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shubhamsingh-cell/media-plan-generator

https://github.com/shubhamsingh-cell/media-plan-generator · scanned 2026-06-16 00:12 UTC (2 months, 2 weeks ago)

194 raw signals (0 security + 194 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 177 actionable findings from 1 signal source. 17 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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Scan summary Repository scanned at 73.6/100 with 100.0% coverage. It contains 6656 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 194 findings — concentrated in quality (153), security (20), software (16). Risk profile is low: 0 critical, 0 high, 32 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 141 of 177 actionable findings. 194 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 Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — static/js/campaign-intel-fetch.js:69
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — static/js/nova.js:217
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — static/js/platform.js:775
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — static/nova-auth-gate.js:325
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — static/nova-chat.js:2582
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — static/nova-embed.js:242
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .mcp.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.mcp.json VerificationMcp config
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 security security conf 1.00 Insecure pattern 'cors_wildcard' in app.py:11588
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
app.py:11588 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/applyflow-widget.js:440
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/applyflow-widget.js:440 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/back-to-suite.js:18
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/back-to-suite.js:18 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/js/hub.js:747
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/js/hub.js:747 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/js/motion-engine.js:32
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/js/motion-engine.js:32 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/js/nova-toast.js:66
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/js/nova-toast.js:66 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/js/nova.js:174
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/js/nova.js:174 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/js/platform.js:524
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/js/platform.js:524 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/js/role-cycling.js:176
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/js/role-cycling.js:176 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/js/story-scroll.js:115
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/js/story-scroll.js:115 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/nova-admin.html:392
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/nova-admin.html:392 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/nova-ats-widget.js:308
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/nova-ats-widget.js:308 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/nova-auth-gate.js:44
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/nova-auth-gate.js:44 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/nova-auth.js:208
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/nova-auth.js:208 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/nova-chat.js:1136
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/nova-chat.js:1136 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/nova-embed-demo.html:504
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/nova-embed-demo.html:504 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/nova-embed.js:133
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/nova-embed.js:133 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in static/sankey-viz.js:339
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
static/sankey-viz.js:339 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'insert_adjacent_html' in static/js/platform.js:838
Found a known-risky pattern (insert_adjacent_html). Review and replace if possible.
static/js/platform.js:838 Insert adjacent html
medium System graph security security conf 1.00 Insecure pattern 'insert_adjacent_html' in static/nova-auth.js:223
Found a known-risky pattern (insert_adjacent_html). Review and replace if possible.
static/nova-auth.js:223 Insert adjacent html
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — http_pool.py:4
`urllib.request.urlopen(...)` 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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 17 placeholder/mock markers across 8 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Runtime service client appears to use placeholder configuration
A runtime source file appears to wire Supabase/Firebase/AI/payment-style clients to placeholder URLs, keys, or fallback values. In the Fable corpus this often means the UI/API shape is present while the backend service is not actually configured.
Runtime configService clientGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 119 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 GitHub Action is tag-pinned rather than SHA-pinned
actions/upload-artifact@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/ci.yml:79 CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 17 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: web_scraper_router.py:get_stats, web_scraper_router.py:get_stats 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.
17 occurrences
repo-level (17 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: web_scraper_router.py:record_success, web_scraper_router.py:record, web_scraper_router.py:record 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 se…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: api_integrations.py:search_jobs, api_integrations.py:search_jobs, api_integrations.py:search_jobs, api_integrations.py:search_jobs This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Cons…
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 `_write_backup` in scripts/migrate_voyage_4.py:318
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 `BLS_v1` in api_enrichment.py:930
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 `ch_copy` in excel_v2.py:2010
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 `code_copy` in static/nova-chat.js:814
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 `eleven_monolingual_v1` in routes/tts.py:21
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 `excel_v2` in app.py:3547
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 `excel_v2` in archive/excel_legacy.py:4
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 `excel_v2` in cited_data_block.py:9
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 `excel_v2` in competitive_intel.py:1469
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 `excel_v2` in plan_schema.py:18
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 `excel_v2` in scripts/render_sample_outputs.py:98
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 `generate_excel_v2` in tests/test_excel_provenance.py:8
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 `headline_copy` in social_plan.py:1606
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 `intl_role_benchmarks_v1` in intl_benchmark_lookup.py:3
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 `intl_role_benchmarks_v1` in joveo_slides_template.py:535
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 `intl_role_benchmarks_v1` in kb_loader.py:295
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 `intl_role_benchmarks_v1` in plan_currency.py:13
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 `intl_role_benchmarks_v1` in tests/test_plan_currency.py:123
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 `kb_backup` in supabase_cache.py:858
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 `markdown_v2` in apis/scrapers/crawl4ai_client.py:293
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 `nova_context_v2` in static/js/platform.js:279
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 `nova_knowledge_v2` in docs/rag_implementation_sketch.py:81
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 `nova_knowledge_v2` in rag_pipeline.py:8
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 `nova_knowledge_v2` in scripts/rag_backfill.py:4
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 `old_backup` in scripts/backup_kb.py:112
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 `scribe_v2` in elevenlabs_integration.py:428
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 `slotops_baselines_v1` in slotops_engine.py:199
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 `stats_copy` in outcome_pipeline.py:782
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 `tier_3_old` in scripts/extract_client_plans.py:214
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 cicd CI/CD security conf 1.00 package.json defines install-time lifecycle scripts
preinstall/install/postinstall/prepare scripts execute during dependency installation. Review them carefully for network calls, obfuscation, shell execution, or credential access.
package.json CI/CD securitySupply chainNpm
low System graph software Dead code conf 1.00 Possibly dead Python function: check_content_changed
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
web_scraper_router.py:1683
low System graph software Dead code conf 1.00 Possibly dead Python function: format_recommendation_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
channel_recommender.py:1048
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_postmortem
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
sentry_integration.py:417
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.
web_scraper_router.py:1334
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.
web_scraper_router.py:1317
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.
web_scraper_router.py:1307
low System graph software Dead code conf 1.00 Possibly dead Python function: list_ab_tests
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
llm_router.py:1958
low System graph software Dead code conf 1.00 Possibly dead Python function: record_ab_result
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
llm_router.py:1899
low System graph software Dead code conf 1.00 Possibly dead Python function: search_federal_jobs_resilient
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
api_integrations.py:3812
low System graph software Dead code conf 1.00 Possibly dead Python function: search_jobs_resilient
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
api_integrations.py:3754
low System graph software Dead code conf 1.00 Possibly dead Python function: send_brief_email
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
morning_brief.py:239
low System graph software Dead code conf 1.00 Possibly dead Python function: send_pulse_email
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
market_pulse.py:2087
low System graph software Dead code conf 1.00 Possibly dead Python function: set_ab_test
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
llm_router.py:1861
low System graph software Dead code conf 1.00 Possibly dead Python function: start_proactive_health
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
sentry_integration.py:2224
low System graph software Dead code conf 1.00 Possibly dead Python function: stop_proactive_health
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
sentry_integration.py:2232
low System graph software Dead code conf 1.00 Possibly dead Python function: test_all_apis
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
api_integrations.py:3540
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — static/nova-auth.js:546
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph quality Integrity conf 1.00 Stub function `get_cpa_median_usd` (body is just `pass`/`return`) — joveo_slides_template.py:45
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `get_local_salary_summary` (body is just `pass`/`return`) — cited_data_block.py:34
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `get_persistence` (body is just `pass`/`return`) — app.py:5708
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Complexity conf 1.00 Very large file: api_enrichment.py (18774 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: api_integrations.py (4174 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: api_portal.py (1661 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: app.py (22469 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: applyflow.py (1728 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: archive/excel_legacy.py (12499 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: audit_tool.py (2617 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: budget_engine.py (4449 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: budget_simulator.py (1579 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: collar_intelligence.py (2237 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: competitive_intel.py (2813 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: data_enrichment.py (1649 lines)
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low System graph quality Complexity conf 1.00 Very large file: data_matrix_monitor.py (1622 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: data_synthesizer.py (4948 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: docs/rag_implementation_sketch.py (1450 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: eval_framework.py (1547 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: excel_v2.py (7626 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: gold_standard.py (4085 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: hire_signal.py (3096 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: joveo_slides_template.py (1454 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: llm_router.py (4729 lines)
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low System graph quality Complexity conf 1.00 Very large file: market_intel_reports.py (2269 lines)
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low System graph quality Complexity conf 1.00 Very large file: market_pulse.py (2149 lines)
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low System graph quality Complexity conf 1.00 Very large file: market_signals.py (1517 lines)
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low System graph quality Complexity conf 1.00 Very large file: monitoring.py (2867 lines)
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low System graph quality Complexity conf 1.00 Very large file: nova_slack.py (1815 lines)
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low System graph quality Complexity conf 1.00 Very large file: performance_tracker.py (2118 lines)
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low System graph quality Complexity conf 1.00 Very large file: ppt_generator.py (10168 lines)
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low System graph quality Complexity conf 1.00 Very large file: quick_plan.py (1747 lines)
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low System graph quality Complexity conf 1.00 Very large file: rag_pipeline.py (1948 lines)
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low System graph quality Complexity conf 1.00 Very large file: research.py (8723 lines)
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low System graph quality Complexity conf 1.00 Very large file: resilience_router.py (2302 lines)
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low System graph quality Complexity conf 1.00 Very large file: routes/health.py (1663 lines)
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low System graph quality Complexity conf 1.00 Very large file: scripts/expand_supabase_tables.py (1371 lines)
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low System graph quality Complexity conf 1.00 Very large file: scripts/extract_client_plans.py (2310 lines)
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low System graph quality Complexity conf 1.00 Very large file: scripts/generate_qc_audit_docx.py (1607 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: sentry_integration.py (2243 lines)
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low System graph quality Complexity conf 1.00 Very large file: skill_target.py (2567 lines)
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low System graph quality Complexity conf 1.00 Very large file: slotops_engine.py (2472 lines)
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low System graph quality Complexity conf 1.00 Very large file: social_plan.py (2579 lines)
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low System graph quality Complexity conf 1.00 Very large file: standardizer.py (1663 lines)
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low System graph quality Complexity conf 1.00 Very large file: static/js/hub.js (1584 lines)
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low System graph quality Complexity conf 1.00 Very large file: static/js/nova.js (4049 lines)
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low System graph quality Complexity conf 1.00 Very large file: static/js/platform.js (2375 lines)
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low System graph quality Complexity conf 1.00 Very large file: static/nova-chat.js (4297 lines)
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low System graph quality Complexity conf 1.00 Very large file: talent_heatmap.py (2287 lines)
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low System graph quality Complexity conf 1.00 Very large file: tests/stress_test_comprehensive.py (1442 lines)
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low System graph quality Complexity conf 1.00 Very large file: tests/test_intl_chatbot_scenarios.py (1320 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_s50_upgrades.py (1278 lines)
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low System graph quality Complexity conf 1.00 Very large file: trend_engine.py (2688 lines)
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low System graph quality Complexity conf 1.00 Very large file: vector_search.py (2446 lines)
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low System graph quality Complexity conf 1.00 Very large file: web_scraper_router.py (1874 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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