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yonseiedtech/yonsei-edtech

https://github.com/yonseiedtech/yonsei-edtech · scanned 2026-06-16 01:07 UTC (2 months, 1 week ago)

369 raw signals (0 security + 369 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 364 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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Scan summary Repository scanned at 55.5/100 with 88.9% coverage. It contains 7519 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 369 findings — concentrated in frontend (178), quality (87), api (78). Risk profile is high: 11 critical, 69 high, 45 medium. Recommended next step: open the frontend layer findings first — that's where the highest-impact wins live.

Showing 204 of 364 actionable findings. 369 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.

critical System graph security Secrets conf 1.00 Possible secret in public/firebase-messaging-sw.js
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
public/firebase-messaging-sw.js:19
critical System graph security Secrets conf 1.00 Possible secret in scripts/check-alumni-theses-count.mjs
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
scripts/check-alumni-theses-count.mjs:5
critical System graph security Secrets conf 1.00 2 occurrences Possible secret in scripts/create-admin.mjs
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
lines 10, 23
scripts/create-admin.mjs:10, 23 (2 hits)
critical System graph security Secrets conf 1.00 Possible secret in scripts/migrate-press-to-promotion.mjs
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
scripts/migrate-press-to-promotion.mjs:12
critical System graph security Secrets conf 1.00 2 occurrences Possible secret in scripts/reset-admin.mjs
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
lines 10, 23
scripts/reset-admin.mjs:10, 23 (2 hits)
critical System graph security Secrets conf 1.00 Possible secret in scripts/rollback-press-migration.mjs
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
scripts/rollback-press-migration.mjs:12
critical System graph security Secrets conf 1.00 2 occurrences Possible secret in scripts/seed-newsletter-issue-1.mjs
Detected pattern matching generic_api_key. Rotate the credential and move to a secret manager.
lines 20, 29
scripts/seed-newsletter-issue-1.mjs:20, 29 (2 hits)
critical System graph security Secrets conf 1.00 Possible secret in src/components/mypage/MyPageView.tsx
Detected pattern matching password_literal. Rotate the credential and move to a secret manager.
src/components/mypage/MyPageView.tsx:89
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/activities/${activityId}/my-application (src/features/activities/ActivityDetail.tsx:274)
`src/features/activities/ActivityDetail.tsx:274` calls `GET /api/activities/${activityId}/my-application` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/activities/<p>/my-application` If this points at an external A…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/activities?type=${type} (src/features/activities/ActivityPage.tsx:128)
`src/features/activities/ActivityPage.tsx:128` calls `GET /api/activities?type=${type}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/activities` If this points at an external API, prefix it with `https://` so the …
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/admin/audit-users (src/app/admin/user-audit/page.tsx:49)
`src/app/admin/user-audit/page.tsx:49` calls `GET /api/admin/audit-users` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/audit-users` If this points at an external API, prefix it with `https://` so the matcher…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/auth/check-username?username=${encodeURIComponent(watchedUsername)} (src/features/auth/signup-steps/Step1AccountInfo.tsx:76)
`src/features/auth/signup-steps/Step1AccountInfo.tsx:76` calls `GET /api/auth/check-username?username=${encodeURIComponent(watchedUsername)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/check-username` If th…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/auth/check-username?username=${encodeURIComponent(watchedUsername)} (src/features/auth/SignupForm.tsx:173)
`src/features/auth/SignupForm.tsx:173` calls `GET /api/auth/check-username?username=${encodeURIComponent(watchedUsername)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/check-username` If this points at an ex…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/auth/guest-history-preview?${params} (src/features/auth/SignupMultiStep.tsx:69)
`src/features/auth/SignupMultiStep.tsx:69` calls `GET /api/auth/guest-history-preview?${params}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/guest-history-preview` If this points at an external API, prefix i…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/auth/resolve-email?username=${encodeURIComponent(username)} (src/features/auth/useAuth.ts:27)
`src/features/auth/useAuth.ts:27` calls `GET /api/auth/resolve-email?username=${encodeURIComponent(username)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/resolve-email` If this points at an external API, pr…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/chatbot (src/lib/use-orchestra-chat.ts:71)
`src/lib/use-orchestra-chat.ts:71` calls `GET /api/chatbot` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/chatbot` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/console/potential-members (src/app/console/potential-members/page.tsx:50)
`src/app/console/potential-members/page.tsx:50` calls `GET /api/console/potential-members` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/console/potential-members` If this points at an external API, prefix it with …
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/diagnosis/peer-stats (src/lib/bkend.ts:2427)
`src/lib/bkend.ts:2427` calls `GET /api/diagnosis/peer-stats` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/diagnosis/peer-stats` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/me/applications (src/components/mypage/MyActivitiesView.tsx:104)
`src/components/mypage/MyActivitiesView.tsx:104` calls `GET /api/me/applications` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/me/applications` If this points at an external API, prefix it with `https://` so the m…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/me/applications (src/components/mypage/MyPageView.tsx:184)
`src/components/mypage/MyPageView.tsx:184` calls `GET /api/me/applications` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/me/applications` If this points at an external API, prefix it with `https://` so the matcher…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/me/export (src/app/mypage/data-export/page.tsx:48)
`src/app/mypage/data-export/page.tsx:48` calls `GET /api/me/export` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/me/export` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/posts/${id}/vote (src/app/board/[id]/page.tsx:83)
`src/app/board/[id]/page.tsx:83` calls `GET /api/posts/${id}/vote` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/posts/<p>/vote` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/reviews/cert-no?seminarId=${seminarId}&speakerName=${encodeURIComponent(speakerName)} (src/app/seminars/[id]/speaker-review/page.tsx:219)
`src/app/seminars/[id]/speaker-review/page.tsx:219` calls `GET /api/reviews/cert-no?seminarId=${seminarId}&speakerName=${encodeURIComponent(speakerName)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews/cert-…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/reviews?${params} (src/app/seminars/[id]/review/page.tsx:84)
`src/app/seminars/[id]/review/page.tsx:84` calls `GET /api/reviews?${params}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `https://` so the matcher skips…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/reviews?${params} (src/app/seminars/[id]/speaker-review/page.tsx:281)
`src/app/seminars/[id]/speaker-review/page.tsx:281` calls `GET /api/reviews?${params}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `https://` so the matc…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/reviews?seminarId=${seminar.id}&mode=list (src/features/seminar/SeminarReviews.tsx:73)
`src/features/seminar/SeminarReviews.tsx:73` calls `GET /api/reviews?seminarId=${seminar.id}&mode=list` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `http…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/reviews?seminarId=${seminarId}&mode=list (src/app/seminars/[id]/page.tsx:94)
`src/app/seminars/[id]/page.tsx:94` calls `GET /api/reviews?seminarId=${seminarId}&mode=list` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `https://` so t…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/sheets?url=${encodeURIComponent(csvUrl)} (src/features/seminar-admin/NametagGenerator.tsx:488)
`src/features/seminar-admin/NametagGenerator.tsx:488` calls `GET /api/sheets?url=${encodeURIComponent(csvUrl)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/sheets` If this points at an external API, prefix it wit…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/sheets?url=${encodeURIComponent(csvUrl)} (src/features/seminar-admin/ReportTab.tsx:539)
`src/features/seminar-admin/ReportTab.tsx:539` calls `GET /api/sheets?url=${encodeURIComponent(csvUrl)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/sheets` If this points at an external API, prefix it with `http…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET /api/sheets?url=${encodeURIComponent(getSheetCsvUrl(sheetId))} (src/features/seminar-admin/RegistrationsTab.tsx:865)
`src/features/seminar-admin/RegistrationsTab.tsx:865` calls `GET /api/sheets?url=${encodeURIComponent(getSheetCsvUrl(sheetId))}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/sheets` If this points at an external A…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET https://api.crossref.org/works/${encodeURIComponent(doi)} (scripts/poc-research-review.mjs:119)
`scripts/poc-research-review.mjs:119` calls `GET https://api.crossref.org/works/${encodeURIComponent(doi)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/api.crossref.org/works/<p>` If this points at an exte…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET https://api.crossref.org/works/${encodeURIComponent(doi)} (src/lib/crossref.ts:97)
`src/lib/crossref.ts:97` calls `GET https://api.crossref.org/works/${encodeURIComponent(doi)}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/api.crossref.org/works/<p>` If this points at an external API, pre…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2 (src/app/alumni/thesis/[id]/opengraph-image.tsx:60)
`src/app/alumni/thesis/[id]/opengraph-image.tsx:60` calls `GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/fonts.gstatic.com/s/nanu…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2 (src/app/archive/[type]/[id]/opengraph-image.tsx:77)
`src/app/archive/[type]/[id]/opengraph-image.tsx:77` calls `GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/fonts.gstatic.com/s/nan…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2 (src/app/card-news/[id]/opengraph-image.tsx:11)
`src/app/card-news/[id]/opengraph-image.tsx:11` calls `GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/fonts.gstatic.com/s/nanumgot…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2 (src/app/seminars/[id]/opengraph-image.tsx:63)
`src/app/seminars/[id]/opengraph-image.tsx:63` calls `GET https://fonts.gstatic.com/s/nanumgothic/v23/PN_3Rfu-cuLQmEsRPRm90Q.woff2` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/fonts.gstatic.com/s/nanumgoth…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: PATCH /api/reviews (src/app/seminars/[id]/review/page.tsx:151)
`src/app/seminars/[id]/review/page.tsx:151` calls `PATCH /api/reviews` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: PATCH /api/reviews (src/app/seminars/[id]/speaker-review/page.tsx:331)
`src/app/seminars/[id]/speaker-review/page.tsx:331` calls `PATCH /api/reviews` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `https://` so the matcher skip…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/activities/${activityId}/application-lookup (src/features/activities/ActivityDetail.tsx:3384)
`src/features/activities/ActivityDetail.tsx:3384` calls `POST /api/activities/${activityId}/application-lookup` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/activities/<p>/application-lookup` If this points at an …
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/activities/${activityId}/apply (src/features/activities/ActivityDetail.tsx:394)
`src/features/activities/ActivityDetail.tsx:394` calls `POST /api/activities/${activityId}/apply` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/activities/<p>/apply` If this points at an external API, prefix it wit…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/activities/${activityId}/apply (src/features/activities/ActivityDetail.tsx:423)
`src/features/activities/ActivityDetail.tsx:423` calls `POST /api/activities/${activityId}/apply` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/activities/<p>/apply` If this points at an external API, prefix it wit…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/admin/ai-forum/advance (src/app/console/ai-forum/page.tsx:139)
`src/app/console/ai-forum/page.tsx:139` calls `POST /api/admin/ai-forum/advance` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/ai-forum/advance` If this points at an external API, prefix it with `https://` so…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/admin/impersonate (src/app/console/members/[id]/page.tsx:59)
`src/app/console/members/[id]/page.tsx:59` calls `POST /api/admin/impersonate` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/impersonate` If this points at an external API, prefix it with `https://` so the ma…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/admin/impersonate/revert (src/components/layout/ImpersonationBanner.tsx:47)
`src/components/layout/ImpersonationBanner.tsx:47` calls `POST /api/admin/impersonate/revert` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/impersonate/revert` If this points at an external API, prefix it wit…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/admin/migrate-applicants?mode=${mode} (src/app/console/migrate-applicants/page.tsx:38)
`src/app/console/migrate-applicants/page.tsx:38` calls `POST /api/admin/migrate-applicants?mode=${mode}` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/migrate-applicants` If this points at an external API, pr…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/admin/reset-password (src/app/console/members/[id]/page.tsx:174)
`src/app/console/members/[id]/page.tsx:174` calls `POST /api/admin/reset-password` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/reset-password` If this points at an external API, prefix it with `https://` so…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/admin/roadmap/seed (src/app/console/roadmap/page.tsx:194)
`src/app/console/roadmap/page.tsx:194` calls `POST /api/admin/roadmap/seed` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/roadmap/seed` If this points at an external API, prefix it with `https://` so the matc…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/admin/seed-board-content (src/app/console/page.tsx:78)
`src/app/console/page.tsx:78` calls `POST /api/admin/seed-board-content` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/admin/seed-board-content` If this points at an external API, prefix it with `https://` so the m…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/ai/agent-workflow (src/app/console/agent-workflows/page.tsx:45)
`src/app/console/agent-workflows/page.tsx:45` calls `POST /api/ai/agent-workflow` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/ai/agent-workflow` If this points at an external API, prefix it with `https://` so the…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/ai/conference-extract (src/features/conference/ConferenceProgramEditor.tsx:463)
`src/features/conference/ConferenceProgramEditor.tsx:463` calls `POST /api/ai/conference-extract` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/ai/conference-extract` If this points at an external API, prefix it wi…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/ai/poster (src/features/seminar-admin/PosterGenerator.tsx:53)
`src/features/seminar-admin/PosterGenerator.tsx:53` calls `POST /api/ai/poster` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/ai/poster` If this points at an external API, prefix it with `https://` so the matcher s…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/ai/semester-report (src/app/admin/semester-report/page.tsx:31)
`src/app/admin/semester-report/page.tsx:31` calls `POST /api/ai/semester-report` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/ai/semester-report` If this points at an external API, prefix it with `https://` so the…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/ai/yonsei-agent (src/features/yonsei-agents/useAgentJobs.ts:69)
`src/features/yonsei-agents/useAgentJobs.ts:69` calls `POST /api/ai/yonsei-agent` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/ai/yonsei-agent` If this points at an external API, prefix it with `https://` so the m…
Dangling fetchFetch
medium System graph cicd CI/CD security conf 1.00 Dangling fetch: POST /api/auth/auto-approve (src/features/auth/signup-steps/runSignupFlow.ts:187)
`src/features/auth/signup-steps/runSignupFlow.ts:187` calls `POST /api/auth/auto-approve` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/auto-approve` If this points at an external API, prefix it with `https://…
CI/CD securityagent runtimepermissions
medium System graph cicd CI/CD security conf 1.00 Dangling fetch: POST /api/auth/auto-approve (src/features/auth/SignupForm.tsx:345)
`src/features/auth/SignupForm.tsx:345` calls `POST /api/auth/auto-approve` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/auto-approve` If this points at an external API, prefix it with `https://` so the matche…
CI/CD securityagent runtimepermissions
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/auth/forgot-password/answer (src/app/forgot-password/page.tsx:74)
`src/app/forgot-password/page.tsx:74` calls `POST /api/auth/forgot-password/answer` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/forgot-password/answer` If this points at an external API, prefix it with `http…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/auth/forgot-password/verify (src/app/forgot-password/page.tsx:51)
`src/app/forgot-password/page.tsx:51` calls `POST /api/auth/forgot-password/verify` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/forgot-password/verify` If this points at an external API, prefix it with `http…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/auth/link-guest-applicants (src/lib/guestLinker.ts:70)
`src/lib/guestLinker.ts:70` calls `POST /api/auth/link-guest-applicants` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/auth/link-guest-applicants` If this points at an external API, prefix it with `https://` so the…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/certificates/batch (src/app/admin/certificates/page.tsx:104)
`src/app/admin/certificates/page.tsx:104` calls `POST /api/certificates/batch` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/certificates/batch` If this points at an external API, prefix it with `https://` so the m…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/certificates/email (src/app/admin/certificates/page.tsx:168)
`src/app/admin/certificates/page.tsx:168` calls `POST /api/certificates/email` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/certificates/email` If this points at an external API, prefix it with `https://` so the m…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/certificates/pdf (src/app/admin/certificates/page.tsx:358)
`src/app/admin/certificates/page.tsx:358` calls `POST /api/certificates/pdf` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/certificates/pdf` If this points at an external API, prefix it with `https://` so the match…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/certificates/pdf (src/features/seminar-admin/CertificateGenerator.tsx:1490)
`src/features/seminar-admin/CertificateGenerator.tsx:1490` calls `POST /api/certificates/pdf` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/certificates/pdf` If this points at an external API, prefix it with `https…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/comm/notify-answer (src/features/comm-board/AnswerThread.tsx:95)
`src/features/comm-board/AnswerThread.tsx:95` calls `POST /api/comm/notify-answer` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/comm/notify-answer` If this points at an external API, prefix it with `https://` so t…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/cron/loyalty-snapshot (src/features/insights/LoyaltyTrendSection.tsx:79)
`src/features/insights/LoyaltyTrendSection.tsx:79` calls `POST /api/cron/loyalty-snapshot` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/cron/loyalty-snapshot` If this points at an external API, prefix it with `htt…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/email/approval (src/features/admin/AdminUserList.tsx:20)
`src/features/admin/AdminUserList.tsx:20` calls `POST /api/email/approval` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/email/approval` If this points at an external API, prefix it with `https://` so the matcher s…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/email/inquiry-reply (src/features/admin/AdminInquiryTab.tsx:76)
`src/features/admin/AdminInquiryTab.tsx:76` calls `POST /api/email/inquiry-reply` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/email/inquiry-reply` If this points at an external API, prefix it with `https://` so t…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/email/newsletter (src/features/admin/AdminNewsletterTab.tsx:112)
`src/features/admin/AdminNewsletterTab.tsx:112` calls `POST /api/email/newsletter` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/email/newsletter` If this points at an external API, prefix it with `https://` so the…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/parse-excel (src/features/seminar-admin/RegistrationsTab.tsx:815)
`src/features/seminar-admin/RegistrationsTab.tsx:815` calls `POST /api/parse-excel` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/parse-excel` If this points at an external API, prefix it with `https://` so the mat…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/posts/${id}/vote (src/app/board/[id]/page.tsx:95)
`src/app/board/[id]/page.tsx:95` calls `POST /api/posts/${id}/vote` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/posts/<p>/vote` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/push/register (src/lib/push.ts:103)
`src/lib/push.ts:103` calls `POST /api/push/register` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/push/register` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/push/unregister (src/lib/push.ts:129)
`src/lib/push.ts:129` calls `POST /api/push/unregister` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/push/unregister` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/reviews (src/app/seminars/[id]/review/page.tsx:168)
`src/app/seminars/[id]/review/page.tsx:168` calls `POST /api/reviews` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/reviews (src/app/seminars/[id]/speaker-review/page.tsx:349)
`src/app/seminars/[id]/speaker-review/page.tsx:349` calls `POST /api/reviews` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/reviews` If this points at an external API, prefix it with `https://` so the matcher skips…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/seminars/${seminar.id}/speaker-token (src/features/seminar-admin/ReviewManagement.tsx:179)
`src/features/seminar-admin/ReviewManagement.tsx:179` calls `POST /api/seminars/${seminar.id}/speaker-token` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/seminars/<p>/speaker-token` If this points at an external A…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/seminars/${seminar.id}/speaker-token (src/features/seminar/SeminarLMS.tsx:132)
`src/features/seminar/SeminarLMS.tsx:132` calls `POST /api/seminars/${seminar.id}/speaker-token` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/seminars/<p>/speaker-token` If this points at an external API, prefix i…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST https://api.openai.com/v1/chat/completions (scripts/poc-research-review.mjs:216)
`scripts/poc-research-review.mjs:216` calls `POST https://api.openai.com/v1/chat/completions` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/api.openai.com/v1/chat/completions` If this points at an external A…
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST https://api.semanticscholar.org/graph/v1/paper/DOI:${encodeURIComponent(doi)}?fields=abstract,tldr (scripts/poc-research-review.mjs:137)
`scripts/poc-research-review.mjs:137` calls `POST https://api.semanticscholar.org/graph/v1/paper/DOI:${encodeURIComponent(doi)}?fields=abstract,tldr` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/api.semanti…
Dangling fetchFetch
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/app/board/[id]/page.tsx:306
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/app/layout.tsx:138
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/components/diagnosis/DiagnosisRunner.tsx:316
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/components/seo/JsonLd.tsx:52
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/features/board/PostForm.tsx:266
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/features/journal/components/JournalArticleView.tsx:67
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/types/diagnostic.ts:119
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — public/sw.js:51
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 — scripts/poc-research-review.mjs:96
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 — src/app/admin/certificates/page.tsx:104
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 — src/app/board/[id]/page.tsx:83
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 — src/app/seminars/[id]/page.tsx:94
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 — src/app/seminars/[id]/review/page.tsx:168
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 — src/app/seminars/[id]/speaker-review/page.tsx:349
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 — src/components/mypage/MyActivitiesView.tsx:104
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 — src/components/mypage/MyPageView.tsx:184
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 — src/features/activities/ActivityDetail.tsx:274
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 — src/features/activities/ActivityPage.tsx:45
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 — src/features/activities/StudySessionAssignmentsCard.tsx:146
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 — src/features/activities/StudySessionReflectionCard.tsx:97
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 — src/features/agent/useAgentServer.ts:60
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 — src/features/board/InterviewBuilder.tsx:515
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 — src/features/dashboard/NewMemberChecklistWidget.tsx:7
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 — src/features/seminar-admin/RegistrationsTab.tsx:815
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 — src/features/seminar/SeminarReviews.tsx:73
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 — src/features/yonsei-agents/useAgentJobs.ts: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 — src/lib/bkend.ts:2427
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 — src/lib/guestLinker.ts:70
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 — src/lib/push.ts:103
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 — src/lib/research-paper-source.ts:103
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 — src/lib/storage.ts:52
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 agent-server/main.py:42
Found a known-risky pattern (cors_wildcard). Review and replace if possible.
agent-server/main.py:42 Cors wildcard
medium System graph security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in src/app/board/[id]/page.tsx:306
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
src/app/board/[id]/page.tsx:306 Dangerous innerhtml
medium System graph security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in src/app/layout.tsx:138
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
src/app/layout.tsx:138 Dangerous innerhtml
medium System graph security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in src/components/diagnosis/DiagnosisRunner.tsx:316
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
src/components/diagnosis/DiagnosisRunner.tsx:316 Dangerous innerhtml
medium System graph security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in src/components/seo/JsonLd.tsx:52
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
src/components/seo/JsonLd.tsx:52 Dangerous innerhtml
medium System graph security security conf 1.00 Insecure pattern 'dangerous_innerhtml' in src/features/board/PostForm.tsx:266
Found a known-risky pattern (dangerous_innerhtml). Review and replace if possible.
src/features/board/PostForm.tsx:266 Dangerous innerhtml
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in src/features/seminar-admin/CertificateGenerator.tsx:1595
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
src/features/seminar-admin/CertificateGenerator.tsx:1595 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in src/features/seminar-admin/NametagGenerator.tsx:542
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
src/features/seminar-admin/NametagGenerator.tsx:542 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/deploy-vercel.js:28
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/deploy-vercel.js:28 Node child process
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 951 placeholder/mock markers across 217 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 Tests conf 1.00 Very low test-to-source ratio
43 test file(s) for 1118 source file(s) (ratio 0.04). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 24 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `AUTH_TOKEN`, `BASE_URL`, `CHROME_PATH`, `CRON_SECRET`, `FIREBASE_SERVICE_ACCOUNT_KEY`, `GOOGLE_GENERATIVE_AI_API_KEY`, `HOST`, `NEXT_PUBLIC_FIREBASE_API_KEY` + 16 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't br…
config drift
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 411 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 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/setup-node@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 2 locations
.github/workflows/ci.yml:16
.github/workflows/deploy.yml:17
CI/CD securitySupply chainGithub actions
low System graph security security conf 1.00 Insecure pattern 'document_write' in src/features/seminar-admin/RegistrationsTab.tsx:202
Found a known-risky pattern (document_write). Review and replace if possible.
src/features/seminar-admin/RegistrationsTab.tsx:202 Document write
low System graph security security conf 1.00 Insecure pattern 'document_write' in src/features/seminar-admin/ReportTab.tsx:116
Found a known-risky pattern (document_write). Review and replace if possible.
src/features/seminar-admin/ReportTab.tsx:116 Document write
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: agent-server/store.py:get_agents, agent-server/store.py:get_agent 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.
2 occurrences
repo-level (2 hits)
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 `deleteOld` in src/app/mypage/notifications/page.tsx:231
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 `yedu_comm_guest_name_v1` in src/features/comm-board/guest-name.ts: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 `yedu_content_seed_done_v1` in src/app/console/page.tsx:64
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 `yedu_dashboard_diet_notice_v1` in src/app/dashboard/page.tsx:200
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 `yedu_post_draft_v1` in src/features/board/PostForm.tsx:73
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 `yedu_welcome_banner_dismissed_v1` in src/features/dashboard/NewMemberWelcomeBanner.tsx:14
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 `yonsei_whats_new_dismissed_v2` in src/app/whats-new/page.tsx:24
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 `yonsei_whats_new_dismissed_v2` in src/components/mypage/MyPageView.tsx:111
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: decorator
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
agent-server/tools/registry.py:9
low System graph software Dead code conf 1.00 Possibly dead Python function: verify_token
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
agent-server/main.py:51
low System graph frontend Frontend quality conf 1.00 React Flow <Controls> without dark theming — src/features/network/NetworkGraph.tsx:227
`<Controls>` ships with white buttons. Override `.react-flow__controls` and `.react-flow__controls-button` in your stylesheet or pass a styled wrapper. Why: P1 in CHECKLIST.md — vendor defaults bleed light through. Rule id: fq.controls.no-bg
Fq controls no bg
low System graph frontend Frontend quality conf 1.00 React Flow <Controls> without dark theming — src/features/research/ResearchModelEditor.tsx:489
`<Controls>` ships with white buttons. Override `.react-flow__controls` and `.react-flow__controls-button` in your stylesheet or pass a styled wrapper. Why: P1 in CHECKLIST.md — vendor defaults bleed light through. Rule id: fq.controls.no-bg
Fq controls no bg
low System graph frontend Frontend quality conf 1.00 React Flow <MiniMap> without dark background — src/features/network/NetworkGraph.tsx:228
A bare <MiniMap> renders with the vendor's white default in dark themes. Wrap the canvas in a class that overrides `.react-flow__minimap` background, or pass an explicit `style`/`maskColor`/`bgColor`. Why: P1 in CHECKLIST.md — vendor defaults bleed light through. Rule id: fq.minimap.no-bg
Fq minimap no bg
low System graph frontend Frontend quality conf 1.00 React Flow <MiniMap> without dark background — src/features/research/ResearchModelEditor.tsx:490
A bare <MiniMap> renders with the vendor's white default in dark themes. Wrap the canvas in a class that overrides `.react-flow__minimap` background, or pass an explicit `style`/`maskColor`/`bgColor`. Why: P1 in CHECKLIST.md — vendor defaults bleed light through. Rule id: fq.minimap.no-bg
Fq minimap no bg
low System graph frontend Frontend quality conf 1.00 React Flow edge with `label=` but no project-wide edge-label CSS override — src/app/research/page.tsx:220
React Flow edge labels render with a white rectangle behind the text by default, which scatters bright boxes across a dark canvas. Either drop the label, or override `.react-flow__edge-textbg` and `.react-flow__edge-text` in your stylesheet. Why: P-H in CHECKLIST.md — vendor edge labels bleed whit…
Fq edge label no bg
low System graph frontend Frontend quality conf 1.00 React Flow edge with `label=` but no project-wide edge-label CSS override — src/types/research-model.ts:210
React Flow edge labels render with a white rectangle behind the text by default, which scatters bright boxes across a dark canvas. Either drop the label, or override `.react-flow__edge-textbg` and `.react-flow__edge-text` in your stylesheet. Why: P-H in CHECKLIST.md — vendor edge labels bleed whit…
Fq edge label no bg
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 — scripts/analyze-abstract-sentences.ts:78
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/analyze-alumni-abstracts.ts:79
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/apply-archive-links.ts:33
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/apply-measurement-seeds.ts:16
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/deploy-vercel.js:82
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/enrich-measurement-tools.ts:96
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/extract-thesis-analysis.ts:172
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/link-theses-concepts.ts:117
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/link-thesis-methods.ts:76
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/rebuild-thesis-method-links.ts:35
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/reclassify-concepts.ts:141
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-assumption-remedies.ts:189
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-cognitive-measurements-2.ts:55
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-cognitive-measurements.ts:76
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-concept-scholars.ts:323
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-confused-with-2.ts:23
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-confused-with.ts:42
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-jamovi-guides.ts:86
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-learning-theories.ts:275
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-measurement-scales.ts:131
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-measurement-subcategories.ts:66
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-purified-names.ts:100
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-rm-stat-links.ts:39
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-scale-development.ts:110
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-spss-guides.ts:82
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-stat-symbols.ts:100
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-tf-values.ts:54
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-variable-domains.ts:123
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/seed-writing-cvi.ts:92
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — scripts/sync-archive-crosslinks.ts:48
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/app/api/ai/conference-extract/route.ts:137
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 frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — src/features/defense/DefensePracticeRunner.tsx:630
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 api Wiring conf 1.00 Unused endpoint: DELETE /agents/{agent_id}
`agent-server/main.py` declares `DELETE /agents/{agent_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /agents
`agent-server/main.py` declares `GET /agents` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /agents/{agent_id}
`agent-server/main.py` declares `GET /agents/{agent_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /tasks
`agent-server/main.py` declares `GET /tasks` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /tasks/{task_id}
`agent-server/main.py` declares `GET /tasks/{task_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /tasks/{task_id}/stream
`agent-server/main.py` declares `GET /tasks/{task_id}/stream` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /agents
`agent-server/main.py` declares `POST /agents` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /tasks
`agent-server/main.py` declares `POST /tasks` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: PUT /agents/{agent_id}
`agent-server/main.py` declares `PUT /agents/{agent_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: src/app/console/courses/page.tsx (2024 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/app/courses/[id]/schedule/page.tsx (1635 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/app/courses/page.tsx (1595 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/components/mypage/MyPageView.tsx (1671 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/activities/ActivityDetail.tsx (3530 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/admin/AdminMemberTab.tsx (1135 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/conference/ConferenceProgramEditor.tsx (1707 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/conference/ConferenceProgramView.tsx (1148 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/defense/DefensePracticeRunner.tsx (2673 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/research/ResearchReportEditor.tsx (2075 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/research/ResearchReportInterview.tsx (2217 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/research/WritingPaperEditor.tsx (2531 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/seminar-admin/CertificateGenerator.tsx (2385 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/features/seminar-admin/RegistrationsTab.tsx (1547 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/lib/archive-seed.ts (1310 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/lib/bkend.ts (3812 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/lib/diagnostic-seed.ts (2048 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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