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a-mcf/k3s-gitops

https://github.com/a-mcf/k3s-gitops · scanned 2026-06-17 01:27 UTC (1 month, 2 weeks ago)

26 raw signals (0 security + 26 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +3.9 (diff) · 21 actionable findings from 1 signal source. 5 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
80.6
/100
Security checks
81
0 findings
System graph
81
77.8% cov · 21 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 10 Low 11 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 21 Crowd 0 Layer: Software 6 Network 4 Security 1 Cicd 4 Quality 6
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Scan summary Repository scanned at 80.6/100 with 77.8% coverage. It contains 1000 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 26 findings — concentrated in quality (8), cicd (7), software (6). Risk profile is low: 0 critical, 0 high, 12 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 21 of 21 actionable findings. 26 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

medium System graph quality Tests conf 1.00 CI is configured but no tests are detected
A CI pipeline exists, but the scan found no test files to gate. Opus labeled this generated-code pattern as config theater: release machinery exists, but it has little behavioral signal.
CI/CDConfig theaterRepo hardening
medium System graph cicd CI/CD security conf 1.00 3 occurrences GitHub Action is tag-pinned rather than SHA-pinned
anthropics/claude-code-action@v1 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 3 locations
.github/workflows/claude-code-review.yml:38
.github/workflows/claude.yml:37
.github/workflows/lint.yaml:26
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/claude-code-review.yml CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/claude.yml CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'weak_hash' in cluster/base/flux-system/gotk-components.yaml:4828
Found a known-risky pattern (weak_hash). Review and replace if possible.
cluster/base/flux-system/gotk-components.yaml:4828 Weak hash
medium System graph network Security conf 1.00 Privileged port 17 in use
Port 17 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
cluster/apps/garage/garage-premium/webui/helm-release.yaml Ports
medium System graph network Security conf 1.00 Privileged port 256 in use
Port 256 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
cluster/apps/garage/garage-premium/app/helm-release.yaml Ports
medium System graph network Security conf 1.00 Privileged port 465 in use
Port 465 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
cluster/apps/authentik/authentik/app/helm-release.yaml Ports
medium System graph network Security conf 1.00 Privileged port 866 in use
Port 866 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
cluster/apps/garage/garage-premium/app/helm-release.yaml Ports
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 1 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: tests, operator-readme. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph cicd CI/CD security conf 1.00 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 2 locations
.github/workflows/claude-code-review.yml:32
.github/workflows/claude.yml:31
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: cluster/apps/ai/vllm/app/patches/qwen3_5.py:get_hf_config, cluster/apps/ai/vllm/app/patches/qwen3_5.py:get_hf_config This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or doc…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: cluster/apps/ai/vllm/app/patches/qwen3_5.py:load_weights, cluster/apps/ai/vllm/app/patches/qwen3_5.py:load_weights, cluster/apps/ai/vllm/app/patches/qwen3_5.py:load_weights This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos …
duplicatesduplication
low System graph quality Docs conf 1.00 No README detected
No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off.
ReadmeRepo hardeningGenerated repo pattern
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_logits
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cluster/apps/ai/vllm/app/patches/qwen3_5.py:535
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cluster/apps/ai/vllm/app/patches/qwen3_5.py:660
low System graph software Dead code conf 1.00 Possibly dead Python function: get_eagle3_aux_hidden_state_layers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cluster/apps/ai/vllm/app/patches/qwen3_5.py:517
low System graph software Dead code conf 1.00 Possibly dead Python function: recompute_mrope_positions
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cluster/apps/ai/vllm/app/patches/qwen3_5.py:654
low System graph software Dead code conf 1.00 Possibly dead Python function: set_aux_hidden_state_layers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cluster/apps/ai/vllm/app/patches/qwen3_5.py:514
low System graph software Dead code conf 1.00 Possibly dead Python function: update_physical_experts_metadata
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cluster/apps/ai/vllm/app/patches/qwen3_5.py:755
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