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

Nerq found 6,735 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 54yyyu/zotero-mcp with 1,461 stars and a trust score of 82/100. MCP servers for interacting with large language models, model serving, and AI inference APIs.

Last updated: August 01, 2026 | 6,735 servers in this category | Data from Nerq

Top 20 MCP Servers for LLM & Model Serving

#	Name	Stars	Trust	Author	License	Description
1	54yyyu/zotero-mcp	1,461	A 82	54yyyu	MIT	Zotero MCP: Connects your Zotero research library with Claude and other AI assistants via the Model
2	gatekit	37	B 75	gatekit-ai	Apache-2.0	Gatekit is a hackable MCP gateway for controlling traffic between your LLM.
3	Node.js Debugger	303	B+ 75	https://github.com/workbackai/mcp-nodejs-debugger	N/A	Connects Claude Code to Node.js's Inspector Protocol for real-time debugging capabilities, enabling
4	Toolbox	30	B+ 75	https://github.com/ai-zerolab/mcp-toolbox	N/A	Integrates with external APIs and services to provide command execution, Figma file interaction, and
5	Supabase	4	B+ 75	https://github.com/alexander-zuev/supabase-mcp-server	N/A	Enables Claude and other LLMs to interact with Supabase databases and Edge Functions through a secur
6	jalpp/chessagine-mcp	18	B 75	jalpp	MIT	ChessAgine MCP is a Model Context Protocol server that gives LLMs deep chess awareness by exposing c
7	DareDev256/fcpxml-mcp-server	10	B 74	DareDev256	MIT	🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.
8	Deep Code Reasoning	106	B 74	https://github.com/haasonsaas/deep-code-reasoning-mcp	N/A	Enables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, l
9	triage-ai	0	B 74	wyman101	MIT	AI-powered code review using Claude, Gemini, and Codex.
10	ableton-mcp	0	B 74	jpoindexter	MIT	AbletonMCP connects Ableton Live to AI models for automated music production.
11	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
12	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
13	cpal	1	B 73	tobert	MIT	MCP server for stateful Claude access with deep reasoning and extended thinking.
14	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
15	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
16	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
17	deliberate-reasoning-engine	4	B 73	haasonsaas	MIT	MCP server for transforming AI reasoning into structured thought graphs.
18	k3s-mcp-server	1	B 73	ry-ops	MIT	MCP server for K3s cluster management using kubectl.
19	BerriAI/litellm	36,444	B 73	BerriAI	NOASSERTION	Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost
20	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

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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 6,735 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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