Context as a Service for
AI AGENTS
AI AGENTSNeuradex is an intelligent memory platform that allows AI agents (GPT, Claude, Cursor, etc.) to share and reuse an organization's 'memory'. Beyond simple document search, it supports context-based knowledge judgment and summarization, vector search, and MCP integration to overcome LLM context limitations.
Key Features
- 🔍
Sentence/tag-based vector search
Explore knowledge with natural language queries or tags
- 🤖
AI judgment layer
Returns organized results based on relevance, summary, and hit rate
- 🧠
Memory modification/deletion support
Real-time updatable memory storage for agents
- 📦
Structured JSON responses
Includes relevance, summary, tags, etc. → Maximizes context efficiency
- 🔐
MCP/API support
Callable from MCP-based tools (e.g., Cursor)
Why Neuradex is
Needed
LLMs have small context windows, and repeatedly sending all knowledge is inefficient.
Neuradex provides a 'brain' that agents can directly access while working.
It functions as a filtered knowledge layer, not just simple RAG.
Core Components
Memory API
LLMs have small context windows, and repeatedly sending all knowledge is inefficient.
Query Layer
Natural language/tag-based query processing
Vector Search
Semantic similarity search based on vector embeddings
Gater AI
Evaluates relevance and produces summaries for each result
Structured Response
JSON format responses ready for AI consumption
Example Response
{
"query": "How to fix login errors?",
"results": [
{
"title": "Login Error Troubleshooting",
"summary": "Types of login errors that may occur due to backend authentication issues and their solutions.",
"estimated_relevance": 0.91,
"tags": [
"auth",
"login",
"error"
],
"link": "https://neuradex.ai/memory/items/login-troubleshooting"
}
]
}Development Roadmap Summary
- ✅
Implement memory registration/query API
- ✅
Vector search / Gater AI integration
- 🏗
MCP integration (Cursor/Claude, etc.)
- 🏗
Brain separation structure (domain-specific memory management)
- 🏗
Web UI explorer and manual management tools
Get Involved
"Without a brain, even the best AI will forget."
Neuradex is taking its first steps to become essential infrastructure for the AI era. We will inform you as soon as the product is launched, so please register on Waitlist and wait.
