Private / Validated Keras .keras model-file security Safe-mode model-loading bypass class involving model configuration/data-loading behavior, aligned with later public Keras CVE-2025-12058 research. Technical details withheld until disclosure.

🀝 Contributions

Project Description Version Link
Go-Jose Fixed bug: b64 header ignored in unprotected header (now rejected). v4.1.3 PR #210
Authlib Collaborated on patch for critical header validation bypass. v1.6.4 PR #823

Pinned Loading

  1. authlib/authlib authlib/authlib Public

    The ultimate Python library in building OAuth, OpenID Connect clients and servers. JWS, JWE, JWK, JWA, JWT included.

    Python 5.3k 535

  2. go-jose go-jose Public

    Forked from go-jose/go-jose

    An implementation of JOSE standards (JWE, JWS, JWT) in Go

    Go

  3. huggingface/huggingface_hub huggingface/huggingface_hub Public

    The official Python client for the Hugging Face Hub.

    Python 3.6k 1k