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MCP server directory

AI & ML MCP Servers

MCP servers for AI and machine learning workflows — memory, embeddings, reasoning, model evaluation, and agent orchestration. Extend Claude with persistent memory and advanced reasoning capabilities.

Give Claude persistent memory across conversationsStore and retrieve embeddings from vector databasesChain multi-step reasoning with sequential thinkingBuild knowledge graphs from documents

112

Servers in AI & ML

★ 33,393

Most starred (Ruflo)

Most popular AI & ML servers

112 servers · page 1 of 3

Ruflo

ruvnet/ruflo

AI & ML

🌊 The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architecture, distributed swarm intelligence, RAG integration, and native Claude Code / Codex Integration

★ 33,393GitHub ↗
Gpt Researcher

assafelovic/gpt-researcher

AI & ML

An autonomous agent that conducts deep research on any data using any LLM providers

★ 26,707GitHub ↗
Hexstrike Ai

0x4m4/hexstrike-ai

AI & ML

HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting, vulnerability discovery, bug bounty automation, and security research. Seamlessly bridge LLMs with real-world offensive security capabilities.

★ 8,297GitHub ↗
Auto Claude Code Research In Sleep

wanshuiyin/Auto-claude-code-research-in-sleep

AI & ML

ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works with Claude Code, Codex, OpenClaw, or any LLM agent.

★ 7,510GitHub ↗
Deep Research

u14app/deep-research

AI & ML

Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP server.

★ 4,568GitHub ↗
Bifrost

maximhq/bifrost

AI & ML

Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.

★ 4,305GitHub ↗
Dive

OpenAgentPlatform/Dive

AI & ML

Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨

★ 1,779GitHub ↗
Contextplus

ForLoopCodes/contextplus

AI & ML

Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.

★ 1,775GitHub ↗
Korean Law Mcp

chrisryugj/korean-law-mcp

AI & ML

국가법령정보MCP | 법제처 41개 API → 16개 MCP 도구. 법령·판례·조례·조약을 AI로 검색·조회·분석 + LLM 환각 방지 인용 검증 | 41 Korean legal APIs → 16 MCP tools with AI citation hallucination guard

★ 1,589GitHub ↗
Npcpy

NPC-Worldwide/npcpy

AI & ML

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

★ 1,311GitHub ↗
Mcp Bridge

SecretiveShell/MCP-Bridge

AI & ML

A middleware to provide an openAI compatible endpoint that can call MCP tools

★ 924GitHub ↗
Agentchat

Shy2593666979/AgentChat

AI & ML

AgentChat 是一个基于 LLM 的智能体交流平台,内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作,Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术,实现高效的知识检索与工具调用,使用 FastAPI 构建高性能后端服务。

★ 683GitHub ↗
Alpaca Mcp Server

alpacahq/alpaca-mcp-server

AI & ML

Alpaca’s official MCP Server lets you trade stocks, ETFs, crypto, and options, run data analysis, and build strategies in plain English directly from your favorite LLM tools and IDEs

★ 683GitHub ↗
Llmwiki

lucasastorian/llmwiki

AI & ML

Open Source Implementation of Karpathy's LLM Wiki. Upload documents, connect your Claude account via MCP, and have it write your wiki !

★ 674GitHub ↗
Mcp Client For Ollama

jonigl/mcp-client-for-ollama

AI & ML

A text-based user interface (TUI) client for interacting with MCP servers using Ollama. Features include agent mode, multi-server, model switching, streaming responses, tool management, human-in-the-loop, thinking mode, model params config, MCP prompts, custom system prompt and saved preferences. Built for developers working with local LLMs.

★ 665GitHub ↗
Unrealgenaisupport

prajwalshettydev/UnrealGenAISupport

AI & ML

Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. OpenAI GPT-5, Deepseek R1, Claude Opus/Sonnet, Gemini 3, Grok 4, Alibaba Qwen, Kimi, ElevenLabs TTS, Inworld, OpenRouter, Groq, GLM, Ollama, Local, Meshy, Tripo, Hunyuan3D, Rodin, fal, Dashscope, Seedream. NPC AI, agentic, chat, 3D gen, TTS, multimodal, image gen. UnrealMCP/UnrealClaude

★ 559GitHub ↗
Agency Orchestrator

jnMetaCode/agency-orchestrator

AI & ML

🚀 One sentence → multi-AI-role collaboration → complete plan in minutes. 211+ expert roles, zero-code YAML, 9 LLM providers (6 free). 一句话调度多个AI专家自动协作,几分钟交付完整方案。

★ 503GitHub ↗
Thinkwatch

ThinkWatchProject/ThinkWatch

AI & ML

Enterprise AI bastion host for secure AI API and MCP access, with unified proxying, RBAC, audit logs, rate limiting, and cost tracking across OpenAI, Anthropic, Gemini, and self-hosted LLMs.

★ 478GitHub ↗
Swarmclaw

swarmclawai/swarmclaw

AI & ML

Self-hosted multi-agent AI runtime with MCP server support. Build, orchestrate, and run autonomous agents with memory, skills, schedules, and 23+ LLM providers (Claude, GPT, Gemini, OpenRouter, Ollama).

★ 402GitHub ↗
Vmlx

jjang-ai/vmlx

AI & ML

vMLX - Home of JANG_Q - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth

★ 399GitHub ↗
Volcano Agent Sdk

Kong/volcano-agent-sdk

AI & ML

🌋 Build AI agents that seamlessly combine LLM reasoning with real-world actions via MCP tools — in just a few lines of TypeScript.

★ 391GitHub ↗
Solon Ai

opensolon/solon-ai

AI & ML

Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, and other frameworks.

★ 368GitHub ↗
Ebook Mcp

onebirdrocks/ebook-mcp

AI & ML

A MCP server that supports mainstream eBook formats including EPUB, PDF and more. Simplify your eBook user experience with LLM.

★ 360GitHub ↗
Gptr Mcp

assafelovic/gptr-mcp

AI & ML

MCP server for enabling LLM applications to perform deep research via the MCP protocol

★ 342GitHub ↗
Generator

context-hub/generator

AI & ML

CTX: a tool that solves the context management gap when working with LLMs like ChatGPT or Claude. It helps developers organize and automatically collect information from their codebase into structured documents that can be easily shared with AI assistants.

★ 318GitHub ↗
Swarmvault

swarmclawai/swarmvault

AI & ML

Inspired by Karpathy's LLM Wiki. Local-first RAG knowledge base compiler with MCP server (Claude Code, Codex, OpenCode, OpenClaw). Turn raw research into a persistent markdown wiki, knowledge graph, and hybrid search that compound over time.

★ 266GitHub ↗
Vurb.Ts

vinkius-labs/vurb.ts

AI & ML

The Express.js for MCP Servers. Type-safe tools · Presenters that control what the LLM sees · Built-in PII redaction · Deploy once — every AI assistant connects.

★ 249GitHub ↗
Lycheemem

LycheeMem/LycheeMem

AI & ML

Lightweight Long-Term Memory for LLM Agents.

★ 237GitHub ↗
Wikipedia Mcp

Rudra-ravi/wikipedia-mcp

AI & ML

A Model Context Protocol (MCP) server that retrieves information from Wikipedia to provide context to LLMs.

★ 237GitHub ↗
Frappe Assistant Core

buildswithpaul/Frappe_Assistant_Core

AI & ML

Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model

★ 214GitHub ↗
Google Ads Mcp

google-marketing-solutions/google_ads_mcp

AI & ML

The Google Ads MCP Server is an implementation of the Model Context Protocol (MCP) that enables Large Language Models (LLMs), such as Gemini, to interact directly with the Google Ads API.

★ 182GitHub ↗
Ghost Mcp

MFYDev/ghost-mcp

AI & ML

A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. Allow you to control your Ghost blog by simply asking Claude etc.

★ 176GitHub ↗
Makerai

gustavoeenriquez/MakerAi

AI & ML

The AI Operating System for Delphi. 100% native framework with RAG 2.0, autonomous agents, MCP protocol, and universal LLM connector. Supports OpenAI, Claude, Gemini, Ollama, and more. Delphi 10.4+ (limited), full support from Delphi 12 Athens.

★ 163GitHub ↗
Remote Mcp Server

gleanwork/remote-mcp-server

AI & ML

Remote MCP Server that securely connects Enterprise context with your LLM, IDE, or agent platform of choice.

★ 158GitHub ↗
Compliant Llm

fiddlecube/compliant-llm

AI & ML

Build Secure and Compliant AI agents and MCP Servers. YC W23

★ 157GitHub ↗
Netbox Mcp Server

netboxlabs/netbox-mcp-server

AI & ML

Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs

★ 157GitHub ↗
Python Mcp Server Client

GobinFan/python-mcp-server-client

AI & ML

支持查询主流agent框架技术文档的MCP server(支持stdio和sse两种传输协议), 支持 langchain、llama-index、autogen、agno、openai-agents-sdk、mcp-doc、camel-ai 和 crew-ai

★ 155GitHub ↗
Paiml Mcp Agent Toolkit

paiml/paiml-mcp-agent-toolkit

AI & ML

Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic

★ 151GitHub ↗
Tinymcp

golioth/tinymcp

AI & ML

Let LLMs control embedded devices via the Model Context Protocol.

★ 150GitHub ↗

ai.imboard/dossier

AI & ML

MCP server for dossier automation standard - enables LLMs to discover, verify, and execute dossiers

ai.llmse/mcp

AI & ML

Public MCP server for the LLM Search Engine

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

AI & ML

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

ai.smithery/alex-llm-attack-mcp-server

AI & ML

Query and retrieve information about various adversarial tactics and techniques used in cyber atta…

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About AI & ML MCP servers

MCP servers for AI and machine learning workflows — memory, embeddings, reasoning, model evaluation, and agent orchestration. Extend Claude with persistent memory and advanced reasoning capabilities.

Common use cases

  • Give Claude persistent memory across conversations
  • Store and retrieve embeddings from vector databases
  • Chain multi-step reasoning with sequential thinking
  • Build knowledge graphs from documents

Frequently asked questions

What are AI & ML MCP servers?+

MCP servers for AI and machine learning workflows — memory, embeddings, reasoning, model evaluation, and agent orchestration. Extend Claude with persistent memory and advanced reasoning capabilities.

How do I install a AI & ML MCP server?+

Most AI & ML MCP servers can be installed with a single command using npx or uvx. Find the server you need, copy its install command, add the configuration to your claude_desktop_config.json file, and restart Claude Desktop. Each server's detail page has step-by-step setup instructions.

Which AI & ML MCP server should I use?+

The best AI & ML MCP server depends on your specific tool. Look for servers with high GitHub star counts and recent maintenance activity. Popular options include servers for: Memory, Sequential Thinking, Knowledge Graph, Pinecone.

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