FixVibe
Covered by FixVibehigh

ZXCVFIKVIBESEG0. Malu'i 'o e Vibe-Coded Apps: Ta'ofi 'a e Leakage fakapulipuli mo e faka'ali'ali 'o e fakamatala ZXCVFIXVIBESEND ZXCVFIKVIBESEG1. Ako ki he founga ke malu'i ai 'a e ngaahi polokalama 'i he uepi 'oku fakatupu 'e he ZXCVFIXVIBETOKEN1ZXCV 'aki hono ta'ofi 'o e leakage fakapulipuli mo hono fakahoko 'o e Malu'i 'o e Levolo 'o e Laine (ZXCVFIXVIBETOKEN0ZXCV). ZXCVFIXVIBESEND ZXCVFIKVIBESEG2. ZXCVFIXVIBETOKEN0ZXCV-tokoni'i 'a e fakalakalaka, pe 'vibe-coding', 'oku fa'a fakamu'omu'a 'a e vave mo e ngaue 'i he ngaahi defaults malu'i. 'Oku fakatotolo'i 'e he fakatotolo ko 'eni 'a e founga 'e lava ke fakasi'isi'i ai 'e he kau developers 'a e ngaahi fakatu'utamaki hange ko e ngaahi fakamo'oni hardcoded mo e ngaahi pule'i 'o e hū ki he database ta'etotonu 'o faka'aonga'i 'a e scanning 'otometiki mo e ngaahi fotunga malu'i 'o e peletifoomu-pau. ZXCVFIXVIBESEND ZXCVFIKIVIBESEG3. ## Uesia ZXCVFIXVIBESEND ZXCVFIKVIBESEG4. Ko e ta'elava ke malu'i 'a e ngaahi polokalama 'oku fakatupu 'e he ZXCVFIXVIBETOKEN3ZXCV 'e lava ke ne taki atu ki he fakahaa'i 'o e ngaahi fakamo'oni 'o e ngaahi langa fakalakalaka 'oku mahu'inga mo e fakamatala fakafo'ituitui 'o e tokotaha faka'aonga'i. Kapau 'oku leaked 'a e ngaahi fakapulipuli, 'e lava ke ma'u 'e he kau 'ohofi 'a e 'alunga kakato ki he ngaahi ngaue 'a e paati hono tolu pe ngaahi sisitemi 'i loto ZXCVFIXVIBETOKEN0ZXCV. Ka 'ikai ha ngaahi pule'i totonu 'o e hū ki he fakamatala, hange ko e Malu'i 'o e Levolo 'o e Laine (ZXCVFIXVIBETOKEN2ZXCV), 'e lava ke fehu'i 'e ha taha 'oku ne ngaue'aki, fakalelei'i, pe tamate'i 'a e fakamatala 'oku 'a e ni'ihi kehe ZXCVFIXVIBETOKEN1ZXCV. ZXCVFIXVIBESEND ZXCVFIKVIBESEG5. ## Tupu'anga Tefito ZXCVFIXVIBESEND ZXCVFIKVIBESEG6. ZXCVFIXVIBETOKEN1ZXCV tokoni fakakouti 'oku nau fakatupu 'a e kouti 'o makatu'unga 'i he ngaahi sipinga 'e 'ikai ke kau ma'u pe 'a e ngaahi fakalelei'anga malu'i 'o e 'atakai-pau ZXCVFIXVIBETOKEN0ZXCV. ‘Oku fa‘a iku eni ki ha ongo ‘īsiu tefito: ZXCVFIXVIBESEND ZXCVFIKVIBESEG7. 1. **Ngaahi fakapulipuli Hardcoded**: 'E lava ke fokotu'u atu 'e he ZXCVFIXVIBETOKEN2ZXCV 'a e ngaahi aho 'o e feitu'u ki he ngaahi kī 'o e ZXCVFIXVIBETOKEN1ZXCV pe ngaahi URL 'o e fakamatala 'oku tukupa ta'e'ilo 'e he kau developers ki he pule'i 'o e version ZXCVFIXVIBETOKEN0ZXCV. ZXCVFIXVIBESEND ZXCVFIKIVIBESEG8. 2. **Mole 'a e ngaahi pule'i 'o e 'alunga**: 'I he ngaahi tu'unga hange ko e ZXCVFIXVIBETOKEN1ZXCV, 'Oku fa'a fa'u 'a e ngaahi tepile 'o 'ikai ha Malu'i 'o e Levolo 'o e Laine (ZXCVFIXVIBETOKEN2ZXCV) 'oku faka'ata 'e he default, 'oku fie ma'u 'a e ngaue mahino 'a e developer ke malu'i 'a e layer 'o e fakamatala ZXKCVENCVXFIXVIX. ZXCVFIXVIBESEND ZXCVFIKVIBESEG9. ## Ngaahi Fakalelei'i Sima ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG10 ### Faka'ata 'a e Sikani Fakapulipuli ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG11 Faka'aonga'i 'a e ngaahi me'angaue 'otometiki ke 'ilo'i mo ta'ofi 'a e teke 'o e fakamatala mahu'inga hange ko e ngaahi faka'ilonga mo e ngaahi kī fakafo'ituitui ki ho'o ngaahi fale tuku'anga koloa ZXCVFIXVIBETOKEN0ZXCV. 'Oku kau heni hono fokotu'u 'o e malu'i 'o e teke ke poloka 'a e ngaahi tukupa 'oku 'i ai 'a e ngaahi sipinga fakapulipuli 'iloa ZXCVFIXVIBETOKEN1ZXCV. ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG12 ### Fakahoko 'a e Malu'i 'o e Levolo 'o e Laine (ZXCVFIXVIBETOKEN0ZXCV) ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG13 'I hono faka'aonga'i 'o e ZXCVFIXVIBETOKEN2ZXCV pe PostgreSQL, fakapapau'i 'oku faka'ata 'a e ZXCVFIXVIBETOKEN3ZXCV ki he tepile kotoa pe 'oku 'i ai 'a e ngaahi fakamatala mahu'inga ZXCVFIXVIBETOKEN0ZXCV. 'Oku fakapapau'i 'e he me'a ni neongo kapau 'oku fakangaloku ha kī 'o e tafa'aki 'o e client, 'Oku fakamālohi'i 'e he database 'a e ngaahi tu'utu'uni 'o e hū 'o makatu'unga 'i he 'ulungaanga 'o e tokotaha 'oku ne ngaue'aki ZXCVFIXVIBETOKEN1ZXCV. ZXCVFIXVIBESEND ZXCVFIKVIPESEG14 ### Fakataha'i 'a e Sikani 'o e Kouti ZXCVFIXVIBESEND ZXCVFIKVIPESEG15 Fakakau 'a e 'otometiki 'o e sikani 'o e code ki ho'o paipa CI/CD ke 'ilo'i 'a e ngaahi vaivai'anga angamaheni mo e ngaahi misconfigurations malu 'i ho'o ma'u'anga fakamatala ZXCVFIXVIBETOKEN0ZXCV. 'E lava ke tokoni 'a e ngaahi me'angaue hange ko e Copilot Autofix 'i hono fakalelei'i 'o e ngaahi me'a ko 'eni 'aki hono fokotu'u atu 'a e ngaahi founga kehe 'o e code malu ZXCVFIXVIBETOKEN1ZXCV. ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG16 ## Founga 'oku sivi'i ai 'e he ZXCVFIXVIBETOKEN0ZXCV ki ai ZXCVFIXVIBESEND ZXCVFIKVIPESEG17 'Oku 'ufi'ufi 'e he ZXCVFIXVIBETOKEN0ZXCV 'a e me'a ni 'i he taimi ni 'o fakafou 'i he ngaahi sieke mo'ui lahi: ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIBESEG18 - **Sikani 'o e fale tuku'anga koloa**: 'Oku 'analaiso 'e he ZXCVFIXVIBETOKEN0ZXCV 'a e ngaahi faile hiki SQL SQL mo e ngaahi fuka 'o e ngaahi tepile fakapule'anga 'oku fa'u 'o 'ikai ha fe'unga ZXCVFIXVIBETOKEN1ZXCV hiki ZXCVFIXVIBETOKEN2ZXCV. ZXCVFIXVIBESEND ZXCVFAKATOKANGAVIPESEG19 - **Passive fakapulipuli mo e ngaahi sivi 'o e ZXCVFIXVIBETOKEN3ZXCV**: ZXCVFIXVIBETOKEN1ZXCV 'oku ne sikani 'a e ngaahi fu'u JavaScript tupu'anga tatau ki he ngaahi fakapulipuli 'oku leaked mo e ZXCVFIXVIBETOKEN2ZXCV faka'ali'ali 'o e configuration ZXCVFIXVIBETOKEN0ZXCV. ZXCVFIXVIBESEND ZXCVFIKVIPESEG20 - **Lau-pe ZXCVFIXVIBETOKEN1ZXCV ZXCVFIXVIBETOKEN3ZXCV fakamo'oni **: ZXCVFIXVIBETOKEN0ZXCV sivi deployed ZXCVFIXVIBETOKEN2ZXCV 'a e faka'ali'ali 'o e malolo 'o 'ikai mutating 'a e fakamatala 'o e kasitomaa. 'Oku kei hoko pe 'a e ngaahi probes gated 'oku ngaue ko ha founga ngaue kehekehe, fakangofua-gated.

AI-assisted development, or 'vibe-coding', often prioritizes speed and functionality over security defaults. This research explores how developers can mitigate risks like hardcoded credentials and improper database access controls using automated scanning and platform-specific security features.

CWE-798CWE-284

Impact

Failure to secure AI-generated applications can lead to the exposure of sensitive infrastructure credentials and private user data. If secrets are leaked, attackers can gain full access to third-party services or internal systems [S1]. Without proper database access controls, such as Row Level Security (RLS), any user may be able to query, modify, or delete data belonging to others [S5].

Root Cause

AI coding assistants generate code based on patterns that may not always include environment-specific security configurations [S3]. This often results in two primary issues:

  • Hardcoded Secrets: AI may suggest placeholder strings for API keys or database URLs that developers inadvertently commit to version control [S1].
  • Missing Access Controls: In platforms like Supabase, tables are often created without Row Level Security (RLS) enabled by default, requiring explicit developer action to secure the data layer [S5].

Concrete Fixes

Enable Secret Scanning

Utilize automated tools to detect and prevent the push of sensitive information like tokens and private keys to your repositories [S1]. This includes setting up push protection to block commits containing known secret patterns [S1].

Implement Row Level Security (RLS)

When using Supabase or PostgreSQL, ensure that RLS is enabled for every table containing sensitive data [S5]. This ensures that even if a client-side key is compromised, the database enforces access policies based on the user's identity [S5].

Integrate Code Scanning

Incorporate automated code scanning into your CI/CD pipeline to identify common vulnerabilities and security misconfigurations in your source code [S2]. Tools like Copilot Autofix can assist in remediating these issues by suggesting secure code alternatives [S2].

How FixVibe tests for it

FixVibe now covers this through multiple live checks:

  • Repository scanning: repo.supabase.missing-rls analyzes Supabase SQL migration files and flags public tables that are created without a matching ENABLE ROW LEVEL SECURITY migration [S5].
  • Passive secret and BaaS checks: FixVibe scans same-origin JavaScript bundles for leaked secrets and Supabase configuration exposure [S1].
  • Read-only Supabase RLS validation: baas.supabase-rls checks deployed Supabase REST exposure without mutating customer data. Active gated probes remain a separate, consent-gated workflow.