Self-hostable GPU-aware job broker for your own machines, with native MCP/agent integration
The publisher performed an authenticated act of publication — proving control of a namespace in the official MCP registry, or appearing in a first-party catalogue an operator curates. That establishes WHO published it. It is not a security finding, and attested artifacts carry Flagged verdicts too.
5 critical findings reported by cisco-skill-scanner, 2 of them in the installed artifact. The composite score alone does not reflect this — read the per-scanner reports below.
github_release: https://github.com/musharna/jobd, 0 findings
Choose your runtime: the CLI writes the mcpServers config entry for that target.
nerlo install --target claude-code -- jobd
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
7 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
50 findings · 13.2s
v0.3.74
17 findings · 17.3s
v0.2.0
1 finding · 6.8s
v0.2.0
5 findings · 6.8s
v0.1.0
0 findings · 19.6s
v0.71.0
0 findings · 0.3s
v2.3.8
0 findings · 1.3s
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
v0.71.0
No container image was published for this artifact. What each scanner covers
0 findings · 0.0s
vv1.6.0
No Go modules were found in this artifact. What each scanner covers
0 findings · 0.1s
2 scans on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Oct 3, 2026 | Flagged76 | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source: completetrivy: completeosv-scanner: completetrivy_image ·n/a: not applicablegovulncheck ·n/a: not applicable | completed |
| Aug 2, 2026 | Scan Halted | — | agentshield ·n/a: not applicablecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completenerlo-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 73 findings across every scanner that examined this package. 2 of 5 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.
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: YARA_command_injection_generic, AAK-SECRET-004, YARA_autonomy_abuse_generic and 3 more · Files: /repo/tests/test_cd_scripts_execution.py, /repo/tests/unit/test_joblog_path.py, tests/test_client_auth_header.py and 6 more · reported by cisco-skill-scanner, agent-audit-kit
13 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: TOOL_ABUSE_UNDECLARED_NETWORK, SOCIAL_ENG_VAGUE_DESCRIPTION, MANIFEST_MISSING_LICENSE and 1 more · Files: /repo/tests/mcp/repo/tests/mcp/walkthrough.md, /repo/tests/integration/repo/tests/integration/README-live.md, /repo/.github/SKILL.md and 5 more · reported by cisco-skill-scanner
1 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: MANIFEST_INVALID_NAME · Files: /repo/.github/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.
4 AAK-SECRET-004
Files: scripts/healthcheck.py, src/job_cli/fleet.py, src/jobd/client.py and 1 more · reported by agent-audit-kit
4 opt.nerlo-rules.nerlo-install-shell-inline-command
Files: /repo/CHANGELOG.md, /repo/README.md · reported by nerlo-install-instruction
4 RESOURCE_ABUSE_INFINITE_LOOP
Files: /repo/src/jobd/broker/routes/workers.py, /repo/src/jobd/mcp/tools.py, /repo/src/jobd/worker/adopt.py · reported by cisco-skill-scanner
3 MANIFEST_MISSING_LICENSE
Files: /repo/SKILL.md, /repo/changelog.d/SKILL.md, /repo/src/jobd/mcp/SKILL.md · reported by cisco-skill-scanner
3 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/changelog.d/SKILL.md, /repo/src/jobd/mcp/SKILL.md · reported by cisco-skill-scanner
2
Critical path traversal and potential code injection risks identified.
The artifact contains critical path traversal vulnerabilities in `/repo/src/jobd/gpu_holder_probe.py` and `/repo/src/jobd/subreaper.py`, which could allow arbitrary file access. A critical coercive injection finding is present in `/repo/SKILL.md`. Additionally, high-severity findings indicate potential credential access in multiple Python source files and network egress of secrets from `/repo/scripts/healthcheck.py`.
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.
Files: .mcp.json · reported by agent-audit-kit
2 AAK-SUPPLY-001
Files: .mcp.json · reported by agent-audit-kit
2 DATA_EXFIL_NETWORK_REQUESTS
Files: /repo/scripts/healthcheck.py · reported by cisco-skill-scanner
2 PATH_TRAVERSAL_OPEN
Files: /repo/src/jobd/gpu_holder_probe.py, /repo/src/jobd/subreaper.py · reported by cisco-skill-scanner
1 AAK-ANTHROPIC-SDK-001
Files: src/jobd/mcp/server.py · reported by agent-audit-kit
1 AAK-HEALTHCARE-AI-004
Files: CHANGELOG.md · reported by agent-audit-kit
1 AAK-MCP-005
Files: .mcp.json · reported by agent-audit-kit
1 AAK-MCP-ATTEST-001
Files: .mcp.json · reported by agent-audit-kit
1 AAK-MCP-SDK-CVE-2026-52869-001
Files: pyproject.toml · reported by agent-audit-kit
1 AAK-OAUTH-008
Files: server.json · reported by agent-audit-kit
1 EXCESSIVE_FILE_COUNT
Files: /repo/. · reported by cisco-skill-scanner
1 FILE_MAGIC_MISMATCH
Files: /repo/docker/requirements-docker.txt · reported by cisco-skill-scanner
1 HIDDEN_DATA_FILE
Files: /repo/.zenodo.json · reported by cisco-skill-scanner
1 MANIFEST_INVALID_NAME
Files: /repo/changelog.d/SKILL.md · reported by cisco-skill-scanner
1 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/README.md · reported by nerlo-install-instruction
1 opt.nerlo-rules.nerlo-py-secret-to-network-egress
Files: /repo/scripts/healthcheck.py · reported by nerlo-behavioral
1 TOOL_ABUSE_UNDECLARED_NETWORK
Files: /repo/repo/CHANGELOG.md · reported by cisco-skill-scanner
1 YARA_coercive_injection_generic
Files: /repo/SKILL.md · reported by cisco-skill-scanner