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Benchmarked on Cal.com codebase

2.6x cheaper
AI coding sessions

Ragtoolina gives your AI assistant semantic context about your codebase. Same answers, 63% fewer tokens.

Ragtoolina
9 Servers
Projects
Services

Numbers don't lie

Real benchmark results from a production codebase.

0%
Token Savings

Average reduction in tokens consumed per coding session

0%
Fewer Tool Calls

Less back-and-forth between your AI assistant and tools

0.0x
Cost Reduction

$3.01 per session vs $7.81 without Ragtoolina

Tested on Cal.com codebase (40K+ stars) with Claude Sonnet 4

Read the full benchmark

Calculate your savings

See how much you'll save with Ragtoolina based on your usage.

20
15001,000

A request = one prompt sent to your AI assistant

Monthly savings
$44
Yearly savings
$528
Monthly cost
$70$26

Three steps. That's it.

No complex setup. No infrastructure changes. No new workflows.

01

Download & launch

Install the macOS app. It runs locally — your code never leaves your machine.

R
Ragtoolina.app
macOS 12.0+ · Apple Silicon native
✓ Local processing — code stays on your machine
✓ Built-in MCP server for AI tools
✓ Automatic updates via Sparkle
02

Add your projects

Point Ragtoolina at your codebase. It indexes symbols, relationships, and semantic meaning in seconds.

Add Project
Project Folder
~/Projects/my-saas-app
Browse...
Display Name
my-saas-app
Add Project
03

Connect & code

Works with any MCP-compatible AI tool. Add one line to your config and you're set.

.cursor/mcp.json
{
  "mcpServers": {
    "ragtoolina": {
      "command": "ragtoolina",
      "args": ["mcp"]
    }
  }
}

Honest benchmark

Real queries on Cal.com. We show Q1 where there's overhead too — transparency builds trust.

Query
Without
With Ragtoolina
Savings
Result
Find a specific exported functionSimple lookup — slight indexing overhead
1,240$0.94
1,510$1.15
+22%
Overhead
Explain the authentication flow
8,520$6.48
2,810$2.14
67%
Saved
Refactor a complex component
12,340$9.38
4,150$3.15
66%
Saved
Debug an API endpoint
9,780$7.43
3,240$2.46
67%
Saved
Add a new feature across files
7,170$5.45
2,520$1.92
65%
Saved
Average across all queries
7,810
2,846
63%

Works with your tools

Any MCP-compatible AI tool. Plug in once, save everywhere.

coming really soon

Cursor
AI-native IDE
Claude Code
CLI agent
Windsurf
AI code editor
VS Code
via Cline / Roo Code
Claude Desktop
Desktop app
GitLab
Git platform

Supports any tool that speaks Model Context Protocol (MCP)

Deploy on your infrastructure

Keep your code and embeddings entirely on your servers. Enterprise-grade self-hosted deployment for teams that need it.

Your infrastructure

Deploy on-premise or in your private cloud. No data leaves your network.

Full control

Manage access, storage, and updates on your own terms.

Compliance-ready

Meet SOC 2, HIPAA, and internal security requirements with ease.

Simple pricing

Start free. Upgrade when you need more.

Free

$0/forever

For trying Ragtoolina on personal projects.

  • 1 project
  • 10,000 chunks
  • Semantic code search
  • MCP server included
  • Community support
Get Started
Most Popular

Pro

$12/per month

For professional developers who ship daily.

  • 5 projects
  • 100,000 chunks
  • Advanced semantic search
  • Git history indexing
  • Priority support
  • API access
Get Started

Team

$15/per seat/mo

For teams that need shared context and collaboration.

  • 10 projects
  • 1,000,000 chunks
  • Team workspace
  • Shared indexes
  • Admin controls
  • Priority support
Get Started

Enterprise

Custom

For organizations that need full control and local hosting.

  • Unlimited projects
  • Unlimited chunks
  • Self-hosted deployment
  • SSO integration
  • Dedicated support
  • Custom SLA
Contact Sales

Start saving tokens today

Download the app. Add your project. That's it.