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youndukn/loop-paper

https://github.com/youndukn/loop-paper · scanned 2026-06-16 01:07 UTC (2 months, 1 week ago)

31 raw signals (0 security + 31 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 30 actionable findings from 1 signal source. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 81.3/100 with 55.6% coverage. It contains 368 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 31 findings — concentrated in quality (18), software (11), frontend (1). Risk profile is low: 0 critical, 0 high, 8 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 28 of 30 actionable findings. 31 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 Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/edge_case_test.py:25
`subprocess.run(...)` 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/execute_run.py:110
`subprocess.run(...)` 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/init_loop_paper.py:250
`subprocess.run(...)` 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/pipeline.py:42
`subprocess.run(...)` 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/smoke_test.py:18
`subprocess.run(...)` 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/watch_pipeline.py:24
`subprocess.run(...)` 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 quality Tests conf 1.00 Very low test-to-source ratio
2 test file(s) for 26 source file(s) (ratio 0.08). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 57 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: scripts/edge_case_test.py:guard_payload, scripts/edge_case_test.py:guard 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 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: scripts/edge_case_test.py:make_before_ready_except_prior_research, scripts/edge_case_test.py:make_before_ready_except_validation_plan, scripts/edge_case_test.py:make_before_ready_with_unrelated_validation_plan_check This is *the* AI-coder failure mod…
2 occurrences
repo-level (2 hits)
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: scripts/edge_case_test.py:make_before_ready_with_uppercase_checks, scripts/edge_case_test.py:make_before_ready_with_empty_hypothesis_claim, scripts/edge_case_test.py:make_before_ready_with_empty_prior_finding, scripts/edge_case_test.py:make_before_rea…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 9 places
Functions with the same first-5-line body hash: scripts/edge_case_test.py:make_after_ready_with_instruction_verdict, scripts/edge_case_test.py:make_after_ready_with_empty_validation_after, scripts/edge_case_test.py:make_after_ready_with_missing_agent_reviewer, scripts/edge_case_test.py:make_after_r…
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 `duplicate_copy` in scripts/edge_case_test.py:5484
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: canonical_agent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/install_skill.py:61
low System graph software Dead code conf 1.00 Possibly dead Python function: is_wrapped
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/paper_html.py:112
low System graph software Dead code conf 1.00 Possibly dead Python function: paper_sort_key
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/combine_papers.py:85
low System graph software Dead code conf 1.00 Possibly dead Python function: render_claude
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/prompt_common.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: render_cli
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/prompt_common.py:17
low System graph software Dead code conf 1.00 Possibly dead Python function: render_codex
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/prompt_common.py:58
low System graph software Dead code conf 1.00 Possibly dead Python function: render_json
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/prompt_common.py:28
low System graph software Dead code conf 1.00 Possibly dead Python function: render_pi
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/prompt_common.py:68
low System graph software Dead code conf 1.00 Possibly dead Python function: require_valid_file
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/check_paper.py:288
low System graph software Dead code conf 1.00 Possibly dead Python function: section_has_unchecked
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/paperstack_common.py:366
low System graph software Dead code conf 1.00 Possibly dead Python function: validate_gate_start
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/update_loop_paper.py:77
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
low System graph quality Complexity conf 1.00 Very large file: scripts/edge_case_test.py (5973 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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