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seeun0210/s-class-backend

https://github.com/seeun0210/s-class-backend · scanned 2026-06-16 00:06 UTC (2 months, 2 weeks ago)

60 raw signals (0 security + 60 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 23 actionable findings from 1 signal source. 37 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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88.9% cov · 23 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 1 High 0 Medium 8 Low 10 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 23 Crowd 0 Layer: Frontend 2 Hardware 4 Security 1 Cicd 3 Quality 13

Exclude dismissed / FP Exclude test files

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Scan summary Repository scanned at 55.2/100 with 88.9% coverage. It contains 4383 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 60 findings — concentrated in cicd (40), quality (13), hardware (4). Risk profile is high: 1 critical, 0 high, 36 medium. Recommended next step: open the cicd layer findings first — that's where the highest-impact wins live.

Showing 17 of 23 actionable findings. 60 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 Agent instructions conf 1.00 Agent authority lacks a verifier contract: apps/main/CLAUDE.md

This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.

apps/main/CLAUDE.md VerificationClaude instruction

medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing

AI-coder instruction files were found, but the repo is missing license, tests. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.

Repo hardeningGenerated repo pattern

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 hardware Security conf 1.00 Dockerfile runs as root: Dockerfile

No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.

Container

medium System graph cicd CI/CD security conf 1.00 25 occurrences GitHub Action is tag-pinned rather than SHA-pinned

aws-actions/configure-aws-credentials@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.

4 files, 25 locations

.github/workflows/cd.yml:161, 164, 172, 185, 341, 344, 352, 355, +1 more (9 hits)

.github/workflows/deploy.yml:83, 86, 94, 107, 263, 266, 274, 277, +1 more (9 hits)

.github/workflows/codeql.yml:30, 36, 49, 56 (4 hits)

.github/workflows/batch-cd.yml:34, 42, 45 (3 hits)

CI/CD securitySupply chainGithub actions

medium System graph cicd CI/CD security conf 1.00 5 occurrences 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.

5 files, 5 locations

.github/workflows/batch-cd.yml

.github/workflows/cd.yml

.github/workflows/deploy.yml

.github/workflows/release.yml

.github/workflows/sync-blog-to-readme.yml

CI/CD securitySupply chainGithub actions

medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — .github/scripts/update-coverage-comment.py:115

`urllib.request.urlopen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.

runtime safetyRobustness

low System graph quality Production readiness conf 1.00 Composite production-readiness gap

Multiple low-cost hardening controls are missing together: license, tests. 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 hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found

Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.

Deployment

low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: eclipse-temurin:21-jdk-alpine

Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.

Dockerfile:1 containersPinned dependencies

low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: eclipse-temurin:21-jre-alpine

Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.

Dockerfile:54 containersPinned dependencies

low System graph cicd CI/CD security conf 1.00 10 occurrences GitHub Action is tag-pinned rather than SHA-pinned

actions/setup-java@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.

5 files, 10 locations

.github/workflows/cd.yml:155, 335 (2 hits)

.github/workflows/ci.yml:172, 206 (2 hits)

.github/workflows/codeql.yml:27, 46 (2 hits)

.github/workflows/deploy.yml:77, 257 (2 hits)

.github/workflows/sync-blog-to-readme.yml:14, 20 (2 hits)

CI/CD securitySupply chainGithub actions

low System graph quality Agent instructions conf 1.00 Multiple root agent instruction files without precedence

The repo has multiple top-level AI-coder instruction files. Without precedence rules, different agents may follow different policies.

Governance

low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places

Functions with the same first-5-line body hash: .github/scripts/update-coverage-comment.py:request_json_with_headers, .github/scripts/update-coverage-comment.py:request_json This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolida…

duplicatesduplication

low System graph quality License conf 1.00 No license file detected

No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.

Repo hardeningGenerated repo pattern

low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence

The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.

Git historyGenerated repo pattern

low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — load-test/k6/burst-submit.js:55

Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak

Fq console leak

For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.

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