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DeepOrbit: an agent-driven research assistant — a portable Agent Skills pack that turns an Obsidian vault into an automated PKM and deep-research engine.
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.
6 critical findings reported by cisco-skill-scanner, agent-audit-kit, 4 of them in the installed artifact. 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 -- deeporbit
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.
v1.4.0
3 findings · 0.7s
v2.0.11
150 findings · 16.8s
v0.3.74
21 findings · 11.9s
v0.1.0
0 findings · 4.8s
v0.1.0
0 findings · 4.8s
v0.71.0
5 findings · 0.4s
v2.3.8
13 findings · 10.7s
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 · 2.0s
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 |
|---|---|---|---|---|
| Sep 3, 2026 | Flagged41 | — | agentshield: completecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source ·n/a: not applicabletrivy: completeosv-scanner: completetrivy_image ·n/a: not applicablegovulncheck ·n/a: not applicable | completed |
| Aug 12, 2026 | Scan Halted | — | agentshield: completecisco-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 192 findings across every scanner that examined this package. 2 of 6 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.
27 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, MANIFEST_INVALID_NAME · Files: /repo/docs/SKILL.md, /repo/examples/example-vault/SKILL.md, /repo/examples/example-vault/99_System/SKILL.md and 7 more · reported by cisco-skill-scanner
11 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: AAK-SECRET-002, AAK-TASKS-003, GLOB_HIDDEN_FILE_TARGETING and 2 more · Files: tests/test_privacy_scanner.py, tests/test_tasks_calendar.py, tests/test_nltime_tasks.py and 2 more · reported by agent-audit-kit, cisco-skill-scanner
3 Agent instruction file — The match is in a file that instructs an AI coding agent — a CLAUDE.md or similar. It is documentation of intent, and our own check confirmed it is not part of what gets installed.
Rules: AAK-AGENT-002, TOOL_ABUSE_UNDECLARED_NETWORK, AAK-AGENT-005 · Files: AGENTS.md, /repo/repo/AGENTS.md · reported by agent-audit-kit, 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.
47 MANIFEST_MISSING_LICENSE
Files: /repo/skills/do.teach-me/SKILL.md, /repo/skills/do.link/SKILL.md, /repo/skills/do.kickoff/SKILL.md and 44 more · reported by cisco-skill-scanner
37 MANIFEST_INVALID_NAME
Files: /repo/skills/do.research/SKILL.md, /repo/skills/do.link/SKILL.md, /repo/99_System/Prompts/SKILL.md and 34 more · reported by cisco-skill-scanner
11 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/site/SKILL.md, /repo/skills/SKILL.md and 8 more · reported by cisco-skill-scanner
5 YARA_prompt_injection_unicode_steganography
Files: /repo/deeporbit.png · reported by cisco-skill-scanner
3 AAK-LEGAL-002
Files: package.json, site/package.json, plugin/package.json · reported by agent-audit-kit
3
Artifact contains critical command injection and high-severity vulnerabilities.
The artifact includes code that performs command injection via `child_process` in `/repo/integrations/openclaw/hooks/deeporbit/handler.ts` and `eval` in `/repo/src/deeporbit/agents.py`, enabling shell execution. It also contains a hidden executable script in `/repo/.omp/hooks/pre/deeporbit.ts` and exposes a secret in `src/deeporbit/triage.py`. Additionally, several high-severity vulnerabilities are present in dependencies, which could lead to further compromise.
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: /repo/integrations/openclaw/hooks/deeporbit/handler.ts · reported by cisco-skill-scanner
3 LOW_ANALYZABILITY
Files: /repo/plugin, /repo/integrations/openclaw/hooks/deeporbit, /repo/integrations/openclaw · reported by cisco-skill-scanner
2 AAK-MCP-SDK-CVE-2026-52869-001
Files: pyproject.toml, mcp/deeporbit_rag/requirements.txt · reported by agent-audit-kit
2 AAK-TASKS-003
Files: src/deeporbit/tasks.py, src/deeporbit/errors.py · reported by agent-audit-kit
2 FILE_MAGIC_MISMATCH
Files: /repo/commands/do/organize.toml · reported by cisco-skill-scanner
2 GHSA-5p4m-2wfm-xmqj
Files: site/package-lock.json, /repo/site/package-lock.json · reported by trivy, osv-scanner
2 GHSA-f88m-g3jw-g9cj
Files: /repo/site/package-lock.json, site/package-lock.json · reported by osv-scanner, trivy
2 GLOB_HIDDEN_FILE_TARGETING
Files: /repo/scripts/validate_repo.py, /repo/src/deeporbit/vault.py · reported by cisco-skill-scanner
2 HIDDEN_DATA_FILE
Files: /repo/.codex-plugin/plugin.json, /repo/.codex-plugin/hooks/hooks.json · reported by cisco-skill-scanner
1 AAK-DNS-REBIND-002
Files: pyproject.toml · reported by agent-audit-kit
1 AAK-HEALTHCARE-AI-004
Files: skills/do.mentor/SKILL.md · reported by agent-audit-kit
1 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
1 AAK-MCP-ATTEST-001
Files: .mcp.json · reported by agent-audit-kit
1 AAK-SECRET-004
Files: src/deeporbit/triage.py · reported by agent-audit-kit
1 AAK-SUPPLY-004
Files: pyproject.toml · reported by agent-audit-kit
1 AAK-TASKS-004
Files: src/deeporbit/tasks.py · reported by agent-audit-kit
1 COMMAND_INJECTION_EVAL
Files: /repo/src/deeporbit/agents.py · reported by cisco-skill-scanner
1 CVE-2026-67213
Files: site/package-lock.json · reported by trivy
1 CVE-2026-69153
Files: site/package-lock.json · reported by trivy
1 CVE-2026-73422
Files: site/package-lock.json · reported by trivy
1 EXCESSIVE_FILE_COUNT
Files: /repo/. · reported by cisco-skill-scanner
1 GHSA-2v37-7h3g-55p8
Files: /repo/site/package-lock.json · reported by osv-scanner
1 GHSA-4g3v-8h47-v7g6
Files: /repo/site/package-lock.json · reported by osv-scanner
1 GHSA-67mh-4wv8-2f99
Files: /repo/plugin/package-lock.json · reported by osv-scanner
1 GHSA-7p8r-x3mc-p8w7
Files: /repo/site/package-lock.json · reported by osv-scanner
1 GHSA-fxqj-rqcc-2cmp
Files: /repo/site/package-lock.json · reported by osv-scanner
1 GHSA-v2hh-gcrm-f6hx
Files: /repo/site/package-lock.json · reported by osv-scanner
1 HIDDEN_EXECUTABLE_SCRIPT
Files: /repo/.omp/hooks/pre/deeporbit.ts · reported by cisco-skill-scanner
1 hooks-no-stop-hooks
Files: hooks/hooks.json · reported by agentshield
1 OVERSIZED_FILE
Files: /repo/deeporbit.png · reported by cisco-skill-scanner
1 PYSEC-2026-1616
Files: /repo/mcp/deeporbit_rag/requirements.txt · reported by osv-scanner
1 PYSEC-2026-1617
Files: /repo/mcp/deeporbit_rag/requirements.txt · reported by osv-scanner
1 PYSEC-2026-1618
Files: /repo/mcp/deeporbit_rag/requirements.txt · reported by osv-scanner
1 PYSEC-2026-3482
Files: /repo/mcp/deeporbit_rag/requirements.txt · reported by osv-scanner
1 PYSEC-2026-3483
Files: /repo/mcp/deeporbit_rag/requirements.txt · reported by osv-scanner
1 skills-missing-governance-skills/ACKNOWLEDGMENTS.md
Files: skills/ACKNOWLEDGMENTS.md · reported by agentshield
1 skills-missing-telemetry-skills/ACKNOWLEDGMENTS.md
Files: skills/ACKNOWLEDGMENTS.md · reported by agentshield