Best MCP Servers for LLM & Model Serving (May 2026)

Nerq found 5,725 MCP servers for llm & model serving, ranked below by GitHub stars and weighted compliance score across 52 global AI jurisdictions. The top-ranked MCP server for llm & model serving is claude-kvm with 0 stars and a trust score of 76/100. MCP servers for interacting with large language models, model serving, and AI inference APIs.

Last updated: May 01, 2026 | 5,725 servers in this category | Data from Nerq

Top 20 MCP Servers for LLM & Model Serving

#	Name	Stars	Trust	Author	License	Description
1	claude-kvm	0	B 76	ARAS-Workspace	MIT	MCP server for remote desktop control via VNC and SSH.
2	unai-unity-ai-connector	1	B 74	experir	MIT	Universal AI Connector for Unity with unified C# API and built-in MCP server.
3	gemini-mcp	0	B 74	yuraist	MIT	Gemini Image MCP server generates and edits images via Google Gemini API.
4	hyper-mcp-rs/hyper-mcp	862	B 74	hyper-mcp-rs	N/A	📦️ A fast, secure MCP server that extends its capabilities through WebAssembly plugins.
5	mcp	0	B 74	tinywasm	MIT	A Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM a
6	context-window-manager	0	B 73	mcp-tool-shop-org	N/A	MCP server for lossless LLM context restoration via KV cache persistence
7	papersgpt/papersgpt-for-zotero	2,123	B 73	Unknown	N/A	A powerful Zotero AI and MCP plugin with ChatGPT, Gemini 3, Claude, Grok, DeepSeek, OpenRouter, Kimi
8	tomaspavlin/rohlik-mcp	82	B 73	tomaspavlin	N/A	MCP server that lets you shop groceries across the Rohlik Group platforms (Rohlik.cz, Knuspr.de, Gur
9	db-mcp	3	B 73	apelogic-ai	MIT	db-mcp securely connects Claude Desktop to databases with a self-improving semantic layer.
10	rangta10/kali-mcp-server	3	B 73	rangta10	NOASSERTION	Kali Linux MCP (Model Context Protocol) Server built with Node.js for seamless integration with LLMs
11	aashari/mcp-server-atlassian-bitbucket	115	B 73	aashari	N/A	Node.js/TypeScript MCP server for Atlassian Bitbucket. Enables AI systems (LLMs) to interact with wo
12	Azure/aks-mcp	115	B 73	Azure	N/A	A Model Context Protocol (MCP) server that enables AI assistants to interact with AKS clusters. It s
13	takashiishida/arxiv-latex-mcp	100	B 73	takashiishida	N/A	MCP server that uses arxiv-to-prompt to fetch and process arXiv LaTeX sources for precise interpreta
14	deliberate-reasoning-engine	4	B 73	haasonsaas	MIT	MCP server for transforming AI reasoning into structured thought graphs.
15	k3s-mcp-server	1	B 73	ry-ops	MIT	MCP server for K3s cluster management using kubectl.
16	ConnorBritain/mssql-mcp-server	7	B 73	ConnorBritain	MIT	Enterprise MCP server for SQL Server with 20 tools for schema discovery, data operations, and admini
17	olgasafonova/mediawiki-mcp-server	5	B 73	olgasafonova	N/A	MCP server for MediaWiki wikis - search, read, and edit wiki content from AI assistants
18	dbt-labs/dbt-mcp	493	B 72	dbt-labs	N/A	A MCP (Model Context Protocol) server for interacting with dbt.
19	mcp-nixos	436	B 72	utensils	N/A	MCP-NixOS integrates AI assistants and provides DevOps tools for NixOS resources.
20	discord-mcp	181	B 72	SaseQ	N/A	A MCP server for integrating AI assistants with Discord, enhancing interaction and automation.

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About MCP Servers for LLM & Model Serving

MCP servers for interacting with large language models, model serving, and AI inference APIs. Nerq tracks 5,725 MCP servers in the llm & model serving category, each assessed against 52 global AI regulations including the EU AI Act, US state AI laws (California SB53, Colorado SB205), UK AI Bill, and more. Compliance scores are weighted by jurisdiction penalty severity — jurisdictions with higher fines (like the EU AI Act at up to €35M) have more impact on the score than voluntary frameworks.

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