Leaderboard github.com
vico-png/llamastation
Open-source llama.cpp GUI for Windows — multi-GPU, TurboQuant, headless mode
AI provenance
0%
none-detected
- Confidence
- 48%
- Coverage
- 100%
Estimated share of AI-generated code. Explicit attribution is a lower bound.
Code quality
31/100
poor
- Confidence
- 90%
- Coverage
- 100%
Complexity, duplication, lint density, tests, CI, docs and review process.
Security
75/100
adequate
- Confidence
- 85%
- Coverage
- 100%
Secrets, static analysis, vulnerable dependencies, CI and supply-chain posture.
- Repository: https://github.com/vico-png/llamastation
- Commit:
35b6470831efd300ec345b1542a8c88b944f453c - Generated: 2026-11-13T23:58:03+00:00
- Scorer 0.1.0, scoring prov-4+qual-2+sec-2, report schema v2
Scores
| Pillar | Score | Signal | Confidence | Coverage |
|---|---|---|---|---|
| AI provenance (estimated AI-generated share) | 0 | none-detected | 48% | 100% |
| Code quality | 31 | poor | 90% | 100% |
| Security | 75 | adequate | 85% | 100% |
AI provenance
No AI attribution or AI-consistent velocity signals detected.
-
Explicitly attributed share (lower bound): 0.0%
-
Unattributed share in AI-consistent velocity bursts: 0.0%
-
Estimated AI-generated share: 0.0%
-
Stylometry index: 6.99 per 1,000 lines (narrated steps 0, placeholders 0, assistant phrasing 0, emoji 163). Reported as a signal, not scored.
| Month | Lines added | Attributed to AI |
|---|---|---|
| 2026-05 | 8,330 | 0% |
| 2026-07 | 600 | 0% |
| 2026-08 | 2,464 | 0% |
| 2026-09 | 804 | 0% |
AI provenance describes how code was produced; it is not a quality judgment. Unless attribution is explicit, these are signals consistent with AI generation, not proof. Squash/rebase workflows, imported code, and rewritten history reduce accuracy.
Code quality
Code quality is poor: test-to-source ratio 0.00, no CI test run detected; 39% of function code in complex or long functions; 4% duplicated lines. Weakest area: testing.
| Area | Score |
|---|---|
| Complexity (lizard) | 31 |
| Duplication | 78 |
| Code smells (Opengrep) | 12 |
| Tests and CI | 0 |
| Documentation | 65 |
| Type safety | 40 |
| Process (Scorecard review/maintenance) | n/a |
- Functions: 387; mean complexity 4.9, 90th percentile 10; 19 complex and 13 long functions
- Duplicated lines: 4.2% of 10,002 compared
- Tests: 0 test lines for 11,653 source lines (ratio 0.00); CI test commands: none detected; 0% of recent source commits also change tests
- Docs missing or thin: contributing, changelog
Most complex functions:
- _api in llamastation.py: complexity 112, 675 lines
- _handle_message in llamastation_telegram.py: complexity 89, 236 lines
- _build_cmd_list in llamastation.py: complexity 52, 125 lines
- _run_headless in llamastation.py: complexity 41, 110 lines
- _web_search in llamastation.py: complexity 30, 75 lines
Security
Security posture is adequate: 8 high-severity SAST findings. Weakest area: posture.
| Area | Score |
|---|---|
| Secrets (gitleaks, tree + history) | 100 |
| Static analysis (Opengrep) | 80 |
| Vulnerable dependencies (OSV) | n/a |
| CI workflows (zizmor) | n/a |
| Posture (policy, updates, signing, lockfiles) | 0 |
| OpenSSF Scorecard | n/a |
- Posture checks passed: lockfiles; missing: security policy, dependency updates, signed commits
Top findings
| Severity | Finding | Location |
|---|---|---|
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'run' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
llamastation.py:1509 |
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'run' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
llamastation.py:4491 |
| high | opengrep/python.lang.security.audit.subprocess-shell-true: Found 'subprocess' function 'run' with 'shell=True'. This is dangerous because this call will spawn the command using a shell process. Doing so propagates current shell settings and variables, which makes it much easier for a malicious actor to execute commands. Use 'shell=False' instead. [confidence medium] |
llamastation.py:4492 |
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'Popen' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
llamastation.py:6302 |
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'Popen' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
llamastation.py:6327 |
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'run' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
llamastation.py:6803 |
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'run' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
llamastation.py:6847 |
| high | opengrep/python.lang.security.audit.dangerous-subprocess-use-audit: Detected subprocess function 'Popen' without a static string. If this data can be controlled by a malicious actor, it may be an instance of command injection. Audit the use of this call to ensure it is not controllable by an external resource. You may consider using 'shlex.escape()'. [confidence low] |
llamastation.py:7872 |
| low | opengrep/python.lang.security.audit.insecure-transport.requests.request-with-http: Detected a request using 'http://'. This request will be unencrypted, and attackers could listen into traffic on the network and be able to obtain sensitive information. Use 'https://' instead. [confidence medium] |
llamastation_telegram.py:416 |
| low | opengrep/python.lang.security.audit.insecure-transport.requests.request-with-http: Detected a request using 'http://'. This request will be unencrypted, and attackers could listen into traffic on the network and be able to obtain sensitive information. Use 'https://' instead. [confidence medium] |
llamastation_voice.py:999 |
Static signals only: the scorer never runs the project's code. Secret findings are pattern matches that were not verified, and secret values are never stored.
Distribution signals
- binary-release-asset: release v0.9 ships LlamaStation-v0.9-windows.zip (332 downloads)
Signals consistent with a repository that exists to distribute a download. They are heuristics, not a verdict; release files were not downloaded or inspected.
Repository profile
- Source lines: 11,653; test lines: 0
| Language | Lines |
|---|---|
| Python | 11,653 |