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robbyDAninja/PULSE

https://github.com/robbyDAninja/PULSE · scanned 2026-06-15 23:53 UTC (2 months, 3 weeks ago)

19 raw signals (0 security + 19 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 14 actionable findings from 1 signal source. 5 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 14 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 0 Medium 4 Low 7 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 14 Crowd 0 Layer: Software 1 Frontend 1 Security 1 Cicd 2 Quality 9

Exclude dismissed / FP Exclude test files

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Scan summary Repository scanned at 87.9/100 with 77.8% coverage. It contains 168 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 19 findings — concentrated in quality (9), cicd (7), software (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 11 of 14 actionable findings. 19 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 Tests conf 1.00 CI is configured but no tests are detected

A CI pipeline exists, but the scan found no test files to gate. Opus labeled this generated-code pattern as config theater: release machinery exists, but it has little behavioral signal.

CI/CDConfig theaterRepo hardening

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/generate-report.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

0 test file(s) for 18 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.

Coverage

low System graph quality Production readiness conf 1.00 Composite production-readiness gap

Multiple low-cost hardening controls are missing together: license, 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 52 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 6 occurrences GitHub Action is tag-pinned rather than SHA-pinned

actions/checkout@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.

3 files, 6 locations

.github/workflows/collect-signals.yml:24, 27 (2 hits)

.github/workflows/content-pulse.yml:23, 26 (2 hits)

.github/workflows/generate-report.yml:17, 20 (2 hits)

CI/CD securitySupply chainGithub actions

low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 6 places

Functions with the same first-5-line body hash: sources/arxiv.py:collect, sources/hackernews.py:collect, sources/rss_feeds.py:collect, sources/github.py:collect 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 License conf 1.00 No license file detected

No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.

Repo hardeningGenerated repo pattern

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

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

send_content_pulse_email.py:63

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.

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