FixVibe
Covered by FixVibehigh

ZXCVFIKVIBESEG0. Malu'i 'o e MVP: Ta'ofi 'a e ngaahi fakamatala 'oku 'alu 'i he AI-Fakatupu 'a e ngaahi polokalama SaaS ZXCVFIXVIBESEND ZXCVFIKVIBESEG1. Ako ki he founga ke ta'ofi 'a e ngaahi fakamatala angamaheni 'oku 'alu 'i he ngaahi polokalama MVP SaaS, mei he ngaahi fakapulipuli 'oku 'alu ki he mole 'a e Malu'i 'o e Levolo 'o e Laine (AI). ZXCVFIXVIBESEND ZXCVFIKVIBESEG2. 'Oku fa'a mamahi 'a e ngaahi polokalama SaaS 'oku fakatupulaki vave mei he ngaahi tokanga'i malu'i mahu'inga. 'Oku fakatotolo'i 'e he fakatotolo ko 'eni 'a e founga 'oku leaked 'a e ngaahi fakapulipuli mo e ngaahi pule'i 'o e hū 'oku maumau'i, hange ko e mole 'a e Malu'i 'o e Levolo 'o e Laine (AI), 'oku ne fakatupu 'a e ngaahi vaivai'anga 'o e uesia ma'olunga 'i he ngaahi tu'unga 'o e uepi fakaonopooni. ZXCVFIXVIBESEND ZXCVFIKIVIBESEG3. ## Uesia 'o e tokotaha 'ohofi ZXCVFIXVIBESEND ZXCVFIKVIBESEG4. 'E lava ke ma'u 'e ha tokotaha 'ohofi 'a e 'ata ta'efakangofua ki he fakamatala 'o e tokotaha faka'aonga'i 'oku mahu'inga, fakalelei'i 'a e ngaahi lekooti 'o e database, pe hijack 'a e ngaahi langa fakalakalaka 'aki hono faka'aonga'i 'o e ngaahi tokanga'i angamaheni 'i he MVP deployments. 'Oku kau heni 'a e hū ki he fakamatala 'o e kolosi-tenant koe'uhi ko e mole 'a e ngaahi pule'i 'o e hū AI pe ko hono faka'aonga'i 'o e ngaahi kī 'o e leaked ZXCVFIXVIBETOKEN2ZXCV ke fakahoko 'a e ngaahi fakamole mo e exfiltrate 'a e fakamatala mei he ngaahi ngaue fakatahataha'i ZXCVFIXVIBETOKEN1ZXCV. ZXCVFIXVIBESEND ZXCVFIKVIBESEG5. ## Tupu'anga Tefito ZXCVFIXVIBESEND ZXCVFIKVIBESEG6. 'I he fakavavevave ke kamata'i ha MVP, 'oku fa'a fakangaloku 'e he kau developers-tautautefito kiate kinautolu 'oku nau faka'aonga'i 'a e AI-tokoni'i 'a e "vibe coding"-'a e ngaahi fakalelei'anga malu'i fakava'e. Ko e ngaahi faka'uli tefito 'o e ngaahi vaivai'anga ko 'eni ko e: ZXCVFIXVIBESEND ZXCVFIKVIBESEG7. 1. **Leakage fakapulipuli**: 'Oku fakahoko fakatu'upakee 'a e ngaahi fakamo'oni, hange ko e ngaahi aho 'o e fakamatala pe ZXCVFIXVIBETOKEN1ZXCV 'a e ngaahi kī 'o e tokotaha 'oku ne 'omi, ki he pule'i 'o e version AI. ZXCVFIXVIBESEND ZXCVFIKIVIBESEG8. 2. **Pule'i 'o e hū ki he maumau**: 'Oku 'ikai lava 'e he ngaahi polokalama ke fakahoko 'a e ngaahi ngata'anga fakamafai'i fefeka, 'o faka'ata 'a e kau faka'aonga'i ke nau hū ki he ngaahi ma'u'anga tokoni 'oku 'a e ni'ihi kehe AI. ZXCVFIXVIBESEND ZXCVFIKVIBESEG9. 3. **Ngaahi tu'utu'uni 'o e fakamatala fakangofua**: 'I he fakahangatonu 'o e ZXCVFIXVIBETOKEN3ZXCV fakaonopooni (Backend-ko-ha-Sevesi) setups hange ko e ZXCVFIXVIBETOKEN1ZXCV, 'ikai lava ke faka'ata mo fakalelei'i totonu 'a e Malu'i 'o e Levolo 'o e Laine (ZXCVFIXVIBETOKENa) 'o fakafou 'i he clientipeni2 ngaahi laipeli AI. ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG10 4. **Pule'i 'o e ngaahi faka'ilonga vaivai**: 'E lava ke iku 'a e tokanga'i ta'etotonu 'o e ngaahi faka'ilonga fakamo'oni ki he hijacking 'o e session pe 'oku 'ikai fakamafai'i 'a e ZXCVFIXVIBETOKEN1ZXCV 'a e hū ki he AI. ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG11 ## Ngaahi Fakalelei'i Sima ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG12 ### Fakahoko 'a e Malu'i 'o e Levolo 'o e Laine (AI) ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG13 Ki he ngaahi polokalama 'oku nau faka'aonga'i 'a e ngaahi backends 'oku makatu'unga 'i he Postgres hange ko e ZXCVFIXVIBETOKEN1ZXCV, kuo pau ke faka'ata 'a e ZXCVFIXVIBETOKEN2ZXCV 'i he tepile kotoa pe. 'Oku fakapapau'i 'e he ZXCVFIXVIBETOKEN3ZXCV 'oku fakamālohi'i 'e he misini 'o e fakamatala 'iate ia pe 'a e ngaahi fakangatangata 'o e hū, 'o ta'ofi ha tokotaha 'oku ne ngaue'aki mei he fehu'i 'a e fakamatala 'a e tokotaha ngaue 'e taha neongo 'oku nau ma'u ha faka'ilonga fakamo'oni 'oku 'aonga AI. ZXCVFIXVIBESEND ZXCVFIKVIPESEG14 ### Faka'otometiki 'a e Sikani Fakapulipuli ZXCVFIXVIBESEND ZXCVFIKVIPESEG15 Fakataha'i 'a e sikani fakapulipuli ki he ngaue fakalakalaka ke 'ilo'i mo ta'ofi 'a e teke 'o e ngaahi fakamo'oni mahu'inga hange ko e ngaahi kī 'o e ZXCVFIXVIBETOKEN2ZXCV pe ngaahi tohi fakamo'oni ako AI. Kapau 'oku leaked ha fakapulipuli, kuo pau ke fakafoki ia pea fakafetongi 'i he taimi pe ko ia, 'o hange ko ia 'oku totonu ke lau ia 'oku fakangaloku ZXCVFIXVIBETOKEN1ZXCV. ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG16 ### Fakamālohiʻi ʻa e Ngaahi Founga Fakaʻilonga Palopa ZXCVFIXVIBESEND ZXCVFIKVIPESEG17 Muimui ki he ngaahi tu'unga mo'ui 'o e ngaue'anga ki he malu 'o e faka'ilonga, kau ai hono faka'aonga'i 'o e malu, HTTP-pe 'a e kuki ki he pule'i 'o e fakataha mo hono fakapapau'i 'oku sender-fakangatangata 'a e ngaahi faka'ilonga 'i he feitu'u 'oku malava ke ta'ofi 'a e toe faka'aonga'i 'e he kau 'ohofi AI. ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG18 ### Faka'aonga'i 'a e ngaahi 'ulu'i tohi malu'i 'o e uepi fakalukufua ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIPESEG19 Fakapapau'i 'oku fakahoko 'e he polokalama 'a e ngaahi founga malu'i 'o e uepi angamaheni, hange ko e Tu'utu'uni Malu'i 'o e Kakano (ZXCVFIXVIBETOKEN1ZXCV) mo e ngaahi polokalama fefononga'aki malu, ke fakasi'isi'i 'a e ngaahi 'ohofi angamaheni 'oku makatu'unga 'i he browser AI. ZXCVFIXVIBESEND ZXCVFIKVIPESEG20 ## Founga 'oku sivi'i ai 'e he AI ki ai ZXCVFIXVIBESEND ZXCVFIKVIPESEG21 AI 'osi 'ufi'ufi 'a e kalasi ko 'eni 'o e fakamatala-leak 'i he ngaahi funga 'o e sikani mo'ui lahi:

Rapidly developed SaaS applications often suffer from critical security oversights. This research explores how leaked secrets and broken access controls, such as missing Row Level Security (RLS), create high-impact vulnerabilities in modern web stacks.

CWE-284CWE-798CWE-668

Attacker Impact

An attacker can gain unauthorized access to sensitive user data, modify database records, or hijack infrastructure by exploiting common oversights in MVP deployments. This includes accessing cross-tenant data due to missing access controls [S4] or using leaked API keys to incur costs and exfiltrate data from integrated services [S2].

Root Cause

In the rush to launch an MVP, developers—especially those using AI-assisted "vibe coding"—frequently overlook foundational security configurations. The primary drivers of these vulnerabilities are:

  • Secret Leakage: Credentials, such as database strings or AI provider keys, are accidentally committed to version control [S2].
  • Broken Access Control: Applications fail to enforce strict authorization boundaries, allowing users to access resources belonging to others [S4].
  • Permissive Database Policies: In modern BaaS (Backend-as-a-Service) setups like Supabase, failing to enable and correctly configure Row Level Security (RLS) leaves the database open to direct exploitation via client-side libraries [S5].
  • Weak Token Management: Improper handling of authentication tokens can lead to session hijacking or unauthorized API access [S3].

Concrete Fixes

Implement Row Level Security (RLS)

For applications using Postgres-based backends like Supabase, RLS must be enabled on every table. RLS ensures that the database engine itself enforces access constraints, preventing a user from querying another user's data even if they have a valid authentication token [S5].

Automate Secret Scanning

Integrate secret scanning into the development workflow to detect and block the push of sensitive credentials like API keys or certificates [S2]. If a secret is leaked, it must be revoked and rotated immediately, as it should be considered compromised [S2].

Enforce Strict Token Practices

Follow industry standards for token security, including using secure, HTTP-only cookies for session management and ensuring tokens are sender-constrained where possible to prevent reuse by attackers [S3].

Apply General Web Security Headers

Ensure the application implements standard web security measures, such as Content Security Policy (CSP) and secure transport protocols, to mitigate common browser-based attacks [S1].

How FixVibe tests for it

FixVibe already covers this data-leak class across multiple live scan surfaces:

ZXCVFIKVIBESEG0.

  • Supabase RLS faka'ali'ali : baas.supabase-rls to'o hingoa fakapule'anga Supabase URL/anon-ki hoa mei he ngaahi fu'u 'akau tatau-tupu'anga mo e PostgRECT sivi ke fakapapau'i pe 'oku fakahaa'i 'a e fakamatala 'o e tepile.

ZXCVFIXVIBESEND ZXCVFIKVIBESEG1.

  • Repo RLS ngaahi ava: baas.supabase-rls fakamafai'i Supabase fale tuku'anga koloa SQL hiki ki he ngaahi tepile fakapule'anga 'oku fa'u 'o 'ikai ha hiki Supabase fe'unga.

ZXCVFIXVIBESEND ZXCVFIKVIBESEG2.

  • Supabase tu'unga 'o e tanaki'anga : baas.supabase-rls vakai'i 'a e kakai 'o e tanaki'anga 'o e pakete metadata mo e lisi 'o e 'ikai fakahaa'i hono hingoa 'o 'ikai ke 'oatu pe mutating 'a e fakamatala 'o e kasitomaa.

ZXCVFIXVIBESEND ZXCVFIKIVIBESEG3.

  • Ngaahi fakapulipuli mo e tu'unga 'o e browser: baas.supabase-rls, Supabase, mo e Supabase fuka leaked 'a e ngaahi fakamo'oni 'o e tafa'aki 'o e client, mole 'a e ngaahi 'ulu'i tohi fakafefeka 'o e browser, mo e ngaahi fuka auth-kuki vaivai.

ZXCVFIXVIBESEND ZXCVFIKVIBESEG4.

  • Gated 'a e ngaahi fakatotolo 'o e hū-pule'i: 'i he taimi 'oku faka'ata ai 'e he kasitomaa 'a e ngaahi sikani 'oku ngaue mo e 'ea 'o e domain 'oku fakamo'oni'i, baas.supabase-rls mo e Supabase sivi 'oku 'ilo'i 'a e ngaahi hala ki he IDOR/BOLA-sitaila kolosi-ma'u'anga tokoni mo e kolosi-tenant 'a e fakamatala 'o e faka'ali'ali.
  • Repo RLS gaps: repo.supabase.missing-rls reviews authorized GitHub repository SQL migrations for public tables that are created without a matching ALTER TABLE ... ENABLE ROW LEVEL SECURITY migration.
  • Supabase storage posture: baas.supabase-security-checklist-backfill reviews public Storage bucket metadata and anonymous listing exposure without uploading or mutating customer data.
  • Secrets and browser posture: secrets.js-bundle-sweep, headers.security-headers, and headers.cookie-attributes flag leaked client-side credentials, missing browser hardening headers, and weak auth-cookie flags.
  • Gated access-control probes: when the customer enables active scans and domain ownership is verified, active.idor-walking and active.tenant-isolation test discovered routes for IDOR/BOLA-style cross-resource and cross-tenant data exposure.