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bbstats/chimeraboost

https://github.com/bbstats/chimeraboost · scanned 2026-06-17 01:38 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 -7.1 (diff) · 29 actionable findings from 1 signal source. 15 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
69.6
/100
Security checks
70
0 findings
System graph
70
44.4% cov · 29 findings
Critical
0
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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 4 Low 19 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 29 Crowd 0 Layer: Software 12 Security 1 Cicd 1 Quality 15
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Scan summary Repository scanned at 69.6/100 with 44.4% coverage. It contains 492 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 44 findings — concentrated in quality (30), software (12), security (1). Risk profile is low: 0 critical, 0 high, 4 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 23 of 29 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: .claude/commands/bench.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.
.claude/commands/bench.md VerificationClaude instruction
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/docs.yml CI/CD securitySupply chainGithub actions
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 40 source file(s) (ratio 0.05). 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 162 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 13 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: benchmarks/make_pareto.py:format_text, benchmarks/make_pareto.py:f 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.
13 occurrences
repo-level (13 hits)
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: benchmarks/run_benchmarks.py:builder, benchmarks/run_benchmarks.py:builder, benchmarks/run_benchmarks.py:builder This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or documen…
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: chimeraboost/losses.py:init, chimeraboost/losses.py:init, chimeraboost/losses.py:init, chimeraboost/losses.py:init This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or docum…
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: apply
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
chimeraboost/tree.py:576
low System graph software Dead code conf 1.00 Possibly dead Python function: cat_fit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/scaling_predict.py:66
low System graph software Dead code conf 1.00 Possibly dead Python function: cb_fit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/scaling_predict.py:43
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_fast
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/research/cascade.py:61
low System graph software Dead code conf 1.00 Possibly dead Python function: eval_promo
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/research/cascade.py:75
low System graph software Dead code conf 1.00 Possibly dead Python function: family_a_sparse_local
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/synthetic.py:53
low System graph software Dead code conf 1.00 Possibly dead Python function: family_b_global_additive
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/synthetic.py:101
low System graph software Dead code conf 1.00 Possibly dead Python function: family_c_noise_sweep
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/synthetic.py:120
low System graph software Dead code conf 1.00 Possibly dead Python function: hgb_fit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/scaling_predict.py:60
low System graph software Dead code conf 1.00 Possibly dead Python function: implemented_ideas
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/research/ideas.py:137
low System graph software Dead code conf 1.00 Possibly dead Python function: lgb_fit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/scaling_predict.py:49
low System graph software Dead code conf 1.00 Possibly dead Python function: xgb_fit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/scaling_predict.py:54
low System graph quality Complexity conf 1.00 Very large file: benchmarks/run_benchmarks.py (1143 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: chimeraboost/sklearn_api.py (1304 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_chimeraboost.py (1240 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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