VibeAtlas - Make AI Coding Agents Actually Work

The reliability infrastructure for AI coding. 70% of AI agent runs fail. We fix context overflow, attention drift, and missing guardrails with a trained governance model, semantic search, and intelligent plugins that auto-activate based on your project.

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The Problem

70% of AI coding agent runs fail or go off-track.

Your AI agents break because of three infrastructure problems:

• Context overflow: Token limits hit mid-task, agent loses everything
• Attention drift: Long sessions cause focus to wander from critical code
• No guardrails: Agents generate insecure code, leak secrets, violate policies

Debugging is impossible. Costs explode. Tasks don't complete.

The Solution

VibeAtlas is the reliability layer that sits beneath your AI coding tools. We don't replace Claude, Copilot, or Cursor - we make them actually work.

Result: 95% task completion rate.

Your Code
    |
    v
[VibeAtlas Reliability Layer]
    |
    +-> Trained SLM Governance Model (real-time guardrails)
    +-> Semantic Search + ML Intelligence (understand your codebase)
    +-> Auto-Activating Plugins (adapt to what you're building)
    +-> Context Optimization (prevent overflow)
    |
    v
Reliable AI Agent -> Tasks Actually Complete

What Makes VibeAtlas Different

1. Trained Governance Model (Not Just Rules)

We trained a Small Language Model specifically for AI coding governance:

The model catches:

• Prompt injection attempts (direct, indirect, jailbreaks)
• Secret/credential exposure in generated code
• SQL injection, XSS, command injection patterns
• HIPAA, SOC2, GDPR compliance violations
• System prompt leakage attempts

This isn't regex matching. It's a trained model that understands code context.

2. Semantic Search + ML Intelligence

We use machine learning throughout the system:

The hybrid search combines three signals with Reciprocal Rank Fusion:

• BM25 (30%): Traditional keyword relevance
• Vector (50%): Semantic similarity via embeddings
• AST (20%): Code structure awareness

Result: 40%+ better search accuracy than keyword-only.

3. Plugins That Auto-Activate Based on Your Project

Plugins don't just sit there - they activate intelligently:

You open a TypeScript React project
    |
    v
ProfileBuilder detects: TypeScript, React, maybe Auth domain
    |
    v
IntelligenceGate calculates ROI for each plugin
    |
    v
Only profitable plugins activate (ROI >= 100%)
    |
    v
Zero cost overhead guaranteed

The Intelligence Gate evaluates every plugin:

• Cost: Latency (ms) + Memory (MB) + Startup time
• Savings: Tokens saved + Dollars saved + Historical hit rate
• Decision: Only activate if savings exceed costs

This means different plugins load for a Python ML project vs a React frontend vs a Go backend. Automatically.

4. Context Optimization That Actually Works

Core Plugins

Plugins execute in parallel with error isolation - one plugin's failure never breaks others.

Performance Guarantees

Zero-Cost Guarantee: Intelligence metadata is NEVER sent to the LLM. We optimize context, not add to it.

Quick Start

Installation

# From VS Code Marketplace
ext install vibeatlas.vibeatlas

# Or search "VibeAtlas" in Extensions (Ctrl+Shift+X)

First Use

1. Install: Extension activates automatically
2. Work normally: Use Claude, Copilot, Cursor as usual
3. See reliability: Check status bar for agent health
4. Review dashboard: Click to see task completion metrics

Zero configuration required. Plugins auto-activate based on your project.

AI Tool Compatibility

Works with any AI coding tool:

• Claude Code - Full reliability layer
• GitHub Copilot - Optimized context delivery
• Cursor - Enhanced completion reliability
• Cody - Improved code understanding
• Continue - Context optimization
• Any AI Tool - Universal compatibility

We're infrastructure, not a replacement.

Enterprise Features

For teams that need compliance:

Compliance certifications targeted: HIPAA, SOC2 Type II, GDPR, EU AI Act 2024.

Privacy & Security

• Local-first: All processing happens on your machine
• No data collection: Zero telemetry by default
• Opt-in analytics: Anonymous usage stats only if you enable
• Your code stays local: Never transmitted anywhere
• Governance model runs locally: No cloud dependency

Requirements

• VS Code 1.105.0 or higher
• Node.js 18+ (for some features)
• Git (for differential context)

Configuration

VibeAtlas works with sensible defaults. Optional settings:

{
  "vibeatlas.contextInjection.enabled": true,
  "vibeatlas.differentialContext.enabled": true,
  "vibeatlas.preventionRules.enabled": true,
  "vibeatlas.securityScanning.enabled": true,
  "vibeatlas.plugins.filterMode": "roi",
  "vibeatlas.plugins.minROI": 100
}

Architecture

+-------------------------------------------------------------+
|                    INTELLIGENCE LAYER                        |
|  SLM Governance  |  Semantic Search  |  ROI Gate            |
+-------------------------------------------------------------+
|                    PLUGIN MANAGER                            |
|  Auto-Activation  |  Parallel Execution  |  Error Isolation |
+-------------------------------------------------------------+
|                    CONTEXT SYSTEMS                           |
|  Dependency Graph  |  Differential Context  |  Prevention   |
+-------------------------------------------------------------+
|                    AI TOOL ADAPTERS                          |
|  Claude  |  Copilot  |  Cursor  |  Cody  |  Universal       |
+-------------------------------------------------------------+

What's New in v2.0

Reliability Infrastructure

• Trained SLM Governance Model: Real-time guardrails with <5ms latency
• Semantic Search: Hybrid BM25 + Vector + AST search
• Intelligence Gate: ROI-based plugin activation
• 4-Layer Fallback: ML -> Rules -> Patterns -> Safe Default

Context Systems

• Context Injection: Pre-built dependency graphs, instant queries
• Differential Context: Git-aware, 90% noise reduction
• Prevention Rules: 253 rules with 75%+ accuracy

Security

• 50 OWASP Scanners: Complete Top 10 2021 coverage
• CWE Top 25: Code vulnerability detection
• Enterprise Policies: HIPAA, SOC2, GDPR ready

See CHANGELOG.md for full release notes.

The Bottom Line

Your AI coding agents fail because of infrastructure problems, not AI problems.

VibeAtlas fixes the infrastructure.

• Trained governance model catches issues in <5ms
• Semantic search understands your codebase
• Plugins auto-activate based on ROI
• Context optimization prevents overflow
• Zero configuration, zero overhead

70% failure rate -> 95% task completion.

Support

• Issues: GitHub Issues
• Email: hello@vibeatlas.com

License

MIT License - see LICENSE for details.

The reliability infrastructure for AI coding. Make your agents actually work.