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RyanAlberts/ai-native-business-apps

https://github.com/RyanAlberts/ai-native-business-apps · scanned 2026-06-15 23:57 UTC (2 months, 3 weeks ago)

30 raw signals (0 security + 30 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 27 actionable findings from 1 signal source. 3 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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66.7% cov · 27 findings

Severity distribution — click a segment to filter

Active filters: severity: low × excluding tests × Reset all

Severity: Critical 0 High 0 Medium 4 Low 12 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 27 Crowd 0 Layer: Software 2 Frontend 1 Cicd 1 Quality 23

Exclude dismissed / FP Exclude test files

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Scan summary Repository scanned at 79.9/100 with 66.7% coverage. It contains 610 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 30 findings — concentrated in quality (24), cicd (3), software (2). Risk profile is low: 0 critical, 0 high, 4 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 12 of 27 actionable findings. 30 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.

low System graph quality Integrity conf 1.00 7 env vars used in code but missing from .env.example

Drift between code and config docs. The first few: `ALLOW_API_KEY`, `ANTHROPIC_API_KEY`, `GOOGLE_API_KEY`, `KEEL_COMPANY`, `KEEL_PERMISSION_MODE`, `OPENAI_API_KEY`, `XAI_API_KEY`. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.

config drift

low System graph quality Debug conf 1.00 Debug logging residue appears in source files

Found 55 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.

CleanupRepo hardeningGenerated repo pattern

low System graph cicd CI/CD security conf 1.00 3 occurrences GitHub Action is tag-pinned rather than SHA-pinned

actions/setup-python@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.

lines 22, 43, 68

.github/workflows/ci.yml:22, 43, 68 (3 hits)

CI/CD securitySupply chainGithub actions

low System graph quality Tests conf 1.00 Low test-to-source ratio

13 tests / 104 src (ratio 0.12).

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 2 occurrences Near-duplicate function bodies in 2 places

Functions with the same first-5-line body hash: core/artifacts.py:write, core/artifacts.py:write This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.

2 occurrences

repo-level (2 hits)

duplicatesduplication

low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 6 places

Functions with the same first-5-line body hash: starter_business_agents/bank_insurance_agent/tools.py:all_tools, starter_business_agents/loan_application_agent/tools.py:all_tools, advanced_business_agents/multi_agent_apps/supplier_sourcing_team/tools.py:all_tools, advanced_business_agents/multi_age…

duplicatesduplication

low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 7 places

Functions with the same first-5-line body hash: core/llm/openai.py:complete, core/llm/codex.py:complete, core/llm/gemini.py:complete, core/llm/xai.py:complete This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document …

duplicatesduplication

low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `test_dict_input_passes_through_as_copy` in core/tests/test_parse_tool_args.py:53

Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.

old markerDead code

low System graph software Dead code conf 1.00 Possibly dead Python function: run_text

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

advanced_business_agents/multi_agent_apps/trademark_search_team/agent.py:124

low System graph software Dead code conf 1.00 Possibly dead Python function: run_text

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

advanced_business_agents/multi_agent_apps/business_plan_implementation_manager/agent.py:77

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

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