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ukaratay/acc

https://github.com/ukaratay/acc · scanned 2026-06-16 00:45 UTC (2 months, 1 week ago)

47 raw signals (6 security + 41 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 46 actionable findings from 2 signal sources. 2 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
96.0
/100
Security checks
96
5 findings
System graph
96
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 2 Medium 5 Low 36 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 5 System graph 41 Crowd 0 Layer: Quality 14 Software 30 Frontend 1 Security 1
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Scan summary Repository scanned at 96.0/100 with 66.7% coverage. It contains 319 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 41 findings — concentrated in software (30), quality (9), 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 43 of 46 actionable findings. 48 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.

high Security checks quality Practices conf 0.84 Foundry mined bad chains: ukaratay/acc
Comment chain pattern product: bad_chains Repo: ukaratay/acc Thread: ukaratay/acc#2 Outcome: not_resolved_or_not_observed Thread label: thread_has_human_issue_without_fix_context Source graph label: source_artifact_without_verification_graph Reasons: source_graph_has_real_artifacts, link_quality_un…
high Security checks quality Testing conf 0.78 Foundry mined test ci gap after feedback: ukaratay/acc
Graph query export: Feedback exposes missing tests or CI Query id: test_ci_gap_after_feedback Query type: motif_query Intent: Hard negatives for feedback/fix chains without adequate guardrails. Motif: test_ci_gap_after_feedback Training usage: hard_negative Graph gold label: weak_supervision_needs_…
medium Security checks quality Practices conf 0.62 Foundry mined assumption checks: ukaratay/acc
Comment chain pattern product: assumption_checks Repo: ukaratay/acc Thread: ukaratay/acc#1 Outcome: claimed_resolved_unverified Thread label: thread_has_human_issue_and_fix_context Source graph label: source_artifact_without_verification_graph Reasons: source_graph_has_real_artifacts, link_quality_…
medium Security checks quality maintenance conf 0.70 2 occurrences Foundry mined blueprint gap alignment: ukaratay/acc
Graph query export: Human feedback aligned with blueprint or architecture gaps Query id: blueprint_gap_alignment Query type: motif_query Intent: Curriculum-gap examples connecting issue threads to helicopter-view gaps. Motif: blueprint_gap_alignment Training usage: curriculum_gap Graph gold label: …
2 occurrences
repo-level (2 hits)
medium Security checks quality Practices conf 0.70 2 occurrences Foundry mined unresolved feedback: ukaratay/acc
Graph query export: Human feedback without linked fix evidence Query id: unresolved_feedback Query type: motif_query Intent: Negative/unresolved examples that should not be hallucinated into fixes. Motif: unlinked_feedback_needs_evidence Training usage: negative_or_unresolved Graph gold label: assu…
2 occurrences
repo-level (2 hits)
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
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 182 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 Tests conf 1.00 Low test-to-source ratio
3 tests / 27 src (ratio 0.11).
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/acc_metrics/inference.py:bootstrap_percentile_ci, src/acc_metrics/inference.py:bootstrap_bca_ci 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…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: scripts/figures/generate_fig_ebay_overview.py:load_data, scripts/figures/generate_fig_ebay_segments.py:load_data, scripts/figures/generate_fig_ebay_stability.py:load_data This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — …
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `e2_old` in scripts/verify_symbolic.py:574
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: verify_acc_concavity_numerical
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:59
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_acc_monotonic_in_n
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:29
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_ace_numerical
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:679
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_affiliation_increases_acc
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:401
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_axiom_scale_invariance
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:357
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_bootstrap_coverage
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:359
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_clt_numerical
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:327
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_corollary3_normalization
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:108
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_entropy_drift_constants
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:291
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_evt_exponential
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:195
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_evt_pareto
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:224
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_evt_uniform
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:168
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_evt_uniform_ratio
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:389
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_fano_sample_complexity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:607
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_first_price_uniform
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:416
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_gumbel_harmonic
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:524
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_kl_link_under_lp
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:552
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_lemma2_functional_equation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:67
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_lemma6_dummy_invariance
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:174
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_pareto_beta_exact
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:259
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_prop12_concavity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:250
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_prop13_taylor_approximation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:283
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_prop7_additivity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:97
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_prop7_additivity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:208
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_props10_11_rent_mapping
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:326
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_renyi_representation
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:448
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_rho_increases_with_n
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:132
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_spacing_ratio_beta
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_numerical.py:487
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_theorem1_entropy_uniqueness
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:457
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_theorem5_acc_formula
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/verify_symbolic.py:136
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.
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