Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo

SimingShan/FAE

https://github.com/SimingShan/FAE · scanned 2026-06-16 00:12 UTC (2 months, 2 weeks ago)

48 raw signals (0 security + 48 graph)

File as issue Image
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 29 actionable findings from 1 signal source. 19 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
83.5
/100
Security checks
84
0 findings
System graph
84
66.7% cov · 29 findings
Critical
0
click to filter
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 4 Low 21 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 29 Crowd 0 Layer: Software 8 Frontend 1 Security 1 Cicd 1 Quality 18
Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.
Scan summary Repository scanned at 83.5/100 with 66.7% coverage. It contains 398 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 48 findings — concentrated in quality (27), software (18), frontend (1). Risk profile is low: 0 critical, 0 high, 4 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 25 of 29 actionable findings. 48 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 Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
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
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 51 source file(s) (ratio 0.02). 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: 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 191 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 14 places
Functions with the same first-5-line body hash: src/models/fae.py:forward, src/models/fae.py:forward, src/models/fae.py:forward, src/models/fae.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 …
duplicatesduplication
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: benchmarks/mae/mae.py:get_2d_sincos_pos_embed_from_grid, benchmarks/mae/mae.py:get_2d_sincos_pos_embed 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…
10 occurrences
repo-level (10 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: arxiv/src/models/fae_np.py:forward, arxiv/src/models/fae_np.py:forward, arxiv/src/models/fae_np.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 …
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: benchmarks/jepa/ijepa2d.py:forward, benchmarks/jepa/ijepa2d.py:forward, benchmarks/jepa/ijepa2d.py:forward, benchmarks/jepa/ijepa2d.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hy…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: arxiv/src/models/baselines.py:forward, arxiv/src/models/baselines.py:forward, arxiv/src/models/baselines.py:forward, arxiv/src/models/baselines.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.h…
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: arxiv/src/models/jepa_vit.py:forward, arxiv/src/models/jepa_vit.py:forward, arxiv/src/models/jepa_vit.py:forward, arxiv/src/models/jepa_vit.py:forward This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai…
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 `fae_vicreg_shear_v1` in scripts/eval_linear_probe.py:11
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 `mae_shear_v1` in scripts/train_baseline.py:12
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 `summary_v1` in arxiv/scripts/viz_v1_compact.py:44
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: cross_probe_matrix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
arxiv/src/metrics/cross_coefficient.py:14
low System graph software Dead code conf 1.00 11 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.
11 files, 11 locations
arxiv/scripts/diag_pair_probe.py:103
arxiv/scripts/eval_fae_np.py:47
arxiv/scripts/train_fae_temporal.py:82
arxiv/scripts/train_jepa_perceiver.py:48
arxiv/src/models/baselines.py:280
arxiv/src/models/fae_np.py:127
arxiv/src/models/jepa_vit.py:167
benchmarks/jepa/ijepa2d.py:118
low System graph software Dead code conf 1.00 Possibly dead Python function: gen_advection
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
arxiv/data_gen/gen_g1_all.py:92
low System graph software Dead code conf 1.00 Possibly dead Python function: gen_burgers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
arxiv/data_gen/gen_g1_all.py:112
low System graph software Dead code conf 1.00 Possibly dead Python function: gen_heat
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
arxiv/data_gen/gen_g1_all.py:72
low System graph software Dead code conf 1.00 Possibly dead Python function: gen_rd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
arxiv/data_gen/gen_g1_all.py:158
low System graph software Dead code conf 1.00 Possibly dead Python function: lr_lambda
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/train_baseline.py:126
low System graph software Dead code conf 1.00 Possibly dead Python function: near_degenerate_pair_correlation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
arxiv/src/metrics/consistency.py:54
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
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/fdb1ee06-8fee-4c17-a4ed-22726653a899/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/fdb1ee06-8fee-4c17-a4ed-22726653a899/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.