Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.

Zijian-Ni/awesome-ai-agents-2026

https://github.com/Zijian-Ni/awesome-ai-agents-2026 · scanned 2026-06-16 01:12 UTC (2 months, 1 week ago)

13 raw signals (0 security + 13 graph)

File as issue Image

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 9 actionable findings from 1 signal source. 4 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON

88.9% cov · 9 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 0 Medium 4 Low 4 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 9 Crowd 0 Layer: Software 1 Network 1 Frontend 1 Cicd 3 Quality 3

Exclude dismissed / FP Exclude test files

Corpus Intelligence Cross-corpus context (cohort percentile, top patterns, fix plan) is shown only on repositories you own. Sign up and connect your repo to view it.

Scan summary Repository scanned at 84.0/100 with 88.9% coverage. It contains 41 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 13 findings — concentrated in cicd (7), quality (3), software (1). Risk profile is low: 0 critical, 0 high, 6 medium. Recommended next step: open the cicd layer findings first — that's where the highest-impact wins live.

Showing 8 of 9 actionable findings. 13 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 cicd CI/CD security conf 1.00 3 occurrences GitHub Action is tag-pinned rather than SHA-pinned

lycheeverse/lychee-action@v2 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.

2 files, 3 locations

.github/workflows/link-check.yml:34, 67 (2 hits)

.github/workflows/refresh-badges.yml:57

CI/CD securitySupply chainGithub actions

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/refresh-badges.yml CI/CD securitySupply chainGithub actions

medium System graph network Security conf 1.00 Privileged port 5 in use

Port 5 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.

.github/workflows/refresh-badges.yml Ports

medium System graph quality Tests conf 1.00 Very low test-to-source ratio

0 test file(s) for 1 source file(s) (ratio 0.00). 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 12 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 cicd CI/CD security conf 1.00 3 occurrences GitHub Action is tag-pinned rather than SHA-pinned

actions/checkout@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.

2 files, 3 locations

.github/workflows/link-check.yml:23, 26 (2 hits)

.github/workflows/pr-spam-guard.yml:19

CI/CD securitySupply chainGithub actions

low System graph software Dead code conf 1.00 Possibly dead Python function: check_url

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

scripts/check_links.py:115

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.

For AI agents + API integrations

Email me when this repo regresses

Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.

API access

This page is publicly accessible at: https://repobility.com/scan/9bbfa6c8-5649-4198-a23c-333bf454dbe0/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/9bbfa6c8-5649-4198-a23c-333bf454dbe0/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.