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xuopoj/ma-vllm-samples

https://github.com/xuopoj/ma-vllm-samples · scanned 2026-06-16 01:03 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 · 34 actionable findings from 1 signal source. 18 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
90.0
/100
Security checks
90
0 findings
System graph
90
88.9% cov · 34 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 22 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 34 Crowd 0 Layer: Software 2 Frontend 1 Security 1 Cicd 1 Quality 25 Api 4
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Scan summary Repository scanned at 90.0/100 with 88.9% coverage. It contains 425 nodes across 5 cross-layer flows, written primarily in mixed languages. Engine surfaced 52 findings — concentrated in quality (43), api (4), software (2). 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 27 of 34 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 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 — deepseekv4/flash/a3/pd-1p1d-dualproxy/launch_online_dp.py:83
`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 — deepseekv4/flash/a3/pd-1p1d/launch_online_dp.py:83
`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
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 187 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 2 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: deepseekv4/flash/a3/pd-1p1d/launch_online_dp.py:parse_args, deepseekv4/flash/a3/pd-1p1d-dualproxy/launch_online_dp.py:parse_args This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consol…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 18 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: deepseekv4/flash/a3/pd-1p1d/smoke_test.py:post_json, deepseekv4/flash/a3/pd-1p1d-dualproxy/smoke_test.py:post_json, deepseekv4/flash/a3/pd-1p1d-extdp/smoke_test.py:post_json, deepseekv4/flash/a2/pd-2p2d/smoke_test.py:post_json This is *the* AI-coder …
18 occurrences
repo-level (18 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 `disaggregated_prefill_v1` in deepseekv4/flash/a2/pd-1p2d/smoke_test.py:16
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 `disaggregated_prefill_v1` in deepseekv4/flash/a2/pd-2p2d/smoke_test.py:16
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 `disaggregated_prefill_v1` in deepseekv4/flash/a3/pd-1p1d-dualproxy/smoke_test.py:16
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 `disaggregated_prefill_v1` in deepseekv4/flash/a3/pd-1p1d-extdp/smoke_test.py:16
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 `disaggregated_prefill_v1` in deepseekv4/flash/a3/pd-1p1d/smoke_test.py:16
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 `prefiller_heap_copy` in deepseekv4/flash/a2/pd-1p2d/load_balance_proxy_server_example.py:382
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 `prefiller_heap_copy` in deepseekv4/flash/a2/pd-2p2d/load_balance_proxy_server_example.py:382
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 `prefiller_heap_copy` in deepseekv4/flash/a3/pd-1p1d-dualproxy/load_balance_proxy_server_example.py:382
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 `prefiller_heap_copy` in deepseekv4/flash/a3/pd-1p1d-extdp/load_balance_proxy_server_example.py:382
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 `prefiller_heap_copy` in deepseekv4/flash/a3/pd-1p1d/load_balance_proxy_server_example.py:382
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: run_command
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
deepseekv4/flash/a3/pd-1p1d/launch_online_dp.py:71
low System graph software Dead code conf 1.00 Possibly dead Python function: run_command
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
deepseekv4/flash/a3/pd-1p1d-dualproxy/launch_online_dp.py:71
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 api Wiring conf 1.00 Unused endpoint: POST /instances/add
`deepseekv4/flash/a3/pd-1p1d/load_balance_proxy_server_example.py` declares `POST /instances/add` 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 documenti…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /instances/remove
`deepseekv4/flash/a3/pd-1p1d/load_balance_proxy_server_example.py` declares `POST /instances/remove` 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 docume…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/chat/completions
`deepseekv4/flash/a3/pd-1p1d/load_balance_proxy_server_example.py` declares `POST /v1/chat/completions` 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 doc…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/completions
`deepseekv4/flash/a3/pd-1p1d/load_balance_proxy_server_example.py` declares `POST /v1/completions` 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 document…
Unused endpoint
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