Everyone is plugging coding agents into their GitHub and Google Drive. We built a tool to stop them from accidentally deleting the company repo.
The Agitation: A Hallucinating Algorithm with a Loaded Gun
If you are researching how to connect an AI agent to your codebase or workspace, you will inevitably find the same terrible advice on Reddit and YouTube: “Just check the repo box in GitHub.” “Just authorize full drive access so it can read your design docs.”
“Scope creep” used to mean adding a pointless fishing minigame to your indie RPG, ultimately causing you to burn out and abandon the project. Today, scope creep means your API tokens have a blast radius the size of a small country. You are handing a deterministic-adjacent, hallucination-prone algorithm full CRUD access to your entire digital life.
When an AI tries to be “helpful,” it doesn’t understand context. If you give it wildcards (*), admin rights, or broad write access, you aren’t optimizing your workflow. You are setting a trap for yourself.
The “Time-To-Hello-World” Epidemic
Why is everyone on the internet giving you catastrophic security advice? Because the tutorial economy is fundamentally broken.
Tech influencers and DevRel (Developer Relations) writers optimize their content for one metric: TTFHW (Time-To-Hello-World). If a tutorial takes 20 minutes to explain the nuances of OAuth 2.0 and how to properly isolate a GitHub Personal Access Token to a single repository with read-only access, the viewer will click away.
So, the tutorial creators take the coward’s way out. They tell you to grant admin:all or check the master repo scope because it guarantees the code will execute on the first try without throwing a 403 Forbidden error. They prioritize your immediate dopamine hit over your long-term digital survival. They are handing you a loaded gun, turning off the safety, and telling you it’s the fastest way to learn how to shoot.
> INITIATE: SCOPE_BOUNCER.exe
Don’t trust the tutorial. Paste your API scopes into our client-side static analyzer. We will flag the overreach and generate a mathematically secure, least-privilege token list.
▶ Scan Your TokensThe Weapon: Scope Bouncer
We got tired of reviewing code where API wrappers were asking for God-mode permissions just to read a single Slack message. So we built Scope Bouncer.
It is a ruthless, client-side static analyzer for OAuth scopes and API permissions. Paste the permissions that the tutorial told you to use, tell the tool what you actually want the app to do, and it will flag the overreach. It strips out wildcards, downgrades full-drive access to file-specific access, and spits out a minimal, least-privilege list you can actually trust.
Why this matters (Plain English)
- Scopes are verbs. The more verbs you give an app, the bigger the blast radius.
- Wildcards and “admin” punch holes you won’t find until your server is on fire.
- Least-permission means: minimum verbs, minimum surface, minimum time.
Zero Trust vs. The Black Box
The standard cybersecurity model of the last decade was “Zero Trust”—assume every internal microservice is already compromised and verify every request. But the introduction of autonomous AI agents breaks this model entirely.
An LLM is fundamentally a “Black Box.” Even the engineers who built it cannot perfectly predict the output of a given prompt. You cannot build a Zero Trust architecture if the central processing unit of your workflow is entirely non-deterministic. The only way to survive the AI era is to assume the AI will eventually try to do something catastrophically stupid. You must architect your API gateways so that when the machine inevitably tries to delete a database, the token forcefully rejects the command.
The Blueprint: Steal Our Logic
We aren’t hiding this behind a SaaS paywall. Here is the exact heuristic engine running under the hood of Scope Bouncer. It uses aggressive RegEx matching to score the risk of your requested scopes and fires off specific architectural warnings.
[vax_code lang=”js” label=”scope-heuristics.js”]
JavaScript
// The VibeAxis Threat Matrix
const RE = {
write: /\b(write|modify|update|create|insert|post|send|publish|push|delete)\b/i,
read: /\b(read|view|list|get|info|status)\b/i,
admin: /\b(admin|owner|all|full|manage)\b/i,
wildcard: /\*|:\*|\/\*/i,
offline: /\boffline_access|refresh_token\b/i,
money: /\b(payments?|charges?|orders?|payouts?|invoices?|subscriptions?)\b/i,
mail: /gmail|mail\.google\.com|email|dm|messages?|chat:write/i,
drive: /googleapis\.com\/auth\/drive(?!\.file)/i,
slackHistory: /\b(channels:history|groups:history|im:history|mpim:history)\b/i,
githubRepo: /^repo($|:)/i
};
// The Bouncer's Rules of Engagement
const SUGGEST = [
{re: RE.drive, text: 'Google Drive: prefer drive.file if you only create/open your app’s files (not full drive).'},
{re: RE.slackHistory, text: 'Slack: avoid *:history unless you truly need to read message archives.'},
{re: RE.githubRepo, text: 'GitHub: avoid broad “repo”. Use granular scopes (e.g., read:packages, contents:read).'},
{re: RE.offline, text: 'Tokens: avoid offline/refresh unless the job truly runs while you sleep.'},
{re: RE.admin, text: 'Drop admin/all/manage. Split tasks and grant only what each task needs.'}
];
Take this logic. Port it to Python. Put it in your CI/CD pipeline. Make your deployment fail if an intern tries to push a token requesting repo access.
The Studio Philosophy: Least-Privilege Design
We don’t just apply “least-privilege” to our API keys; we apply it to game design.
Modern AAA gaming is a masterclass in scope overreach. They want 150 hours of your time, access to your wallet via microtransactions, and an always-online connection just to play a single-player campaign.
At VibeAxis, we build games with a minimal blast radius. We build $5 games with hidden depth that respect your time. Divine Orbit doesn’t have a bloated crafting tree or a 40-hour tutorial. It has exactly one job—high-APM orbital math—and it does it perfectly.
Test your API scopes above. Lock down your repo. Then go play a game that doesn’t demand the keys to your life.



