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Nam-Aniket/northstar

https://github.com/Nam-Aniket/northstar · scanned 2026-06-16 04:34 UTC (1 month, 4 weeks ago)

34 raw signals (0 security + 34 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 4 weeks ago · v1 · 23 actionable findings from 1 signal source. 11 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
98.1
/100
Security checks
98
0 findings
System graph
98
66.7% cov · 23 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 3 Low 20 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 23 Crowd 0 Layer: Software 13 Quality 10
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Scan summary Repository scanned at 98.1/100 with 66.7% coverage. It contains 484 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 34 findings — concentrated in quality (21), software (13). Risk profile is low: 0 critical, 0 high, 3 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 23 of 23 actionable findings. 34 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 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — run_pipeline.py:43
`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 Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 29 source file(s) (ratio 0.03). Consider adding integration or unit tests for critical paths.
Coverage
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: `BING_SEARCH_API_KEY`, `BRAVE_API_KEY`, `COMPANIES_HOUSE_API_KEY`, `DEEPSEEK_API_KEY`, `GOOGLE_CSE_CX`, `GOOGLE_CSE_KEY`, `OPENAI_API_KEY`, `SERPAPI_API_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 222 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 quality Integrity conf 1.00 9 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: superpowered_crawler_final.py:discover_candidates, local_apify_crawler.py:discover_candidates 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 they're separ…
9 occurrences
repo-level (9 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: config.py:items, config.py:items, config.py:items, config.py:items 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 they're separate.
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `days_old` in 00b_validate_active_hirers.py:45
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: greenhouse_api_url
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:372
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
local_apify_crawler.py:266
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_endtag
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
local_apify_crawler.py:253
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_starttag
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
local_apify_crawler.py:236
low System graph software Dead code conf 1.00 Possibly dead Python function: jobdata_from_greenhouse
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:441
low System graph software Dead code conf 1.00 Possibly dead Python function: jobdata_from_lever
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:453
low System graph software Dead code conf 1.00 Possibly dead Python function: jobdata_from_smartrecruiters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:465
low System graph software Dead code conf 1.00 Possibly dead Python function: jobdata_from_workday
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:482
low System graph software Dead code conf 1.00 Possibly dead Python function: lever_api_url
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:396
low System graph software Dead code conf 1.00 Possibly dead Python function: run_one
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
local_apify_crawler.py:876
low System graph software Dead code conf 1.00 Possibly dead Python function: smartrecruiters_api_url
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:406
low System graph software Dead code conf 1.00 Possibly dead Python function: source_quality
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
prepare_job_posts.py:454
low System graph software Dead code conf 1.00 Possibly dead Python function: workday_api_url
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
jd_resolver.py:417
low System graph quality Complexity conf 1.00 Very large file: generate_accepted_resumes.py (1146 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: superpowered_crawler_final.py (2001 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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