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Ayushjaiswal001/ai-mentor-bot

https://github.com/Ayushjaiswal001/ai-mentor-bot · scanned 2026-06-17 01:18 UTC (1 month, 2 weeks ago)

19 raw signals (0 security + 19 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 +20.0 (diff) · 19 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
96.7
/100
Security checks
97
0 findings
System graph
97
88.9% cov · 19 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 1 Low 17 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 19 Crowd 0 Layer: Software 13 Hardware 1 Security 1 Quality 4
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Scan summary Repository scanned at 96.7/100 with 88.9% coverage. It contains 293 nodes across 2 cross-layer flows, written primarily in mixed languages. Engine surfaced 19 findings — concentrated in software (13), quality (4), hardware (1). Risk profile is low: 0 critical, 0 high, 1 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 18 of 19 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
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.12-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
Dockerfile:2 containersPinned dependencies
low System graph quality Tests conf 1.00 Low test-to-source ratio
9 tests / 43 src (ratio 0.21).
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: app/agents/nodes/lesson_writer.py:generate_lesson, app/agents/nodes/quiz_master.py:generate_quiz 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 se…
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: do_run_migrations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
alembic/env.py:31
low System graph software Dead code conf 1.00 Possibly dead Python function: downgrade
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
alembic/versions/7fc1fa8a1239_initial_schema.py:193
low System graph software Dead code conf 1.00 Possibly dead Python function: free_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/info.py:37
low System graph software Dead code conf 1.00 Possibly dead Python function: help_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/info.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: learn_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/learn.py:30
low System graph software Dead code conf 1.00 Possibly dead Python function: progress_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/info.py:41
low System graph software Dead code conf 1.00 Possibly dead Python function: quiz_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/quiz.py:19
low System graph software Dead code conf 1.00 Possibly dead Python function: revision_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/revision.py:22
low System graph software Dead code conf 1.00 Possibly dead Python function: roadmap_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/info.py:62
low System graph software Dead code conf 1.00 Possibly dead Python function: run_probe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/diagnostics.py:44
low System graph software Dead code conf 1.00 Possibly dead Python function: start_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/start.py:40
low System graph software Dead code conf 1.00 Possibly dead Python function: today_cmd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app/bot/handlers/today.py:42
low System graph software Dead code conf 1.00 Possibly dead Python function: upgrade
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
alembic/versions/7fc1fa8a1239_initial_schema.py:21
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