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github.com / punnerud

punnerud/Local_Knowledge_Graph

Python·114 files·commit 58fce40·scanned 3d ago·cached ✓
70/100
DANGEROUS
Sensitive capability combinations reachable from entry points. Do not run without review.

This repository contains patterns associated with malware. Do NOT run this code.

verdict accurate?
threat-state: dangerouslive

FINDINGS ░▒▓

criticaleval() usage detectedeval() executes arbitrary code and is commonly used in malware to run obfuscated payloads fetched from remote servers.dev/tests/test_arithmetic.py
def test_fractions_survive_without_becoming_floats():
    # The reason for mpeqs rather than eval(): a third stays a third.
    assert evaluate("1/3") == Fraction(1, 3)
    assert evaluate("(1/3)*3") ...
+8
criticaleval() usage detectedeval() executes arbitrary code and is commonly used in malware to run obfuscated payloads fetched from remote servers.dev/tests/test_battery.py
        "[x for x in range(10**9)]",
        "eval('1+1')",
    ],
)
+8
criticalPython dynamic code executioneval(), exec() or compile() on untrusted input can execute arbitrary code. Common in Python malware for running obfuscated payloads.dev/tests/test_battery.py
        "[x for x in range(10**9)]",
        "eval('1+1')",
    ],
)
+7
infoSuspicious files are not reachable from entry pointsFlagged files exist but are not imported by any entry point. They may be dead code, tests, or attack payloads triggered by another mechanism.+2
warningHigh-entropy string literalsFound 3 long strings with high Shannon entropy. This is common in obfuscated payloads that hide URLs, keys, or bytecode.dev/scripts/bench_search.py+3
warningHigh-entropy string literalsFound 8 long strings with high Shannon entropy. This is common in obfuscated payloads that hide URLs, keys, or bytecode.dev/scripts/check_numbers.py+3
warningHigh-entropy string literalsFound 3 long strings with high Shannon entropy. This is common in obfuscated payloads that hide URLs, keys, or bytecode.dev/scripts/eval.py+3
warningFlattened or dead control flowDetected switch(true), dead if branches, or deeply nested ternaries — patterns used by obfuscators to hide execution order.dev/scripts/measure_loops.py+3
warningFlattened or dead control flowDetected switch(true), dead if branches, or deeply nested ternaries — patterns used by obfuscators to hide execution order.src/mpe_lkg/arithmetic.py+3
warningFlattened or dead control flowDetected switch(true), dead if branches, or deeply nested ternaries — patterns used by obfuscators to hide execution order.src/mpe_lkg/graphdb.py+3

Scores are heuristics. A “safe” verdict means no known-malicious patterns were found — clever malware can look boring. Wrong verdict? Flag it above; confirmed false positives become regression tests.

94 files scanned @ 58fce40 | 8/21/2026 | heuristic scan — always review manually

risk by category
code execution25
network & exfiltration0
file system access0
obfuscation15
supply chain0
owasp / injection0
telemetry
files 94/114rules hit 10engine v5commit 58fce40

github

punnerud/Local_Knowledge_Graph

Python
565
50
705d
114 files
94 scanned(82%)
58fce40

architecture░▒▓

entry (1) flagged (11) pkg (55)
109 nodes · 288 edgesscroll to zoom · click node to jump to finding