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yehezkielgemini1/Dashboard-Mandiri-Institute

https://github.com/yehezkielgemini1/Dashboard-Mandiri-Institute · scanned 2026-06-16 01:05 UTC (2 months, 1 week ago)

41 raw signals (0 security + 41 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 41 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 96.7/100 with 77.8% coverage. It contains 442 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 41 findings — concentrated in quality (21), security (10), software (7). Risk profile is low: 0 critical, 0 high, 16 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 39 of 41 actionable findings. 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 Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, 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
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in _assets/alpine.min.js:5
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
_assets/alpine.min.js:5 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in _assets/iconify-icon.min.js:12
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
_assets/iconify-icon.min.js:12 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in _design_refs_stitch/portal_landing/code.html:320
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
_design_refs_stitch/portal_landing/code.html:320 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in emerging-zone-jakarta/260502_NASA_emerging-zone-detector.html:914
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
emerging-zone-jakarta/260502_NASA_emerging-zone-detector.html:914 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in index.html:277
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
index.html:277 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in konsumsi-bbm/konsumsi-bbm-dashboard.html:1388
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
konsumsi-bbm/konsumsi-bbm-dashboard.html:1388 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in mbg-gap-analysis/dashboard.html:854
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
mbg-gap-analysis/dashboard.html:854 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in peta-potensi-kendaraan/dashboard.html:996
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
peta-potensi-kendaraan/dashboard.html:996 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in umkm-nasional/dashboard.html:596
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
umkm-nasional/dashboard.html:596 Direct innerhtml assignment
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — emerging-zone-jakarta/emerging-zone-generator-v4.py:1950
`subprocess.run(...)` 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
medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
medium System graph cicd CI/CD security conf 1.00 No CI/CD pipelines detected
No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.
CI/CD securityCoverage
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 34 placeholder/mock markers across 6 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 33 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 266 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 quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: emerging-zone-jakarta/final_assembly.py:shannon, emerging-zone-jakarta/emerging-zone-generator.py:shannon_entropy This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or docume…
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 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 quality Integrity conf 1.00 Old/deprecated-named symbol `should_copy` in _assets/package_share.py:17
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: classify
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
emerging-zone-jakarta/aggregate_kawasan.py:157
low System graph software Dead code conf 1.00 Possibly dead Python function: classify_quad
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
emerging-zone-jakarta/emerging-zone-generator.py:510
low System graph software Dead code conf 1.00 Possibly dead Python function: map_cat
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
emerging-zone-jakarta/validate_proxies.py:99
low System graph software Dead code conf 1.00 Possibly dead Python function: normalize_prov_name
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
konsumsi-susenas/generator.py:47
low System graph software Dead code conf 1.00 Possibly dead Python function: pulse_badge_from_pct
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
emerging-zone-jakarta/emerging-zone-generator.py:530
low System graph software Dead code conf 1.00 Possibly dead Python function: quad
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
emerging-zone-jakarta/final_assembly.py:305
low System graph software Dead code conf 1.00 Possibly dead Python function: replace_card
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
_shared/fix_carousel_and_cards.py:129
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 — _assets/tailwind.min.js:31
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
low System graph quality Complexity conf 1.00 Very large file: demografi-kesehatan/generator.py (1336 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: emerging-zone-jakarta/emerging-zone-generator-v3.py (1496 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: emerging-zone-jakarta/emerging-zone-generator-v4.py (1952 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: emerging-zone-jakarta/emerging-zone-generator.py (1646 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: kelas-kabkota/generator.py (1116 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: ketahanan-pangan/ketahanan-pangan-generator.py (1381 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: konsumsi-susenas/generator.py (2722 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: mbg-gap-analysis/generator.py (1376 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: peta-potensi-kendaraan/generator.py (1333 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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