Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo

tomanizer/j2py

https://github.com/tomanizer/j2py · scanned 2026-06-16 00:39 UTC (2 months, 2 weeks ago)

37 raw signals (0 security + 37 graph)

File as issue Image
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 33 actionable findings from 1 signal source. 4 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
73.6
/100
Security checks
74
0 findings
System graph
74
66.7% cov · 33 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: severity: low × excluding tests × Reset all
Severity: Critical 0 High 0 Medium 7 Low 20 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 33 Crowd 0 Layer: Software 3 Frontend 1 Security 1 Cicd 2 Quality 26
Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.
Scan summary Repository scanned at 73.6/100 with 66.7% coverage. It contains 2254 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 37 findings — concentrated in quality (30), software (3), cicd (2). Risk profile is low: 0 critical, 0 high, 7 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 20 of 33 actionable findings. 37 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 6 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `GEMINI_API_KEY`, `J2PY_CORPUS_ROOT`, `J2PY_LLM_HARVEST`, `J2PY_LLM_HARVEST_PATH`, `J2PY_LLM_USAGE`, `J2PY_LLM_USAGE_PATH`. 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 186 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 GitHub Action is tag-pinned rather than SHA-pinned
actions/upload-artifact@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/ci.yml:61 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 3 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: j2py/translate/overloads.py:translate_overloaded_members, j2py/translate/classes.py:translate_overloaded_members This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or documen…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: j2py/translate/class_interfaces.py:translate_interface, j2py/translate/class_enums.py:translate_enum, j2py/translate/class_annotations.py:translate_annotation_declaration This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — …
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in tests/test_pipeline.py:194
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in tests/translate/skeleton/test_config.py:32
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in tests/translate/skeleton/test_expressions.py:1642
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in tests/translate/skeleton/test_fields_enums.py:660
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in tests/translate/skeleton/test_fixtures.py:171
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 quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in tests/translate/test_name_resolution.py:277
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 quality Integrity conf 1.00 Old/deprecated-named symbol `test_cli_translate_skips_runtime_module_when_dispatch_unused` in tests/cli/test_main.py:598
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 quality Integrity conf 1.00 Old/deprecated-named symbol `test_non_empty_collection_constructor_translates_to_copy` in tests/translate/skeleton/test_misc.py:63
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: bound
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
j2py/translate/runtime/j2py_runtime.py:278
low System graph software Dead code conf 1.00 Possibly dead Python function: filter_uncached_paths
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/harvest/harvest_cache.py:70
low System graph software Dead code conf 1.00 Possibly dead Python function: trigger_kinds
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/harvest/triage_lib.py:26
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 quality Complexity conf 1.00 Very large file: tests/fixtures/equivalence/NumberUtils.java (1825 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/translate/skeleton/test_expressions.py (2418 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/a23286fb-6fb4-4921-b5aa-38efb9c2cfa5/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/a23286fb-6fb4-4921-b5aa-38efb9c2cfa5/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.