MCP servers tagged llm
2.1K 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.
AdaptiveAPI
Drop-in proxy to make any MCP server, LLM and any HTTP+JSON API speak multiple languages easily. Powered by DeepL..and it can do way more!
Fastmcp Python Repl Server
🤖 A powerful Python REPL server built with FastMCP — run code via LLM tools | OpenAI & Claude compatible
VrtxOmega/Ollama-Omega
Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.
Thezenmonster/agentmem
Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, z…
DuhoKim/NebulaMind
Collaborative astronomy wiki built by AI agents. 34 topics, 115 knowledge graph connections. Register, read, edit, vote, comment, and explore the cosmos via open API. No auth requ…
jmrplens/gitlab-mcp-server
only and safe modes.
Swih/mistral-mcp
MCP server exposing 22 Mistral AI capabilities (chat, OCR, audio, vision, agents, embeddings, moderation, classification, files, batch) with dual transport (stdio + Streamable HTT…
Mercury Invoicing MCP
Mercury Banking MCP server with full Invoicing API support. Read accounts/transactions and create/manage recurring invoices via Model Context Protocol.
Vectorize MCP Worker
Hybrid RAG Worker on Cloudflare Edge — Vector + BM25 search, metadata filtering, multimodal vision, MCP server, and intelligent query routing. ~400ms p99.
Engram Go
Self-hosted MCP memory server — 35 tools for persistent context across AI coding sessions. Runs on Docker with PostgreSQL + pgvector + Ollama.
Kioku
Memory for Claude Code — auto-accumulate sessions into an Obsidian Wiki
Nmbot Skills
Agent Skills for nmBot.
Apr Cookbook
Examples of .apr format models
Awesome MCP Servers 2026
Awesome MCP Servers 2026 — curated list of Model Context Protocol servers for AI agents
Odoo Erp MCP
Connecting LLM and Odoo ERP directly via MCP server
haoyifan/Silicon-Pantheon
host option.
yli769227-jpg/ashare-mcp
equity ROE.
taniwhaai/arai
out anonymous telemetry.
Mail Shadow MCP
MCP server for structured, read-only email access. Exposes a minimal, auditable API surface — AI agents can search and read emails, but cannot send, delete, or modify your mailbox…
Mosaic
MCP server for agent memory over HexxlaDB—ring retrieval, embeddings + lexical search, seams, facets, YAML persistence policy, localhost HTTP transport.
Mempalace Rs
Local-first AI memory system in Rust with SQLite storage, semantic search, knowledge graph, MCP server, and CLI.
Deepspider
智能爬虫工程平台 - 基于 DeepAgents + Patchright 的 AI 爬虫 Agent | Intelligent Web Scraping Platform - AI-powered Crawler Agent built on DeepAgents + Patchright
Ion
Headless multi-provider LLM agent runtime. Single Go binary, 16+ providers, 59+ extension hooks, zero opinions.
Veritas Vault
Local-first AI knowledge retention engine. Passively captures sessions from Antigravity and other AI tools, stores them in SQLite with RAG, and provides morning briefs, action ite…
Nexo Rs
Rust multi-agent LLM framework — OpenClaw alternative. WhatsApp + Telegram + Gmail + browser agents on a single binary. NATS broker, MCP client+server, Claude/Anthropic OAuth, Min…
Kapruka MCP
MCP Server & TypeScript SDK for Kapruka.com - Build AI shopping agents with Claude Desktop, Cursor, and any MCP client. 15 tools, offline mock mode, React hooks.
Python MCP Template
A minimal FastMCP server scaffold for building your own MCP tools and resources. It includes typed examples, stderr-only logging, and a clean project layout that works with uv.
Nimblebrain
Self-hosted platform for MCP Apps and agent automations — tools, interactive UIs, scheduled runs, multi-agent delegation.
Tutor MCP
An open-source MCP server that turns any LLM into an Intelligent Tutoring System. 50 years of cognitive science, MIT licensed.
Ratchet
Go package for enforcing tool call order in MCP servers. Token-based dependency system with multi-level chains, expiry, one-time use, and compliance enforcement.
Rusty Bacnet MCP
Dedicated MCP (Model Context Protocol) server for agentic interaction with BACnet building automation networks — bulk reads, hot-reload safety layer, and a ratatui operator consol…
Understand Quickly
Public registry of code-knowledge graphs for AI agents. Awesome-list 2.0: pointers to schema-validated content, not just links.
Agentdom
Universal protocol for AI agents to interact with any software — REST APIs, SaaS, desktop, CLI. No screenshots. No scraping. One intent.
Offload MCP
MCP server that offloads routine AI coding tasks to free LLM APIs
Claude Scaffold
CLI tool that bootstraps a powerful agentic environment for OpenCode — agents, skills, memory-bank, MCP servers, pre-commit hooks
Claude Code Lens
Local monitor for Claude Code API traffic, logs, prompts, and tools
Multi Model
MCP server for Claude Code — parallel multi-model queries, smart routing, image/video gen across OpenAI (GPT-5, GPT Image), Gemini (Imagen 4, Veo), DeepSeek, Kimi & 12+ providers
Vtk MCP
MCP server for VTK
Graphstore
Memory infrastructure for AI agents!! store, recall by meaning or association, ingest documents, and track beliefs in one Python library.
GitCode API
Easy to use Python SDK for the GitCode REST API. Providing builtin CLI tool, and optional LLM integration (MCP, OpenAI tool, and openJiuwen tool) for agents. Community-maintained.…
kiro0x/five-mcp
choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns;…
denismaggior8/enigma-python-mcp
python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
Jwrede/llmprobe
Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and local servers (vLLM, SGLang,…
aegis-dq/aegis-dq
logged with cost and latency.
rust-works/omni-dev
only nodes like panels, mentions, and layouts.
Rag Forge
Production-grade RAG pipelines with evaluation baked in
AgenticOS
An open-source, self-hostable AI operating system and development workspace. Powered by Tauri 2.x and React 19, it features multi-agent orchestration, full Model Context Protocol…
LatentContext MCP
A session-scoped memory layer for LLMs, built on the Model Context Protocol. LatentContext gives AI assistants the ability to explicitly store and retrieve notes, decisions, and c…
AI Surface
Find and govern the AI surfaces in your application code at PR time. Free, OSS, runs offline.
Catalyst Sdwan Super MCP
FastMCP server for Cisco Catalyst SD-WAN Manager (vManage), driven by the official OpenAPI specs. Dynamic tool generation, read-only by default, JWT + session auth.