Sematryx as an MCP Server
Add Sematryx to Claude Desktop, Cline, or any MCP-compatible agent in two minutes. Your agent gains expert optimization capability — call one tool, get an optimal answer with full explanation.
How It Works
Sematryx runs as an MCP server. Your agent connects to it like any other MCP tool provider. No optimization library to install. No scipy to debug. Just a tool call.
Add to your agent
Add the Sematryx MCP server to claude_desktop_config.json or your Cline settings. Takes 2 minutes — see the quickstart.
Agent calls a tool
When your agent encounters an optimization problem, it calls sematryx_optimize with the objective and bounds in natural language or JSON.
Get optimal + explanation
Sematryx returns the optimal parameters, the solver used, and a natural language explanation your agent can reason about and present to users.
MCP Tools
Solve any continuous or mixed-integer optimization problem. Describe the objective and bounds in natural language or structured JSON — Sematryx selects the best solver automatically.
Get a deeper post-solve explanation: sensitivity analysis per variable, basin confidence, why this solution was preferred over alternatives.
Compare an agent-generated answer against the mathematically optimal solution. Surfaces how far off the agent was and where improvement is possible.
What Agents Solve
Any problem where the agent needs to find the best configuration within constraints.
Hyperparameter Tuning
Agent tunes ML models — calls Sematryx with loss landscape bounds, gets optimal lr/dropout/batch size back with explanation of the trade-offs.
Resource Allocation
Agent distributes budget, compute, or staff across competing objectives with hard constraints — no manual gradient coding required.
Scheduling & Routing
Agent builds conflict-free schedules or minimizes routing cost across multi-variable systems with real-world constraints.
Config & Infrastructure Tuning
Agent finds optimal replica counts, batch sizes, cache settings — Sematryx handles the math so the agent can reason about the result.
Pay per solve, not per month
100 solves/month free. After that, $0.01–$0.05 per solve based on complexity. No subscriptions. Credits never expire.