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Axiom-Cyber-LLC/Model-Manager-HF-Kaggle-Search

https://github.com/Axiom-Cyber-LLC/Model-Manager-HF-Kaggle-Search · scanned 2026-06-17 01:18 UTC (1 month, 2 weeks ago)

91 raw signals (0 security + 91 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +17.0 (diff) · 71 actionable findings from 1 signal source. 20 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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Combined
93.7
/100
Security checks
94
0 findings
System graph
94
44.4% cov · 71 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 13 Low 50 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 71 Crowd 0 Layer: Software 24 Security 2 Quality 45
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Scan summary Repository scanned at 93.7/100 with 44.4% coverage. It contains 1238 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 91 findings — concentrated in quality (62), software (27), security (2). Risk profile is high: 0 critical, 1 high, 13 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 63 of 71 actionable findings. 91 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 'subprocess_shell_true' in agent_filesystem_wrapper.py:91
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
agent_filesystem_wrapper.py:91 Subprocess shell true
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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_dataset_manager_v2_artifacts.py:1374
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager.py:6397
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager_previous.py:2243
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager_v1.4.py:1730
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager_v1.5.py:1736
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager_v1.6.py:1945
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager_v1.7.py:2243
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager_v1.8.1.py:2682
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — model_manager_v1.8.py:2099
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — Prepare_models_for_Ollama.py:466
`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 quality Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 33 source file(s) (ratio 0.03). 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 2543 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 7 places
Functions with the same first-5-line body hash: model_dataset_manager_v2_artifacts.py:search_kaggle_models, model_manager_v1.4.py:search_kaggle_models, model_manager_v1.5.py:search_kaggle_models, model_manager_v1.7.py:search_kaggle_models This is *the* AI-coder failure mode (4× more duplication in…
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: model_dataset_manager_v2_artifacts.py:allow_patterns, model_manager_v1.4.py:allow_patterns, model_manager_v1.5.py:allow_patterns, model_manager_v1.7.py:allow_patterns This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see …
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 14 occurrences Near-duplicate function bodies in 9 places
Functions with the same first-5-line body hash: model_dataset_manager_v2_artifacts.py:total_size, model_manager_v1.4.py:total_size, model_manager.py:total_size, model_manager_v1.5.py:total_size This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code…
14 occurrences
repo-level (14 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `find_latest_backup` in Prepare_models_for_AINavigator.py:787
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 `find_latest_backup` in Prepare_models_for_AnythingLLM.py:112
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_dataset_manager_v2` in model_dataset_manager_v2_artifacts.py:3
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_manager_v1` in model_manager.py:3
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_manager_v1` in model_manager_previous.py:3
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_manager_v1` in model_manager_v1.4.py:3
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_manager_v1` in model_manager_v1.5.py:3
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_manager_v1` in model_manager_v1.6.py:3
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_manager_v1` in model_manager_v1.7.py:3
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_manager_v1` in model_manager_v1.8.1.py:3
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_manager_v1` in model_manager_v1.8.py:3
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 `total_size_one_copy` in find_duplicates.py:185
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: add_asset_to_results
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:118
low System graph software Dead code conf 1.00 Possibly dead Python function: add_error_asset_to_results
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:131
low System graph software Dead code conf 1.00 Possibly dead Python function: add_issue_to_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:189
low System graph software Dead code conf 1.00 Possibly dead Python function: add_scan_result_to_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:139
low System graph software Dead code conf 1.00 Possibly dead Python function: consolidate_checks
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:407
low System graph software Dead code conf 1.00 Possibly dead Python function: determine_exit_code
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:461
low System graph software Dead code conf 1.00 Possibly dead Python function: env_bool
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_manager.py:768
low System graph software Dead code conf 1.00 Possibly dead Python function: mark_inconclusive_scan_outcome
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: mark_operational_scan_error
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:31
low System graph software Dead code conf 1.00 Possibly dead Python function: merge_scan_result
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:490
low System graph software Dead code conf 1.00 Possibly dead Python function: mtime
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_audit.py:560
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
Prepare_models_for_Apollo.py:113
Prepare_models_for_LocalAI.py:113
Prepare_models_for_LocallyAI.py:113
Prepare_models_for_OffGrid.py:113
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_size
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
find_duplicates.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: repl_dash_bare
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_manager.py:1471
low System graph software Dead code conf 1.00 Possibly dead Python function: repl_dash_bare
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_manager_v1.8.1.py:532
low System graph software Dead code conf 1.00 Possibly dead Python function: repl_dash_keyed
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_manager.py:1459
low System graph software Dead code conf 1.00 Possibly dead Python function: repl_dash_keyed
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_manager_v1.8.1.py:520
low System graph software Dead code conf 1.00 Possibly dead Python function: repl_not
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_manager.py:1448
low System graph software Dead code conf 1.00 Possibly dead Python function: repl_not
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
model_manager_v1.8.1.py:509
low System graph software Dead code conf 1.00 Possibly dead Python function: results_should_be_unsuccessful
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:97
low System graph software Dead code conf 1.00 Possibly dead Python function: serialize_streamed_records
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
core_results.py:243
low System graph software Dead code conf 1.00 Possibly dead Python function: sort_key
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Prepare_models_for_Lmstudio.py:2504
low System graph software Dead code conf 1.00 Possibly dead Python function: work
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
Prepare_models_for_Ollama.py:570
low System graph quality Complexity conf 1.00 Very large file: model_dataset_manager_v2_artifacts.py (1416 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager.py (7338 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager_previous.py (2287 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager_v1.4.py (1772 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager_v1.5.py (1780 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager_v1.6.py (1989 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager_v1.7.py (2287 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager_v1.8.1.py (2965 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: model_manager_v1.8.py (2363 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: Prepare_models_for_Lmstudio.py (3045 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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