Leaderboard github.com
soumatheusgomes/vibe-coding-toolkit
A curated, battle-tested AI-coding toolkit: Claude Code plugins, subagent orchestration, quality gates, and ready-to-copy prompts, extracted from real production use.
AI provenance
42%
explicit
- Confidence
- 79%
- Coverage
- 100%
Estimated share of AI-generated code. Explicit attribution is a lower bound.
Code quality
75/100
adequate
- Confidence
- 90%
- Coverage
- 100%
Complexity, duplication, lint density, tests, CI, docs and review process.
Security
84/100
adequate
- Confidence
- 85%
- Coverage
- 100%
Secrets, static analysis, vulnerable dependencies, CI and supply-chain posture.
- Repository: https://github.com/soumatheusgomes/vibe-coding-toolkit
- Commit:
7ef68dd7b00ddfc5cd464458855e4ab66dd2128f - Generated: 2026-11-14T00:14:14+00:00
- Scorer 0.1.0, scoring prov-4+qual-2+sec-2, report schema v2
Scores
| Pillar | Score | Signal | Confidence | Coverage |
|---|---|---|---|---|
| AI provenance (estimated AI-generated share) | 42 | explicit | 79% | 100% |
| Code quality | 75 | adequate | 90% | 100% |
| Security | 84 | adequate | 85% | 100% |
AI provenance
Explicit AI attribution on 42% of first-party code added; an estimated 42% including velocity signals.
- Explicitly attributed share (lower bound): 42.3%
- Unattributed share in AI-consistent velocity bursts: 0.0%
- Estimated AI-generated share: 42.3%
| AI tool | Attributed commits | Lines added |
|---|---|---|
| Claude Code | 14 | 554 |
- AI tooling configured in repo: claude-code, generic-agent
Current source lines last changed by AI-attributed commits: 539 of 1,098.
| Findings per 1,000 lines | AI-attributed | Other | Ratio |
|---|---|---|---|
| Quality | 0.0 | 7.156 | 0.0x |
| Security | 0.0 | 1.789 | 0.0x |
| Month | Lines added | Attributed to AI |
|---|---|---|
| 2026-09 | 554 | 100% |
| 2026-10 | 757 | 0% |
Evidence
- Claude Code: trailer 'Co-Authored-By: Claude' (13add2119446)
- Claude Code: trailer 'Co-Authored-By: Claude' (654589f550bd)
- Claude Code: trailer 'Co-Authored-By: Claude' (e4a6ff19d570)
- Claude Code: trailer 'Co-Authored-By: Claude' (e0ef16d4445f)
- Claude Code: trailer 'Co-Authored-By: Claude' (ebd21d3febfb)
- Claude Code: trailer 'Co-Authored-By: Claude' (a9aa6bc1179c)
- Claude Code: trailer 'Co-Authored-By: Claude' (b603274955ad)
- Claude Code: trailer 'Co-Authored-By: Claude' (c871a94f2051)
- Claude Code: trailer 'Co-Authored-By: Claude' (9d4234f471de)
- Claude Code: trailer 'Co-Authored-By: Claude' (7b28a6dbdd3d)
- Claude Code: trailer 'Co-Authored-By: Claude' (eef2723d928c)
- Claude Code: trailer 'Co-Authored-By: Claude' (e10596fd0f7b)
- Claude Code: trailer 'Co-Authored-By: Claude' (066ae033ced6)
- Claude Code: trailer 'Co-Authored-By: Claude' (61dbf243bc01)
- CLAUDE.md (claude-code configuration) (CLAUDE.md)
AI provenance describes how code was produced; it is not a quality judgment. Unless attribution is explicit, these are signals consistent with AI generation, not proof. Squash/rebase workflows, imported code, and rewritten history reduce accuracy.
Code quality
Code quality is adequate: test-to-source ratio 0.11, no CI test run detected; 0% of function code in complex or long functions; 1% duplicated lines. Weakest area: testing.
| Area | Score |
|---|---|
| Complexity (lizard) | 100 |
| Duplication | 92 |
| Code smells (Opengrep) | 80 |
| Tests and CI | 48 |
| Documentation | 65 |
| Type safety | n/a |
| Process (Scorecard review/maintenance) | n/a |
- Functions: 67; mean complexity 2.1, 90th percentile 5; 0 complex and 0 long functions
- Duplicated lines: 1.5% of 809 compared
- Tests: 121 test lines for 1,098 source lines (ratio 0.11); CI test commands: none detected; 18% of recent source commits also change tests
- Docs missing or thin: contributing, changelog
Security
Security posture is adequate: no high-impact findings. Weakest area: posture.
| Area | Score |
|---|---|
| Secrets (gitleaks, tree + history) | 100 |
| Static analysis (Opengrep) | 92 |
| Vulnerable dependencies (OSV) | n/a |
| CI workflows (zizmor) | 100 |
| Posture (policy, updates, signing, lockfiles) | 0 |
| OpenSSF Scorecard | n/a |
- Posture checks passed: lockfiles; missing: security policy, dependency updates, signed commits
Top findings
| Severity | Finding | Location |
|---|---|---|
| medium | opengrep/javascript.lang.security.insecure-object-assign: Depending on the context, user control data in Object.assign can cause web response to include data that it should not have or can lead to a mass assignment vulnerability. [confidence low] |
scripts/validate-next.mjs:245 |
Static signals only: the scorer never runs the project's code. Secret findings are pattern matches that were not verified, and secret values are never stored.
Repository profile
- Source lines: 1,098; test lines: 121
| Language | Lines |
|---|---|
| JavaScript | 1,219 |