Model Context Protocol Integration

Turn Your Data Into Intelligent AI Functions

Create custom MCP functions with metadata-driven search and deploy them as secure, scalable servers. Give AI assistants like Claude precise access to your enterprise data through parameterized queries and advanced filtering.

MCP Function Builder

Top Enterprise AI Data Concerns

Research shows enterprises face critical challenges when deploying AI agents that need access to unstructured data.

Governance Gaps

Without proper access controls, AI agents can retrieve sensitive data they shouldn't see. Custom MCP functions solve this with role-based permissions and complete audit trails for every query.

Data Quality Issues

AI retrieves entire documents when you need specific fields. Custom MCP functions use metadata extraction and hybrid search deliver precisely structured results from your unstructured data.

Unauthorized Actions

Generic AI tools access systems they shouldn't touch. Custom MCP functions ensure AI only accesses what you explicitly allow through controlled, tested queries.

Percentage of Enterprises Reporting Each Concern

100%75%50%25%0%92%GovernanceGaps85%DataQuality80%UnauthorizedActions

Source: 2024-2025 Enterprise AI Surveys (SailPoint, Komprise, Shelf)

Custom MCP Functions Address These Concerns

Purpose-built to solve enterprise AI data challenges with security, precision, and control at the core.

Governance & Compliance

Role-based access control ensures AI agents only access authorized data

  • Complete audit trails for every query
  • HIPAA & GDPR compliant deployment options
  • Granular permission management

Data Quality & Precision

Transform unstructured data into structured, AI-ready results

  • Metadata extraction from complex documents
  • Hybrid search combining semantic and keyword
  • Support for 10,000+ token chunks

Controlled AI Actions

Parameterized functions prevent unauthorized system access

  • Strictly defined function parameters
  • Test queries before deployment
  • Auto-shutdown for cost control

From Raw Data to Secure AI Access in 5 Steps

Transform your unstructured data into controlled, intelligent functions that AI agents can safely query.

01

Define Metadata

Start by creating a structured schema that extracts the specific fields your AI needs. Whether it's contract dates, invoice amounts, or customer IDs, define exactly what matters.

02

Connect Pipelines

Link your unstructured documents to intelligent processing pipelines. Our system automatically chunks, embeds, and enriches your data with the metadata you defined.

03

Build Functions

Create parameterized functions that control exactly what your AI agents can access. Set required fields, optional parameters, and access boundaries with precision.

04

Deploy Server

With one click, expose your functions as a secure MCP server. Get instant compatibility with Claude Desktop and other MCP-enabled AI tools.

05

Connect AI Tools

Integrate your MCP server with any LLM client or agent framework. Your AI assistants now have secure, structured access to your enterprise data.

Example MCP Functioncontract_search.json
{
  "name": "search_contracts",
  "description": "Search contracts by expiration date and value",
  "parameters": {
    "expiry_quarter": "required",
    "min_value": "optional",
    "vendor_name": "optional"
  },
  "metadata_filters": {
    "document_type": "contract",
    "status": "active"
  },
  "agent_access": {
    "allowed_agents": ["legal-assistant", "procurement-bot"]
  }
}

Advanced capabilities

Enterprise-Grade AI Data Access

Build intelligent functions that give AI assistants precise, secure access to your data through metadata-driven search and parameterized queries.

Visual function builder.
No coding required. Build complex queries with our intuitive interface.
Real-time testing.
Test your functions instantly with sample queries before deployment.
One-click deployment.
Deploy as MCP server instantly. Compatible with Claude Desktop and more.

Custom Function Builder

Define functions with parameters that map to metadata queries. Set required and optional parameters for flexible, reusable search patterns.

Metadata-Driven Filtering

Extract and search by structured metadata like contract dates, invoice amounts, or customer IDs. Support for 10,000+ token chunks.

Hybrid Search Integration

Combine semantic and keyword search for precision. Find "contracts expiring Q3 2025" or "invoices from Contractor X over $50k".

Secure Deployment Options

Deploy on-premise or in your cloud (BYOC) for HIPAA/GDPR compliance. Role-based access control and auto-shutdown for cost control.

Remote MCP Server

Expose function groups as MCP servers accessible by Claude and other AI assistants. Works with Claude Desktop and MCP-compatible tools.

Enterprise Scale

Handle millions of pages per month with automatic scaling. Proven with enterprise deployments processing 10M+ documents.

Industry Use Cases

See how enterprises use Custom MCP Functions to give AI agents secure access to their data.

Legal & Compliance
Automate contract analysis and compliance audits

Find all NDAs signed after 2023 with specific termination clauses

Extract expiry dates and renewal terms from vendor contracts

Filter agreements by jurisdiction and governing law

Process 100,000+ contracts monthly

Finance & Accounting
Extract KPIs and automate financial document processing

Pull revenue figures from quarterly SEC filings

Extract invoice metadata: amounts, dates, vendor names

Find all transactions over $50k for specific projects

95% accuracy on financial data extraction

Healthcare
Process patient records with HIPAA compliance

Search medical records by diagnosis codes and dates

Extract medication history for specific conditions

Filter patient data while maintaining privacy compliance

HIPAA-compliant on-premise deployment

Ready to Build?

Your AI agents are only as good as the data they can access. Create your first custom MCP function and see the difference structured queries make.