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Decode realities electrical pattern
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.
70 critical findings reported by cisco-skill-scanner. The composite score alone does not reflect this — read the per-scanner reports below.
Choose your runtime: the CLI writes the mcpServers config entry for that target.
nerlo install --target claude-code -- qBrain
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
4 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
446 findings · 29.0s
v0.3.74
13 findings · 15.3s
v0.1.0
5 findings · 5.9s
v0.1.0
2 findings · 5.9s
v1.4.0
None of the entry points this scanner reads were found in this artifact. What each scanner covers
0 findings · 0.1s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
v0.1.0
This scanner found nothing in this artifact that it assesses. What each scanner covers
0 findings · 1.0s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image.
2 scans on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Sep 3, 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 ·n/a: not applicable | rejected |
| Aug 11, 2026 | Scan Halted | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicable | 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 466 findings across every scanner that examined this package. None of the 70 findings rated critical by their scanner were dismissed.
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.
19 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: BYTECODE_NO_SOURCE, DATA_EXFIL_NETWORK_REQUESTS, DATA_EXFIL_SOCKET_CONNECT · Files: /repo/qbrain/core/__pycache__/test_managers_workflow.cpython-310.pyc, /repo/qbrain/core/__pycache__/test_managers_workflow.cpython-313.pyc, /repo/qbrain/core/__pycache__/test_import.cpython-310.pyc and 1 more · reported by cisco-skill-scanner
2 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: SOCIAL_ENG_VAGUE_DESCRIPTION, MANIFEST_MISSING_LICENSE · Files: /repo/qbrain/docs/SKILL.md · 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.
126 BYTECODE_NO_SOURCE
Files: /repo/qbrain/core/param_manager/__pycache__/types.cpython-310.pyc, /repo/qbrain/core/param_manager/__pycache__/case.cpython-310.pyc, /repo/qbrain/core/method_manager/__pycache__/gen_type.cpython-313.pyc and 43 more · reported by cisco-skill-scanner
117 PYCACHE_FILES_DETECTED
Files: /repo/qbrain/core/env_manager/__pycache__, /repo/qbrain/core/sm/higgs/__pycache__, /repo/_admin/bob_builder/artifact_registry/__pycache__ and 43 more · reported by cisco-skill-scanner
40 YARA_sql_injection_generic
Files: /repo/qbrain/_db/__pycache__/manager.cpython-310.pyc, /repo/qbrain/_db/__pycache__/manager.cpython-313.pyc, /repo/qbrain/_db/table_handling.py and 1 more · reported by cisco-skill-scanner
20 DATA_EXFIL_NETWORK_REQUESTS
Files: /repo/_admin/app_handler/openai_asdk/workflow.py, /repo/_admin/record_qdash_demo.py, /repo/qbrain/core/file_manager/google_lens_equations.py and 2 more · reported by cisco-skill-scanner
18 COMMAND_INJECTION_EVAL
Files:
Artifact contains multiple critical vulnerabilities, including SQL and command injection.
The artifact exhibits critical SQL injection vulnerabilities in `/repo/qbrain/_db/manager.py`, potentially allowing unauthorized database access. It also contains multiple instances of command injection via `eval` and `shell=True`, enabling arbitrary code execution. Furthermore, the artifact has the capability for system modification and exposes credentials, with some components lacking source code for review.
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.
18 FILE_MAGIC_MISMATCH
Files: /repo/qbrain/core/r.txt, /repo/qbrain/r.txt, /repo/qbrain/core/injection_manager/WEBSOCKET_TYPES.txt and 4 more · reported by cisco-skill-scanner
18 MANIFEST_MISSING_LICENSE
Files: /repo/SKILL.md, /repo/_admin/SKILL.md, /repo/qbrain/SKILL.md and 15 more · reported by cisco-skill-scanner
17 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/_admin/SKILL.md, /repo/qbrain/SKILL.md and 14 more · reported by cisco-skill-scanner
9 MANIFEST_INVALID_NAME
Files: /repo/qbrain/core/injection_manager/workflow_descriptions/SKILL.md, /repo/.agent/SKILL.md, /repo/qbrain/jax_test/SKILL.md and 6 more · reported by cisco-skill-scanner
7 AAK-SECRET-004
Files: qbrain/core/guard.py, qbrain/bm/wsgi.py, qbrain/bm/gemini_cli_settings.py and 1 more · reported by agent-audit-kit
7 TOOL_ABUSE_UNDECLARED_NETWORK
Files: /repo/repo/DEV_ENV_COMMANDS.md, /repo/_admin/repo/_admin/README.md, /repo/qbrain/repo/qbrain/PACKAGE_CONTENTS.md and 4 more · reported by cisco-skill-scanner
6 SQL_INJECTION_STRING_FORMAT
Files: /repo/qbrain/core/session_manager/session.py, /repo/qbrain/_db/queries.py · reported by cisco-skill-scanner
6 TOOL_ABUSE_SYSTEM_MODIFICATION
Files: /repo/qbrain/core/startup.sh · reported by cisco-skill-scanner
5 RESOURCE_ABUSE_INFINITE_LOOP
Files: /repo/qbrain/core/trainer.py, /repo/qbrain/graph/dj/visual.py · reported by cisco-skill-scanner
4 COMMAND_INJECTION_SHELL_TRUE
Files: /repo/_admin/bob_builder/kuberay/kube_operator.py · reported by cisco-skill-scanner
4 HIDDEN_DATA_FILE
Files: /repo/.agent/rules/debug.md, /repo/.geminiignore, /repo/.agent/payment_removal_summary.md and 1 more · reported by cisco-skill-scanner
3 EXCESSIVE_FILE_COUNT
Files: /repo/qbrain/core/., /repo/qbrain/., /repo/. · reported by cisco-skill-scanner
3 opt.nerlo-rules.nerlo-py-dynamic-exec
Files: /repo/_admin/bob_builder/kuberay/kube_operator.py, /repo/qbrain/core/guard.py · reported by nerlo-behavioral
3 TOOL_ABUSE_SYSTEM_PACKAGE_INSTALL
Files: /repo/qbrain/core/startup.sh · reported by cisco-skill-scanner
2 AAK-OAUTH-007
Files: _admin/compute_engine/credentials.py, _admin/compute_engine/_metadata.py · reported by agent-audit-kit
2 BINARY_FILE_DETECTED
Files: /repo/qbrain/model_out_data.npz · reported by cisco-skill-scanner
2 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/_admin/bob_builder/_docker/ino.txt, /repo/qbrain/done/2026-03-02_to_2026-03-04.md · reported by nerlo-install-instruction
2 opt.nerlo-rules.nerlo-py-secret-to-network-egress
Files: /repo/qbrain/core/file_manager/google_lens_equations.py, /repo/qbrain/workflows/create_ws_prod.py · reported by nerlo-behavioral
2 UNANALYZABLE_BINARY
Files: /repo/qbrain/model_out_data.npz · reported by cisco-skill-scanner
1 AAK-AGENT-TRUST-004
Files: GEMINI.md · reported by agent-audit-kit
1 AAK-IPI-WILD-CORPUS-001
Files: qbrain/_db/manager.py · reported by agent-audit-kit
1 AAK-MCP-ATTEST-001
Files: .gemini/settings.json · reported by agent-audit-kit
1 AAK-METIS-SCORING-SINK-001
Files: qbrain/core/sim_analyzer/sim_result_analyzer.py · reported by agent-audit-kit
Showing 25 of 218; the rest are in the per-scanner reports above.