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alvinreal/awesome-opensource-ai

https://github.com/alvinreal/awesome-opensource-ai.git · scanned 2026-05-16 18:03 UTC (1 day, 3 hours ago) · 10 languages

19 findings (3 legacy + 16 scanner) 59th percentile · Python · tiny (<2K LoC) Scanner says 89 (lower by 17)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 day, 3 hours ago · v2 · 11 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

JSON
Combined
79.8
/100
Repobility
71
3 legacy
9-layer
89
66.7% cov · 8 gaps
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
{# ── 2026-05-17 R27 #5: score breakdown panel ────────────────────── Surfaces the score_breakdown JSON that's been silently stored on Repository for months. Turns hidden math into a trust signal. #}
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 2 Medium 3 Low 4 Source: Legacy 3 9-layer 8 Crowd 0 Layer: Quality 2 Software 1 Security 2 Api 1 Frontend 1 Cicd 4

All 32 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
full_name software healthy tools/validate_awesome.py:54
github_anchor_slug software healthy tools/validate_awesome.py:76
parse_repo_ref software healthy tools/validate_awesome.py:86
read_lines software healthy tools/validate_awesome.py:93
parse_entries software healthy tools/validate_awesome.py:97
validate_toc software healthy tools/validate_awesome.py:225
validate_duplicates software healthy tools/validate_awesome.py:263
collect_repos software healthy tools/validate_awesome.py:312
graphql_literal software healthy tools/validate_awesome.py:321
fetch_repo_metadata software healthy tools/validate_awesome.py:325
validate_remote_requirements software healthy tools/validate_awesome.py:377
print_report software healthy tools/validate_awesome.py:477
main software healthy tools/validate_awesome.py:491

LabelLayerStatusPath
ci_health_report.md software healthy ci_health_report.md
README.md software healthy README.md
RESEARCH_PR.md software healthy RESEARCH_PR.md
CONTRIBUTING.md software healthy CONTRIBUTING.md
EMERGING.md software healthy EMERGING.md
.pr-body.md software healthy .pr-body.md
validate_awesome.py software healthy tools/validate_awesome.py
validate-awesome.yml software healthy .github/workflows/validate-awesome.yml

LabelLayerStatusPath
Problem software healthy tools/validate_awesome.py:41
RepoRef software healthy tools/validate_awesome.py:49
ParsedLink software healthy tools/validate_awesome.py:59
ParsedEntry software healthy tools/validate_awesome.py:67

LabelLayerStatusPath
tools software healthy tools
.github software healthy .github
workflows software healthy .github/workflows

LabelLayerStatusPath
validate-structure cicd healthy .github/workflows/validate-awesome.yml
validate-github-rules cicd healthy .github/workflows/validate-awesome.yml

LabelLayerStatusPath
repobility-clone-5ir5xe5y software healthy /tmp/repobility-clone-5ir5xe5y

LabelLayerStatusPath
gha::validate-awesome cicd healthy .github/workflows/validate-awesome.yml
{# ── 2026-05-17 Round 14: AI-agent bridge footer ────────────────────── Discoverability: the /agents/voting/ guide + MCP manifest exist but aren't linked from anywhere users actually land. Small, opt-in footer. #}
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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