Loading the registry…
Quantum-Inspired Micro ML Lab
Cursor Rules are .cursorrules / .cursor/rules files that steer Cursor's AI; scanned with the same pipeline.
We found this by crawling public sources and nobody has attested to it. That is how most of the registry gets here, and it is not a mark against the artifact — it only means no authenticated act of publication is on record. An artifact can be the vendor's own and still appear here.
69 critical findings reported by cisco-skill-scanner, 67 of them in the installed artifact. The composite score alone does not reflect this — read the per-scanner reports below.
This artifact ships from 2 sources and their verdicts differ. The worst is github (Flagged). Installing from a cleaner source does not mean the others are safe — check the source you actually install from.
github: https://github.com/alexandrezanata/quantun-ia, 541 findings
Cursor Rules are .cursorrules / .cursor/rules files that steer Cursor's AI. Review the scanned source before copying them into your own project.
nerlo install -- quantun-ia
5 of 11 scanners examined this package. The rest do not apply to it — language, ecosystem and packaging decide which analyzers can say anything, and a scanner that cannot examine an artifact reports nothing rather than passing it.
v2.0.11
480 findings · 41.6s
v0.3.74
11 findings · 43.1s
v0.1.0
0 findings · 8.6s
v0.1.0
0 findings · 8.6s
v0.1.0
0 findings · 23.2s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.2s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image.
1 scan on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 22, 2026 | Scan Halted | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source: complete | rejected |
Findings in files this artifact installs stand as reported; a model re-read the rest and said which ones it believes are false positives. This is a second opinion published beside the evidence, not a correction to it: the per-scanner reports above are unchanged, every dismissed finding is still listed there at its original severity, and the score and the Flagged badge are computed from those raw severities alone. Nothing below moved them.
Out of 491 findings across every scanner that examined this package. 2 of 69 findings rated critical by their scanner were among the dismissals.
Two keys had to turn. The model had to name a reason from a fixed list of six, and a deterministic check of ours — over which files this artifact actually installs — had to independently agree. Anything it could not corroborate is in “not reviewed” above, at full severity.
5 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: AAK-HEALTHCARE-AI-004, SOCIAL_ENG_VAGUE_DESCRIPTION, MANIFEST_MISSING_LICENSE · Files: docs/releases/v1.1.0.md, /repo/docs/SKILL.md, /repo/docs/releases/SKILL.md · reported by agent-audit-kit, cisco-skill-scanner
2 CI or editor configuration — The match is in build, CI or editor configuration, confirmed by our own check to be outside the installed artifact.
Rules: AAK-GHA-IMMUTABLE-001 · Files: .github/workflows/ci.yml, .github/workflows/release.yml · reported by agent-audit-kit
2 Test or fixture file — The match is in a test or fixture. Our own check confirmed the file is not part of what gets installed.
Rules: COMMAND_INJECTION_EVAL · Files: /repo/tests/unit/test_base_model.py, /repo/tests/unit/test_measurement_dropout_hybrid.py · reported by cisco-skill-scanner
These findings are in files this artifact installs and are not placeholder values. No false-positive basis can be corroborated for such a finding, so this review never dismisses one; they were not sent to the model and stand at their scanner's severity.
124 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/paper/SKILL.md, /repo/model_cards/SKILL.md and 121 more · reported by cisco-skill-scanner
123 MANIFEST_MISSING_LICENSE
Files: /repo/SKILL.md, /repo/paper/SKILL.md, /repo/data/open/SKILL.md and 120 more · reported by cisco-skill-scanner
118 MANIFEST_INVALID_NAME
Files: /repo/experiments/exp_037_hybrid_nano_higgs/SKILL.md, /repo/experiments/exp_102_nano_unet_cifar_i2i/SKILL.md, /repo/experiments/exp_043_calibration_synthea/SKILL.md and 115 more · reported by cisco-skill-scanner
67 COMMAND_INJECTION_EVAL
Files: /repo/experiments/exp_037_hybrid_nano_higgs/run.py, /repo/experiments/exp_051_quantum_head_nihr/run.py, /repo/experiments/exp_062_hybrid_nano_acyd_soy/run.py and 31 more · reported by cisco-skill-scanner
16 BINARY_FILE_DETECTED
Files: /repo/data/open/images/flickr8k/processed/v1/pairs.parquet, /repo/data/open/images/flowers102/processed/v1/split_indices.npz, /repo/data/open/images/cifar10/processed/v1/split_indices.npz and 3 more
The model could have called any of these a false positive and did not.
1 HIDDEN_DATA_FILE
Files: /repo/.dvc/config.example · reported by cisco-skill-scanner
Critical command injection and network egress risks identified.
The artifact contains numerous critical command injection vulnerabilities, particularly in experiment run scripts such as `/repo/experiments/exp_037_hybrid_nano_higgs/run.py`. It also exhibits capabilities for undeclared network egress and potential data exfiltration via JavaScript network calls. Furthermore, the artifact includes findings related to credential access and the presence of unanalyzable binary components.
Concern level assessed by the review: Critical. This is the review's scale, not the registry badge.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.
16 UNANALYZABLE_BINARY
Files: /repo/data/open/images/flickr8k/processed/v1/pairs.parquet, /repo/.coverage, /repo/data/open/images/cifar10/processed/v1/split_indices.npz and 3 more · reported by cisco-skill-scanner
6 AAK-HEALTHCARE-AI-004
Files: CHANGELOG.md, config/experiments.yaml, experiments/exp_029_batch_calc_parity/hypothesis.md and 3 more · reported by agent-audit-kit
4 HIDDEN_DATA_FILE
Files: /repo/.dvcignore, /repo/.pre-commit-config.yaml, /repo/.coverage and 1 more · reported by cisco-skill-scanner
2 LOW_ANALYZABILITY
Files: /repo/data/open/images, /repo/data/open · reported by cisco-skill-scanner
1 AAK-SECRET-006
Files: .env.example · reported by agent-audit-kit
1 AAK-SUPPLY-004
Files: pyproject.toml · reported by agent-audit-kit
1 DATA_EXFIL_JS_NETWORK
Files: /repo/dashboard/static/pwa/sw.js · reported by cisco-skill-scanner
1 EXCESSIVE_FILE_COUNT
Files: /repo/. · reported by cisco-skill-scanner
1 TOOL_ABUSE_UNDECLARED_NETWORK
Files: /repo/repo/AUTHORS.md · reported by cisco-skill-scanner
Showing 25 of 68; the rest are in the per-scanner reports above.