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

yangdabei/tara-misalignment-persona

https://github.com/yangdabei/tara-misalignment-persona · scanned 2026-06-16 01:04 UTC (2 months, 1 week ago)

29 raw signals (0 security + 29 graph)

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

Complete repo analysis

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

JSON
Combined
94.1
/100
Security checks
94
0 findings
System graph
94
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 2 Low 25 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 29 Crowd 0 Layer: Software 20 Frontend 1 Security 1 Cicd 1 Quality 6
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 94.1/100 with 66.7% coverage. It contains 155 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 29 findings — concentrated in software (20), quality (6), frontend (1). Risk profile is low: 0 critical, 0 high, 2 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 27 of 29 actionable findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

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 Tests conf 1.00 Low test-to-source ratio
3 tests / 15 src (ratio 0.20).
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/helpers/generation_utils.py:generate_responses_locally, src/helpers/generation_utils.py:generate_response This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document w…
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 software Dead code conf 1.00 Possibly dead Python function: clear_gpu_memory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/helpers/model_utils.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_lead_time
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/monitoring/checkpoint_monitor.py:86
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_roc
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/monitoring/checkpoint_monitor.py:136
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_assistant_axis
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/assistant_axis.py:126
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_lora_b_steering_vectors
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/mean_diff.py:221
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_mean_diff_all_layers
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/mean_diff.py:164
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_mean_diff_direction
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/mean_diff.py:135
low System graph software Dead code conf 1.00 Possibly dead Python function: gen_with_steer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/helpers/hook_utils.py:86
low System graph software Dead code conf 1.00 Possibly dead Python function: hook_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/helpers/hook_utils.py:141
low System graph software Dead code conf 1.00 Possibly dead Python function: hook_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/mean_diff.py:110
low System graph software Dead code conf 1.00 Possibly dead Python function: load_base_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/helpers/model_utils.py:55
low System graph software Dead code conf 1.00 Possibly dead Python function: load_capping_config
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/assistant_axis.py:191
low System graph software Dead code conf 1.00 Possibly dead Python function: load_hf_assistant_axis
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/assistant_axis.py:63
low System graph software Dead code conf 1.00 Possibly dead Python function: load_hf_steering_vector
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/mean_diff.py:186
low System graph software Dead code conf 1.00 Possibly dead Python function: load_peft_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/helpers/model_utils.py:79
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_cosine_heatmap
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/directions/geometry.py:86
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_trajectories
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/monitoring/checkpoint_monitor.py:173
low System graph software Dead code conf 1.00 Possibly dead Python function: run_em_finetuning
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/finetuning/lora_trainer.py:239
low System graph software Dead code conf 1.00 Possibly dead Python function: run_first_plot_eval
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/helpers/judge_utils.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: tokenize_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/finetuning/lora_trainer.py:210
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/5c244050-d5c6-437e-8d82-e3e55388e238/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/5c244050-d5c6-437e-8d82-e3e55388e238/

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.