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yotambraun/APDTFlow

https://github.com/yotambraun/APDTFlow · scanned 2026-06-16 01:07 UTC (2 months, 1 week ago)

52 raw signals (0 security + 52 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 27 actionable findings from 1 signal source. 25 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
84.0
/100
Security checks
84
0 findings
System graph
84
77.8% cov · 27 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 0 Medium 5 Low 19 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 27 Crowd 0 Layer: Software 8 Frontend 1 Security 1 Cicd 3 Quality 12 Api 2
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Scan summary Repository scanned at 84.0/100 with 77.8% coverage. It contains 705 nodes across 2 cross-layer flows, written primarily in mixed languages. Engine surfaced 52 findings — concentrated in quality (23), software (19), cicd (6). Risk profile is low: 0 critical, 0 high, 5 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 24 of 27 actionable findings. 52 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 cicd CI/CD security conf 1.00 GitHub Action is tag-pinned rather than SHA-pinned
codecov/codecov-action@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/ci.yml:74 CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 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.
.github/workflows/site.yml CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — dataset_examples/get_cmapss.py:41
`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
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — dataset_examples/get_opsd_germany.py:51
`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
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
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 510 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 4 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v3 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 4 locations
.github/workflows/ci.yml:35, 38, 43 (3 hits)
.github/workflows/site.yml:55
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 10 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: apdtflow/forecaster.py:identity_fn, apdtflow/forecaster.py:identity_fn 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.
10 occurrences
repo-level (10 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: apdtflow/models/tcn_forecaster.py:forward, apdtflow/models/tcn_forecaster.py:forward, apdtflow/models/tcn_forecaster.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consoli…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: apdtflow/models/ensemble_forecaster.py:evaluate, apdtflow/models/apdtflow.py:evaluate, apdtflow/models/transformer_forecaster.py:evaluate, apdtflow/models/tcn_forecaster.py:evaluate This is *the* AI-coder failure mode (4× more duplication in vibe-cod…
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: apdtflow/conformal.py:predict, apdtflow/conformal.py:predict, apdtflow/conformal.py:predict, apdtflow/conformal.py:predict This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate …
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: crps
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apdtflow/evaluation/metric_factory.py:91
low System graph software Dead code conf 1.00 Possibly dead Python function: export_torchscript
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apdtflow/forecaster.py:2217
low System graph software Dead code conf 1.00 12 occurrences Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
12 files, 12 locations
apdtflow/exogenous.py:82
apdtflow/forecaster.py:2247
apdtflow/models/apdtflow.py:156
apdtflow/models/continuous_decoder.py:113
apdtflow/models/decoder.py:34
apdtflow/models/dynamic_dilation_conv.py:15
apdtflow/models/dynamics.py:63
apdtflow/models/embedding.py:49
low System graph software Dead code conf 1.00 Possibly dead Python function: identity_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apdtflow/forecaster.py:2458
low System graph software Dead code conf 1.00 Possibly dead Python function: mae
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apdtflow/evaluation/metric_factory.py:8
low System graph software Dead code conf 1.00 Possibly dead Python function: mse
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apdtflow/evaluation/metric_factory.py:4
low System graph software Dead code conf 1.00 Possibly dead Python function: score_recent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apdtflow/forecaster.py:2132
low System graph software Dead code conf 1.00 Possibly dead Python function: set_params
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
apdtflow/forecaster.py:2118
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 Integrity conf 1.00 Stub function `train_model` (body is just `pass`/`return`) — apdtflow/models/base_forecaster.py:7
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph api Wiring conf 1.00 Unused endpoint: GET /forecast
`examples/serve_api.py` declares `GET /forecast` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /predict_when
`examples/serve_api.py` declares `POST /predict_when` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: apdtflow/forecaster.py (3070 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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