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slayerlabs/slayer

https://github.com/slayerlabs/slayer · scanned 2026-06-16 00:15 UTC (2 months, 2 weeks ago)

64 raw signals (23 security + 41 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 45 actionable findings from 2 signal sources. 70 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
7 findings
System graph
96
77.8% cov · 38 findings
Critical
2
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: severity: low × excluding tests × Reset all
Severity: Critical 2 High 3 Medium 11 Low 28 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 7 System graph 38 Crowd 0 Layer: Quality 26 Security 3 Software 14 Frontend 1 Cicd 1
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Scan summary Repository scanned at 96.0/100 with 77.8% coverage. It contains 454 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 41 findings — concentrated in quality (20), software (17), security (2). Risk profile is high: 0 critical, 1 high, 8 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 28 of 45 actionable findings. 115 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.

low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: ci, tests. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 174 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: bench/heldout_check.py:audit_heldout, bench/decon_audit.py:audit_file 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 Old/deprecated-named symbol `holdout_v1` in bench/make_style_disjoint.py:5
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 `knowledge_probe_v1` in app/wiedza/page.jsx:64
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 `polnative_v1` in app/leaderboard/polnative.jsx:17
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 `polnative_v1` in bench/polnative_eval.py:4
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 `polnative_v1` in bench/polnative_leaderboard.py:4
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 `polnative_v1` in bench/polnative_report.py:4
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 `polnative_v1` in bench/polnative_strategy.py:4
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 `probe_v1` in bench/decon_audit.py:9
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 `probe_v1` in bench/knowledge_probe.py:9
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 `probe_v1` in bench/verify_probe_golds.py:2
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: do_GET
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/signup_server.py:38
low System graph software Dead code conf 1.00 Possibly dead Python function: do_OPTIONS
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/signup_server.py:36
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.
bench/signup_server.py:43
low System graph software Dead code conf 1.00 Possibly dead Python function: explode
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/entigraph_augment.py:160
low System graph software Dead code conf 1.00 Possibly dead Python function: explode
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/entigraph_hops.py:149
low System graph software Dead code conf 1.00 Possibly dead Python function: load_arc
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/bench_mcq.py:87
low System graph software Dead code conf 1.00 Possibly dead Python function: load_belebele
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/bench_mcq.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: load_belebele_en
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/bench_mcq.py:51
low System graph software Dead code conf 1.00 Possibly dead Python function: load_include
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/bench_mcq.py:68
low System graph software Dead code conf 1.00 Possibly dead Python function: load_llmzszl
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/bench_mcq.py:33
low System graph software Dead code conf 1.00 Possibly dead Python function: load_mmlu
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/bench_mcq.py:80
low System graph software Dead code conf 1.00 Possibly dead Python function: load_pes
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/bench_mcq.py:53
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.
bench/signup_server.py:35
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: work
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
bench/mtbench_pl.py:97
bench/spotcheck_entigraph.py:116
bench/verify_external_sft.py:91
bench/verify_probe_golds.py:85
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
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