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BayramAnnakov/edu-ai-product-engineer-s4

https://github.com/BayramAnnakov/edu-ai-product-engineer-s4 · scanned 2026-06-17 01:20 UTC (1 month, 2 weeks ago)

44 raw signals (0 security + 44 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 +4.8 (diff) · 41 actionable findings from 1 signal source. 3 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
81.5
/100
Security checks
82
0 findings
System graph
82
66.7% cov · 41 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 10 Low 28 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 41 Crowd 0 Layer: Software 22 Hardware 1 Quality 18
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Scan summary Repository scanned at 81.5/100 with 66.7% coverage. It contains 292 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 44 findings — concentrated in software (22), quality (21), hardware (1). Risk profile is low: 0 critical, 0 high, 10 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 38 of 41 actionable findings. 44 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 authority lacks a verifier contract: lesson2/starter-hook-template/agent-sdk-python/.claude/skills/my-task/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
lesson2/starter-hook-template/agent-sdk-python/.claude/skills/my-task/SKILL.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: lesson2/starter-hook-template/codex-sdk-nodejs/.codex/hooks.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
lesson2/starter-hook-template/codex-sdk-nodejs/.codex/hooks.json VerificationCodex instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: lesson2/starter-hook-template/codex-sdk-nodejs/.codex/skills/my-task/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
lesson2/starter-hook-template/codex-sdk-nodejs/.codex/skills/my-task/SKILL.md VerificationCodex instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: lesson4/reference-colleague/.claude/settings.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
lesson4/reference-colleague/.claude/settings.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: lesson4/reference-colleague/CLAUDE.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
lesson4/reference-colleague/CLAUDE.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: lesson4/reference-colleague/skills/review-pr/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
lesson4/reference-colleague/skills/review-pr/SKILL.md VerificationSkill file
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, tests, lockfile. 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 quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, tests, lockfile. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
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 Tests conf 1.00 Very low test-to-source ratio
0 test file(s) for 23 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 13 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `CAPTURE_CWD`, `CAPTURE_MODE`, `CLAUDE_RULES_DIR`, `LANGFUSE_HOST`, `LANGFUSE_PUBLIC_KEY`, `ONSA_MCP_ENTRY`, `OWNER_TELEGRAM_USER_ID`, `PORT` + 5 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 125 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 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.
cohort-agent/Dockerfile:1 containersPinned dependencies
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: lesson3/under-the-hood/tap.py:do_POST, lesson3/under-the-hood/wire-peek/tap.py:do_POST 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.
4 occurrences
repo-level (4 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 dependencies conf 1.00 Node manifest has dependencies but no lockfile: lesson2/starter-hook-template/codex-sdk-nodejs/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
lesson2/starter-hook-template/codex-sdk-nodejs/package.json LockfileReproducibilityGenerated repo pattern
low System graph software Dead code conf 1.00 Possibly dead Python function: capture_failure
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lesson2/starter-hook-template/agent-sdk-python/colleague.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_ask
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:599
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_health
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:623
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_optin
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:651
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_optout
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:630
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_poll
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:970
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_post_retro
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:692
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_preview_retro
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:1036
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_quiz
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:907
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_skip_retro
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:755
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_start
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:611
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.
lesson3/under-the-hood/tap.py:89
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.
lesson3/under-the-hood/wire-peek/tap.py:89
low System graph software Dead code conf 1.00 Possibly dead Python function: do_POST
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lesson3/under-the-hood/tap.py:88
low System graph software Dead code conf 1.00 Possibly dead Python function: do_POST
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lesson3/under-the-hood/wire-peek/tap.py:88
low System graph software Dead code conf 1.00 Possibly dead Python function: filter
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:463
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.
lesson3/under-the-hood/tap.py:90
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.
lesson3/under-the-hood/wire-peek/tap.py:90
low System graph software Dead code conf 1.00 Possibly dead Python function: passive_log
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/telegram_bot.py:1087
low System graph software Dead code conf 1.00 Possibly dead Python function: readonly_guard
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
lesson2/starter-hook-template/agent-sdk-python/colleague.py:58
low System graph software Dead code conf 1.00 Possibly dead Python function: run_daily_job
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
cohort-agent/digest.py:176
low System graph quality Complexity conf 1.00 Very large file: cohort-agent/telegram_bot.py (1293 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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