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Agent Integrations (MCP)

Enable AI agents to solve complex optimization problems using the Model Context Protocol. Give your agents domain expertise they would otherwise struggle with.

Give Your Agents Superpowers

AI agents are great at many things, but complex optimization problems often require specialized knowledge they don't have. With Sematryx MCP integration, your agents can access enterprise-grade optimization capabilities as tools, solving problems they would otherwise struggle with or get wrong.

Domain Expertise

Agents can leverage domain-specific optimization knowledge without implementing it themselves

Error Reduction

Battle-tested optimization engines eliminate bugs from manual implementation

Why Use MCP Integration?

Faster Solutions

Agents can solve complex optimization problems in minutes instead of hours of debugging and trial-and-error. Direct tool calls with expert guidance eliminate guesswork.

Reliable Results

Using battle-tested optimization engines eliminates errors from manual implementation. Domain-specific constraint handling ensures correct solutions.

Better Explanations

Natural language results help agents communicate solutions to users effectively. Agents get explanations they can understand and share.

Domain Expertise

Agents can access specialized optimization knowledge for finance, healthcare, supply chain, and more without implementing domain logic themselves.

How It Works

1

Agent Identifies Need

Your agent recognizes it needs to solve an optimization problem (e.g., portfolio allocation, resource scheduling, route optimization).

2

Calls MCP Tool

Agent calls Sematryx MCP tools (optimize, analyze_problem, explain_result) with the problem parameters.

3

Expert Optimization

Sematryx analyzes the problem, selects optimal strategies, and executes the optimization using domain-specific knowledge.

4

Agent Gets Results

Agent receives optimized solutions with natural language explanations it can share with users, along with technical details if needed.

Available MCP Tools

optimize

Run optimization problems with full parameter support. The tool automatically selects the best strategy based on problem characteristics.

Supports: objective functions, constraints, bounds, domain-specific optimization

analyze_problem

Get expert analysis and recommendations for your optimization problem before running it. Understand complexity, recommended strategies, and potential pitfalls.

Returns: problem type, complexity assessment, strategy recommendations, domain insights

explain_result

Get natural language explanations for optimization results. Understand why specific solutions were chosen and how they perform.

Returns: natural language summary, strategy rationale, performance metrics, audit trail

get_domain_libraries

Discover and use domain-specific optimization libraries. Access pre-built solutions for finance, healthcare, supply chain, and more.

Returns: available domains, use cases, constraints, compliance requirements

Secure & Reliable

All MCP connections are encrypted using TLS. API keys are never transmitted in plain text, and all requests are authenticated and rate-limited per your account settings.

For production deployments, use environment variables or secure key management systems to store API keys.

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