MCP servers tagged llm
10K live MCP servers tagged "llm", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with llm.
Deskclaw
An AI customer-service agent that runs a real (mock) shop over WhatsApp — with hard safety rails. Skills → typed MCP tools → shared data, on OpenClaw.
Deep MCP
Recursive Language Models (RLM) — CLI + MCP server with code-execute / recursive-delegation loop
Gemini Grounding MCP
MCP server that gives Claude Code and other MCP clients Google web search through the Gemini API - with grounding, inline citation markers, a source list and a per-call token foot…
Docs Assistant
Agentic RAG assistant for the MCP TypeScript SDK — version-correct (v1/v2), cited answers that refuse when the docs don't cover it. Next.js + AI SDK + LangGraph + pgvector.
Prompt Version Control
Git-like versioning for prompts with eval-gated promotion. Store, diff, tag (draft/staging/production), A/B serve, and gate promotion on eval results. Self-hosted, not SaaS.
Context Forge Ts
TypeScript implementation of Agentic Context Engineering — evolve your AI playbook (Bun/Node)
Lattice MCP
Policy kernel for MCP tools — shadow mode, human-in-the-loop, typed contracts, audit trail.
KnowHowToAI
A hierarchical Markdown knowledge base with MCP access for LLM agents like Claude and Cursor — validate, sync to MS SQL Server, search via MCP.
Agentic Applications
Agentic applications — an MCP server with a schema-validated LLM pipeline, and an autonomous onchain agent with a real unattended transaction.
Safe Agent MCP
基于 DeepSeek Harness 的安全多 Agent MCP 网关：把 DSH 的 agent 执行能力封装成标准 MCP 工具
RalfHuesing.Mcp.Observability
Unified JSONL tool-call logging and structured LLM agent feedback channel for MCP servers built on ModelContextProtocol SDK. One line of code.
Myrmecia
Self-hosted Agent Ops — run, govern, observe, and improve fleets of AI agents from one local-first control plane.
Sapmcp
Production-minded MCP server for SAP ECC/S/4HANA over NetWeaver RFC SDK (ctypes, no PyRFC): SafetyPolicy, audit JSONL, Basis tools, multi-destination and snapshots.
Production Ready MCP Servers For Claude Code
Curated list of the best MCP servers for Claude, Cursor, Windsurf and AI agents.
Omnibot
🤖 MCP-native AI Agent Framework — plug any MCP server, ship an agent in minutes. ReAct loop + multi-LLM + tool calling.
Ascii Banner MCP
An MCP server for getting ASCII banners
Hmpo MCP Server Practice
HMPO application-status MCP server practice — FastMCP + SQLite. Parameterised read-only tools, guidance resource, JSON-lines audit log. MIT licensed. Topics: mcp, fastmcp, model-c…
Perimeter
Security and cost audit for your AI agent toolchain: MCP servers, hooks, skills
Token Benchmark
Token-cost benchmark for MCP tool definitions: 9 servers measured, a 25x efficiency spread, and a 95% lighter redesign of the worst offender
Pipsync MCP Evals
No-execution MCP mock and safety evaluations for trading-oriented tools.
Latex
Model Context Protocol server for LaTeX: let an AI assistant check documents, parse compiler logs, and compile — great for theses and papers.
Portugal
Model Context Protocol server for Portuguese public data: NIF/IBAN/postal-code validation and national holidays.
M4STCLAW
M4STCLAW v3 — MCP-native autonomous AI mesh network with multi-provider routing, failover, memory, and task automation.
WebSense MCP
WebSense MCP 2.0 — non-vision browser automation in 7 tools: browse, find, act, read the diff. Trusted input, same-origin frames, and a cached diff of every action. No screenshots…
Python MCP Weather Server
FastMCP stdio server exposing a resilient `check_weather` tool over wttr.in with demo fallback and observation metadata. | MCP FastMCP, pytest, uv | Default weather HTTP timeout:…
Python MCP Server Starter
Python MCP server starter template — FastMCP, ruff, pytest, CI/CD ready
Fiumi Romagna
MCP server that retrieves river level data from the official Allerta Emilia-Romagna APIs.
Document Chat
A Claude CLI chat client backed by a Model Context Protocol server — FastMCP tools, resources and prompts, with a 27-test suite.
Enterprise Employee Knowledge Assistant
AI-powered Employee Knowledge Assistant using MCP, FastAPI, PostgreSQL, and Claude Desktop.
Luna AI
🌙 Luna AI — AI-Powered Mental Health Counseling & Emotional Well-Being Companion. Features real-time voice call counseling (VAD + TTS), automated daily AI diary synthesis, mood tr…
ResearchPilot MCP
MCP-powered multi-agent research assistant with RAG, LangGraph, FastAPI, and citation-aware report generation.
Groupme MCP Server
An MCP server exposing the GroupMe API v3, built with FastMCP and hosted on Prefect Horizon.
Unlockpdf Skill
AI-ready skills and MCP server for unlocking PDF passwords via unlockpdf.dev
GopherFetch
context engine for claude.
Enterprise
MCP (Model Context Protocol) server in Python exposing internal enterprise data — customers, orders, inventory — to LLM clients like Claude Desktop and ChatGPT.
Web Deployer
● MCP server that lets Claude AI deploy static websites through Docker containers
Sample Notes MCP Server
A tiny MCP notes server (add / list / search / delete) over stdio, for any MCP client. Run it with npx sample-notes-mcp-server
Quickserver
Working MCP server template: tools, resources, and prompts with stdio and SSE transports
Ide Super Worker
Async MCP worker for Codex: route bulk code work through cheaper gateways and return compact, verified evidence.
Agent Body
The sovereign meta-framework and unified CLI installer for the Autonomic AI ecosystem.
Agentic Pid Controller
An interactive PID controller dashboard that allows LLMs to monitor and tune control parameters in real-time using the Model Context Protocol (MCP).
Bypassapi MCP
MCP server for web scraping + Cloudflare/CAPTCHA bypass — give your AI agent real web access. Works with Claude Desktop, Cursor, Windsurf, Cline.
Devinsight MCP
Python MCP server that enables Claude to inspect and analyze Git repositories.
Zettaquant Vslm MCP
MCP server exposing ZettaQuant V-SLM (topic-conditioned sentence relevancy) to any MCP host: Claude Desktop, Cursor, Zed, Windsurf.
Llmgine
LLM-native game engine: attach a Mind (LLM), Eyes (vision) & Voice (neural TTS) to ANY entity — bosses that think, NPCs that see. Deterministic ECS + free GLM. Live demo → https:/…
Cohermes
A team of AI coding agents that share one brain — a Hermes extension whose per-user memory becomes a shared, governed Context Graph.
Native MCP
A suite of MCP (Model Context Protocol) servers packaged as a single static Go binary. Drop-in for Claude Code, Claude Desktop, Cursor, Cline, Zed and any MCP-aware client. No Nod…
Cryostat MCP
Model Context Protocol (MCP) for connecting Cryostat to Large Language Models (LLMs)
Agentvet Action
GitHub Action that lints LLM tool definitions (Anthropic / OpenAI / MCP shapes). Wraps @mukundakatta/agentvet.
Weigh
Weigh your MCP servers — one command to see how many context-window tokens every MCP server costs you, across Claude Code, Claude Desktop, Cursor, Windsurf, VS Code, and Gemini CL…