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6 #optimization MCP Servers & Clients

Every MCP server and client below is tagged #optimization — install one to give Claude, Cursor, VS Code, or any other MCP-compatible client access to optimization tools.

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Prompt Enhancer MCP - Optimize, Analyze & Convert AI Prompts

yedanyagamiai-cmd

49 AI tools across 9 MCP servers. Enterprise AGI Runtime (1,054 tests). Free tier. ☕ buymeacoffee.com/yesinyagami

Added 4 months ago

Pqs Prompt Quality Score

OnChainAIIntel

The world's first named AI prompt quality score. Score any LLM prompt before it hits any model — returns grade (A-F), score out of 40, percentile, and dimension breakdown across 8 quality dimensions.

Added 3 months ago

IvoryOS MCP

ivoryzh

IvoryOS is a Python-based unified robot control web interface, developed for user-friendly workflow design and control for Self-Driving Labs (SDLs). It works by introspecting the Python script, dynamically searching for available module and their method. The methods are available

Added last year
OO

OptimEngine - Operations Scheduling Solver

MicheleCampi

Flexible Job Shop Scheduling solver using Google OR-Tools CP-SAT. Optimizes task-to-machine assignments with precedence, time windows, setup times, and multiple objectives. MCP-native for AI agents.

Added 5 months ago
G

Gurddy

novvoo

A Model Context Protocol (MCP) server providing solutions for Constraint Satisfaction Problems (CSP) and Linear Programming (LP). Built on the gurddy optimization library, it supports solving a variety of classic problems through two MCP transports: stdio (for IDE integration) an

Added 9 months ago

Forge - GPU Kernel Optimization

RightNow-AI

Turn slow PyTorch into fast CUDA/Triton kernels. 32 parallel swarm agents optimize your code on real datacenter GPUs (B200, H200, H100, A100) with up to 14x speedup over torch.compile.

Added 5 months ago

Frequently asked questions

Common questions about MCP servers and clients tagged #optimization

1

What is a #optimization MCP server?

An MCP server tagged #optimization implements the Model Context Protocol so AI assistants like Claude, Cursor, and VS Code can access optimization-related tools, data, or APIs.

2

How many #optimization MCP servers and clients are there?

mcp.so currently lists 6 MCP servers and clients tagged #optimization.

3

How do I install a #optimization MCP server?

Open any server below and copy its install snippet into Claude Desktop, Cursor, VS Code, or another MCP client's configuration — remote servers need no separate download.