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thepoolpat/poolpat-portfolio

https://github.com/thepoolpat/poolpat-portfolio · scanned 2026-06-16 00:34 UTC (2 months, 2 weeks ago)

41 raw signals (0 security + 41 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 37 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
Combined
79.4
/100
Security checks
79
0 findings
System graph
79
88.9% cov · 37 findings
Critical
0
click to filter
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 9 Low 21 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 37 Crowd 0 Layer: Software 10 Frontend 1 Cicd 4 Quality 22
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Scan summary Repository scanned at 79.4/100 with 88.9% coverage. It contains 450 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 41 findings — concentrated in quality (22), software (10), cicd (8). Risk profile is low: 0 critical, 0 high, 10 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 30 of 37 actionable findings. 41 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 instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph cicd CI/CD security conf 1.00 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
github/codeql-action/init@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
lines 72, 84
.github/workflows/codeql.yml:72, 84 (2 hits)
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/deploy.yml 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/fetch-data.yml CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — pipeline/refresh_token.py:23
`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — pipeline/run_spotify.py:8
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — pipeline/spotify_auth.py:119
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — pipeline/use_camoufox.py:13
`requests.post(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
low System graph quality Integrity conf 1.00 8 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `DEPLOY_TARGET`, `DISCORD_WEBHOOK_URL`, `GH_TOKEN`, `GITHUB_ENV`, `GITHUB_REPOSITORY`, `GITHUB_TOKEN`, `POOLPAT_REPO`, `RAPIDAPI_KEY`. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 307 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 4 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 4 locations
.github/workflows/fetch-data.yml:29, 32 (2 hits)
.github/workflows/codeql.yml:62
.github/workflows/deploy.yml:56
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pipeline/spotify_discord_analytics.py:poll_playback, pipeline/spotify_enhanced_analytics.py:poll_playback 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 t…
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: dev/examples/list_top_tracks.py:main, dev/examples/control_playback.py:main, dev/examples/get_profile.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document w…
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 quality Integrity conf 1.00 Old/deprecated-named symbol `analytics_v2` in pipeline/spotify_enhanced_analytics.py:44
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `fetch_soundcloud_plays_v2` in pipeline/fetch_plays.py:152
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `fetch_soundcloud_plays_v2` in pipeline/tests/test_fetch_plays_orchestration.py:34
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: add_to_queue
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/camoufox_spotify_player.py:191
low System graph software Dead code conf 1.00 Possibly dead Python function: do_GET
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/spotify_auth.py:144
low System graph software Dead code conf 1.00 Possibly dead Python function: export_portfolio_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/spotify_enhanced_analytics.py:329
low System graph software Dead code conf 1.00 Possibly dead Python function: log_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/spotify_auth.py:165
low System graph software Dead code conf 1.00 Possibly dead Python function: play_track
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/camoufox_spotify_player.py:187
low System graph software Dead code conf 1.00 Possibly dead Python function: run_enhanced
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/spotify_enhanced_analytics.py:363
low System graph software Dead code conf 1.00 Possibly dead Python function: search_tracks
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/spotify_client.py:145
low System graph software Dead code conf 1.00 Possibly dead Python function: search_tracks
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/camoufox_spotify_player.py:179
low System graph software Dead code conf 1.00 Possibly dead Python function: sync_spotify_to_portfolio
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/spotify_enhanced_analytics.py:297
low System graph software Dead code conf 1.00 Possibly dead Python function: transfer_playback
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pipeline/camoufox_spotify_player.py:162
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
low System graph quality Integrity conf 1.00 Stub function `log_message` (body is just `pass`/`return`) — pipeline/spotify_auth.py:165
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
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