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sabansi/Neural-Search-Engine

https://github.com/sabansi/Neural-Search-Engine · scanned 2026-06-15 23:59 UTC (2 months, 3 weeks ago)

21 raw signals (2 security + 19 graph)

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Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 21 actionable findings from 2 signal sources. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
95.7
/100
Security checks
96
2 findings
System graph
96
77.8% cov · 19 findings
Critical
1
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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 1 High 0 Medium 5 Low 13 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 2 System graph 19 Crowd 0 Layer: Quality 9 Security 2 Software 8 Frontend 1 Cicd 1
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Scan summary Repository scanned at 95.7/100 with 77.8% coverage. It contains 126 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 19 findings — concentrated in software (8), quality (8), frontend (1). Risk profile is low: 0 critical, 0 high, 4 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 19 of 21 actionable findings. 22 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.

critical Security checks security auth conf 0.78 Foundry mined security auth guardrail gaps: sabansi/Neural-Search-Engine
Graph query export: Security/auth changes without enough guardrails Query id: security_auth_guardrail_gaps Query type: motif_query Intent: Assumption-check security/auth examples requiring stronger tests or CI. Motif: security_auth_without_guardrails Training usage: assumption_check Graph gold labe…
medium Security checks quality Practices conf 0.62 2 occurrences Foundry mined assumption checks: sabansi/Neural-Search-Engine
Comment chain pattern product: assumption_checks Repo: sabansi/Neural-Search-Engine Thread: sabansi/Neural-Search-Engine#2 Outcome: ambiguous_needs_more_evidence Thread label: thread_needs_classification Source graph label: source_artifact_without_verification_graph Reasons: source_graph_has_real_a…
2 occurrences
repo-level (2 hits)
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/run_overnight.py:48
`subprocess.Popen(...)` 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
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 15 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: ci, tests. 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 46 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 2 places
Functions with the same first-5-line body hash: src/data.py:collate, src/data.py:collate 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.
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: src/model.py:forward, src/model.py:forward, src/model.py:forward, src/model.py:forward 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.
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: do_GET
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/serve.py:149
low System graph software Dead code conf 1.00 Possibly dead Python function: factor
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/trainer.py:39
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pretrain_mlm.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: forward
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/model.py:161
low System graph software Dead code conf 1.00 Possibly dead Python function: load_encoder
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/model.py:173
low System graph software Dead code conf 1.00 Possibly dead Python function: log_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/serve.py:138
low System graph software Dead code conf 1.00 Possibly dead Python function: loss_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/sanity_checks.py:158
low System graph software Dead code conf 1.00 Possibly dead Python function: save_encoder
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/model.py:166
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
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