Guides architectural decisions for Deep Agents applications. Use when deciding between Deep Agents vs alternatives, choosing backend strategies, designing subagent systems, or selecting middleware approaches.
Claude Skills are markdown + scripts loaded into Claude Code; 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.
7 critical findings reported by cisco-skill-scanner, agent-audit-kit, 6 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/existential-birds/beagle, 428 findings
Claude Skills install to a single target, no runtime picker.
nerlo install -- 'existential-birds/beagle (deepagents-architecture)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'existential-birds/beagle (deepagents-architecture)' ~/.claude/skills/
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
6 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
6 findings · 0.5s
v2.0.11
395 findings · 30.0s
v0.3.74
26 findings · 6.7s
v0.1.0
0 findings · 6.1s
v0.1.0
1 finding · 6.1s
v0.1.0
0 findings · 8.2s
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 20, 2026 | Scan Halted | — | agentshield: completecisco-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 428 findings across every scanner that examined this package. None of the 7 findings rated critical by their scanner were dismissed.
Not reviewed is not the same as clean. Those 167 findings stand exactly as their scanners reported them, at full severity, as they would have without this review.
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.
6 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_MISSING_LICENSE, MANIFEST_INVALID_NAME · Files: /repo/.github/SKILL.md, /repo/docs/SKILL.md, /repo/.github/ISSUE_TEMPLATE/SKILL.md and 1 more · reported by cisco-skill-scanner
The model could have called any of these a false positive and did not.
252 MANIFEST_MISSING_LICENSE
Files: /repo/plugins/beagle-ios/skills/swift-testing-code-review/SKILL.md, /repo/plugins/beagle-ios/skills/swiftui-code-review/SKILL.md, /repo/plugins/beagle-ios/skills/swift-code-review/SKILL.md and 249 more · reported by cisco-skill-scanner
1 EXCESSIVE_FILE_COUNT
Files: /repo/. · reported by cisco-skill-scanner
1 HIDDEN_DATA_FILE
Files: /repo/.feedback-log.csv · reported by cisco-skill-scanner
1 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/plugins/beagle-react/skills/ai-elements/SKILL.md · reported by nerlo-install-instruction
165 The review call did not complete.
Rules: AAK-SKILL-003, YARA_coercive_injection_generic, AAK-AGENT-TRUST-002 and 16 more · Files: plugins/beagle-react/skills/remix-v2-perf-ssr/SKILL.md, plugins/beagle-react/skills/remix-v2-meta-sessions/SKILL.md, plugins/beagle-react/skills/remix-v2-meta-sessions-review/SKILL.md and 131 more · reported by agent-audit-kit, cisco-skill-scanner, agentshield
2 The model called these false positives and our own check did not agree, so the dismissal was refused.
Rules: AAK-STATE-PRIVACY-003, MANIFEST_INVALID_NAME · Files: PRIVACY.md, /repo/.codex/SKILL.md · reported by agent-audit-kit, cisco-skill-scanner
Artifact may allow injection and agent trust bypass.
The artifact contains critical findings indicating potential for injection within skill definitions and issues with agent trust mechanisms. Specifically, `YARA_coercive_injection_generic` points to possible code injection in skill reference files, and `AAK-AGENT-TRUST-002` suggests a bypass of agent trust in a workflow configuration. High severity findings also highlight concerns regarding marketplace interaction and data handling in migration files.
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.