AI & Machine Learning MCP Servers

ai.smithery/adamamer20-paper-search-mcp-openai

33

Remote Caution 75

Search and download academic papers from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic…

15

nautobot_mcp

33

Manual

Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Embedding Search and RAG.

10

@xmartlabs/vytallink-mcp-server

33

npx

A Model Context Protocol (MCP) server that provides access to vytalLink health and fitness data. vytalLink is a comprehensive health platform that aggregates data from wearable devices, fitness apps, and health monitoring systems, providing unified access

6

Build-Agentic-AI-and-Gen-AI-Agents-with-MCP

33

Manual

Model Context Protocol (MCP) Bootcamp offers a deep dive into MCP architecture and its role in the Agentic AI ecosystem. Learn to build real-world, production-ready AI workflows using MCP with LangChain, LangGraph, and CrewAI through fully practical, project-based implementations.

3

Build-Agentic-AI-and-Gen-AI-Agents-with-MCP

33

Manual

Build AI and Gen AI agents using Model Context Protocol (MCP) with hands-on projects and practical tools like LangChain and CrewAI.

2

io.github.andylbrummer/neural-mcp

33

uvx

GPU-accelerated MCP server for neural network training, deep learning, and model experimentation

2

io.github.udhaykumarbala/gemini-image-studio

33

npx Auth Required

AI image generation and editing with Google Gemini. Structured JSON editing.

1

io.github.egoughnour/massive-context-mcp

33

uvx

Handles 10M+ token contexts with chunking, sub-queries, and local Ollama inference.

1

deepseek-thinker-mcp

32

Manual Caution 57

A MCP provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's CoT from the Deepseek API service or a local Ollama server.

69

langchaingo-mcp-adapter

32

Manual Caution 67

A Go adapter that bridges LangChain Go tools with Model Context Protocol (MCP) servers.

49

mcp-launcher

32

Manual Caution 57

Easy to use MCP builder & launcher for all possible MCP servers, just like Ollama for models!

43

ollama-mcp-example

32

Manual Caution 67

Ollama MCP example for dummies.

18

memory-visualizer

32

Manual Caution 72

Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, debug, and analyze entities, relations, and observations from memory.json files in the Model Context Protocol.

15

sema

32

Manual

Semantic codebase indexer and MCP server for Claude Code and OpenAI Codex.

15

AIFoundry-MCPConnector-FabricGraphQL

32

Manual Caution 67

MCP Client and Server apps to demo integration of Azure OpenAI-based AI agent with a Data Warehouse, exposed through GraphQL in Microsoft Fabric.

11

ask-llm

32

Manual

MCP server for AI-to-AI collaboration — bridge Claude with Gemini, Codex, and other LLMs for code review, second opinions, and plan debate

10

mcp-server-generator

32

npx Caution 65

Create MCP Servers with one command, a modern MCP server generator with tools, resources, prompts, and tests.

9

Awesome-AI-Engineering

32

Manual

The Full-Stack LLM Engineering Playbook. Architectural patterns for Agents (MCP) & RAG, coupled with advanced Post-Training recipes (SFT, DPO, QLoRA) for domain adaptation. Covers Data Pipelines, Evaluation Frameworks, and System Design.

8

20alexl/mini_claude

32

Manual

- Persistent memory and guardrails for Claude Code. Features mistake tracking, loop detection, scope guard, and hooks that block risky edits. Runs locally with Ollama.

7

langchain-mcp-tools-py-usage

32

Manual

MCP Tools Usage From LangChain ReAct Agent / Example in Python

6

mcp-local-analyst

32

Manual

Talk to your data locally . A private AI Data Analyst built with the Model Context Protocol (MCP), Ollama, and SQLite. Turn natural language into SQL queries without data leaving your machine. Includes a Dockerized Streamlit UI

6

mcp-mindmesh

32

Manual

Claude 3.7 Swarm with Field Coherence: A Model Context Protocol (MCP) server that orchestrates multiple specialized Claude 3.7 Sonnet instances in a quantum-inspired swarm. It creates a field coherence effect across pattern recognition, information theory, and reasoning specialists to produce optimally coherent responses from ensemble intelligence.

5

XAgent-AI

32

Manual

Autonomous AI Agent built with Node.js, Groq LLM & MCP — dynamic tool calling, SSE streaming, and recursive reasoning loops.

2

io.github.waqarulwahab/llm-cost-estimator

32

npx

Token counting & multi-model LLM cost estimates: GPT-4o, Claude, Gemini, 25+. No API key.

1