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dlcjfgmlnasa/OpSight

https://github.com/dlcjfgmlnasa/OpSight · scanned 2026-06-17 01:57 UTC (1 month, 1 week ago)

35 raw signals (0 security + 35 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ +0.1 (diff) · 31 actionable findings from 1 signal source. 4 repeated signals 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 76.8/100 with 44.4% coverage. It contains 550 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 35 findings — concentrated in quality (30), software (4), security (1). Risk profile is low: 0 critical, 0 high, 5 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 18 of 31 actionable findings. 35 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, operator-readme. 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, operator-readme. 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 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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 25 placeholder/mock markers across 11 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 139 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 5 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/smoke_llm.py:stage_2_narrate_real, scripts/smoke_llm.py:stage_3_brief_real 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.
5 occurrences
repo-level (5 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 Docs conf 1.00 No README detected
No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off.
ReadmeRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in opsight/graph.py:128
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 `model_copy` in opsight/nodes/deep_brief.py:177
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 `model_copy` in opsight/nodes/shallow_loop.py:70
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 `model_copy` in opsight/nodes/triage.py:145
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 `model_copy` in scripts/live_view.py:531
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: bpv_metrics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
opsight/tools/signal_state_tools/extractors/assess_variability/bpv.py:9
low System graph software Dead code conf 1.00 Possibly dead Python function: measure_tick_end
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
opsight/sim_clock.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: svv_metrics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
opsight/tools/signal_state_tools/extractors/assess_variability/svv.py:9
low System graph software Dead code conf 1.00 Possibly dead Python function: welch_psd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
opsight/tools/signal_state_tools/extractors/assess_variability/_welch.py:9
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