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prmaiacap/nowcast

https://github.com/prmaiacap/nowcast · scanned 2026-06-16 02:56 UTC (2 months ago)

37 raw signals (0 security + 37 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months ago · v2 · 35 actionable findings from 1 signal source. 2 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
91.2
/100
Security checks
91
0 findings
System graph
91
66.7% cov · 35 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 1 Medium 3 Low 27 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 35 Crowd 0 Layer: Software 15 Quality 16 Frontend 1 Security 2 Cicd 1
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Scan summary Repository scanned at 91.2/100 with 66.7% coverage. It contains 133 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 37 findings — concentrated in quality (18), software (15), security (2). Risk profile is high: 0 critical, 1 high, 3 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 31 of 35 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.

high System graph security security conf 1.00 Insecure pattern 'exec_used' in experiments.py:423
Found a known-risky pattern (exec_used). Review and replace if possible.
experiments.py:423 Exec used
medium System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, tests. 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 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
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 41 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 Tests conf 1.00 Low test-to-source ratio
1 tests / 10 src (ratio 0.10).
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: nz_gdp_nowcast_v2.py:fit_bridge_model, nz_gdp_nowcast_v2.py:fit_bridge 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.
3 occurrences
repo-level (3 hits)
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 Integrity conf 1.00 Old/deprecated-named symbol `nowcast_legacy` in nzgdp_db.py:102
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 `nz_gdp_nowcast_v2` in dfm_backtest.py:19
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 `nz_gdp_nowcast_v2` in experiments.py:27
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 `nz_gdp_nowcast_v2` in make_comparison_plot.py:14
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 `nz_gdp_nowcast_v2` in make_correction_view.py:21
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 `nz_gdp_nowcast_v2` in make_dashboard.py:24
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 `nz_gdp_nowcast_v2` in news_engine.py:23
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: cmd_cache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments.py:339
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_candidates
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments.py:363
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_variants
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments.py:345
low System graph software Dead code conf 1.00 Possibly dead Python function: latest_vintage_run_id
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:262
low System graph software Dead code conf 1.00 Possibly dead Python function: make_estimator
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments.py:118
low System graph software Dead code conf 1.00 Possibly dead Python function: read_nowcasts
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:255
low System graph software Dead code conf 1.00 Possibly dead Python function: read_panel_vintage
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:274
low System graph software Dead code conf 1.00 Possibly dead Python function: run_backtest
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nz_gdp_nowcast_v2.py:1013
low System graph software Dead code conf 1.00 Possibly dead Python function: run_nowcast
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nz_gdp_nowcast_v2.py:894
low System graph software Dead code conf 1.00 Possibly dead Python function: run_status
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nz_gdp_nowcast_v2.py:1055
low System graph software Dead code conf 1.00 Possibly dead Python function: start_run
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:179
low System graph software Dead code conf 1.00 Possibly dead Python function: write_backtest
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:242
low System graph software Dead code conf 1.00 Possibly dead Python function: write_news
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:228
low System graph software Dead code conf 1.00 Possibly dead Python function: write_nowcasts
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:193
low System graph software Dead code conf 1.00 Possibly dead Python function: write_panel_vintage
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
nzgdp_db.py:212
low System graph quality Complexity conf 1.00 Very large file: nz_gdp_nowcast_v2.py (1113 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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