AI & ML MCP Servers
Servers for integrating AI services directly into your agent workflows. Image generation, speech-to-text, embeddings, model APIs, and vector stores all live here. Useful when you're building agents that chain multiple AI capabilities together or need to call specialized models for specific subtasks.
200 servers in this category
Netdata
Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.
PraisonAI
AI Agents Framework with Self Reflection and MCP support
ai.klavis/strata
MCP server for progressive tool usage at any scale (see https://klavis.ai)
com.microsoft/nuget
A Model Context Protocol (MCP) server for NuGet.
ai.smithery/hustcc-mcp-mermaid
Generate dynamic Mermaid diagrams and charts with AI assistance. Customize styles and export diagr…
ai.smithery/docfork-mcp
@latest documentation and code examples to 9000+ libraries for LLMs and AI code editors in a singl…
ai.smithery/ChiR24-unreal_mcp_server
A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal E…
ai.smithery/ChiR24-unreal_mcp
Control Unreal Engine to browse assets, import content, and manage levels and sequences. Automate…
ai.packmind/mcp-server
Packmind captures, scales, and enforces your organization's technical decisions.
me.openbrowser/openbrowser-ai
AI browser automation. Write async Python to navigate, click, type, and extract data.
Glean Remote MCP Server
Remote MCP Server that securely connects Glean Enterprise Knowledge with your IDE, LLM, or agents.
ai.toolprint/hypertool-mcp
Dynamically expose tools from proxied servers based on an Agent Persona
ai.smithery/zwldarren-akshare-one-mcp
Provide access to Chinese stock market data including historical prices, real-time data, news, and…
ai.smithery/infranodus-mcp-server-infranodus
Map text into knowledge graphs to create a structured representation of conceptual relations and t…
ai.smithery/yuna0x0-anilist-mcp
Access and interact with anime and manga data seamlessly. Retrieve detailed information about your…
ai.smithery/kesslerio-attio-mcp-server
Connect AI to your Attio CRM. Manage contacts, companies, deals, and sales pipelines. Create tasks…
HackMD
A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.
ai.waystation/miro
Collaborate on visual boards with your team using Miro integration.
ai.waystation/office
Create, edit, and collaborate on Office documents and spreadsheets.
ai.waystation/wrike
Manage projects, tasks, and workflows with Wrike project management.
ai.waystation/airtable
Access and manage your Airtable bases, tables, and records seamlessly
ai.waystation/gmail
Read emails, send messages, and manage labels in your Gmail account.
ai.waystation/monday
Access and manage your Monday.com boards, items, and updates seamlessly
ai.smithery/truss44-mcp-crypto-price
Provide real-time cryptocurrency price data and market analysis.
Containerization Assist
TypeScript MCP server for AI-powered containerization workflows with Docker and Kubernetes support
ai.smithery/airmang-hwpx-mcp
자동화하여 HWPX 문서의 로딩, 탐색, 편집, 검증을 한 번에 처리합니다. 문단·표·주석 추가, 텍스트 일괄 치환, 머리말·꼬리말 설정 등 반복 작업을 신속히 수행합니다. 기…
ai.smithery/kkjdaniel-bgg-mcp
BGG MCP provides access to the BoardGameGeek API through the Model Context Protocol, enabling retr…
ai.smithery/Leghis-smart-thinking
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get complete context. Spee…
ai.mcpcap/mcpcap
An MCP server for analyzing PCAP files.
ai.smithery/hithereiamaliff-mcp-nextcloud
A comprehensive Model Context Protocol (MCP) server that enables AI assistants to interact with yo…
DollhouseMCP
OSS to create Personas, Skills, Templates, Agents, and Memories to customize your AI experience.
SmartBear MCP
MCP server for AI access to SmartBear tools, including BugSnag, Reflect, API Hub, PactFlow.
JustCall MCP Server
JustCall MCP Server enables LLMs and AI agents to make voice calls and send SMS via JustCall APIs.
VMware AIops
AI-powered VMware vCenter/ESXi VM lifecycle and deployment with 31 MCP tools.
ai.smithery/xinkuang-china-stock-mcp
Access real-time and historical market data for China A-shares and Hong Kong stocks, along with ne…
Qiskit IBM Transpiler MCP Server
MCP server for AI Transpiler IBM Quantum services
ai.smithery/hollaugo-financial-research-mcp-server
Analyze stocks with summaries, price targets, and analyst recommendations. Track SEC filings, divi…
ai.explorium/mcp-explorium
Access live company and contact data from Explorium's AgentSource B2B platform.
Multi-MCP
Multi-model AI orchestration MCP server with code review, compare, and debate tools.
Credit Optimizer v5 for Manus AI
Optimizes Manus AI credit usage by 30-75% via intelligent model routing and smart testing.
ai.smithery/DynamicEndpoints-autogen_mcp
Create and manage AI agents that collaborate and solve problems through natural language interacti…
ai.smithery/DynamicEndpoints-m365-core-mcp
*Updated June 17th 2025** Manage your Microsoft 365 services effortlessly. Create and manage distr…
ai.smithery/smithery-ai-cookbook-python-quickstart
A simple MCP server built with FastMCP and python
ai.smithery/smithery-ai-cookbook-ts-smithery-cli
A simple Typescript MCP server built using the official MCP Typescript SDK and smithery/cli. This…
com.picaos/mcp
A Model Context Protocol Server for Pica
ai.smithery/aicastle-school-openai-api-agent-project
Fetch current stock prices and key data for symbols across global markets. Look up companies like…
com.iunera/druid-mcp-server
AI-powered MCP server for Apache Druid cluster management and analytic
ai.smithery/aicastle-school-openai-api-agent-project11
Fetch the latest available stock quotes by ticker symbol across international markets. Check price…
com.wix/mcp
A Model Context Protocol server for Wix AI tools
Cookiy
AI user research via study creation, interviews, recruitment, and reports.
Epitome
Personal AI memory — gives every AI agent shared, persistent memory of you
HAPI Strava MCP Server
Strava MCP tools for AI: athletes, activities, segments, clubs, routes. Powered by HAPI MCP server.
ai.smithery/anirbanbasu-pymcp
Primarily to be used as a template repository for developing MCP servers with FastMCP in Python, P…
QuantContext
Deterministic stock screening, backtesting, and factor analysis for AI trading agents
ai.smithery/anirbanbasu-frankfurtermcp
A MCP server for the Frankfurter API for currency exchange rates.
ai.smithery/kwp-lab-rss-reader-mcp
Track and browse RSS feeds with ease. Fetch the latest entries from any feed URL and extract full…
Lightning Wallet
Give AI agents a Bitcoin wallet with Lightning Network payments and L402 support.
ai.smithery/zeta-chain-cli
Create friendly, customizable greetings for any name or audience. Break the ice in demos, onboardi…
Lingua Universale MCP Server
Verify AI agent communication with session types and formal proofs
ai.smithery/CryptoCultCurt-appfolio-mcp-server
Provide seamless access to Appfolio Property Manager Reporting API through a standardized MCP serv…
Porkbun DNS 🐷
Manage DNS records, domains, DNSSEC, SSL certificates via MCP
ai.smithery/isnow890-data4library-mcp
책 싫어하는 제가 책에 대해 아는척하고 싶어서 만들었습니다.. 내 주변 도서관 실시간 대출 확인 읽고 싶은 책을 검색하면 주변 도서관 대출 가능 여부를 즉시 확인 굳이 도서관…
ai.smithery/samihalawa-whatsapp-go-mcp
Scan QR codes and go! No more troublesome autos or APIs! Send text messages, images, links, locati…
HefestoAI
Pre-commit code quality guardian. Detects semantic drift in AI-generated code.
com.opsmill/infrahub-mcp
An MCP server connects your AI assistants to Infrahub using the open MCP standard.
Bridge MCP
Visual Desktop Bridge - Give any AI full control over Windows to automate apps and inputs.
Pretorin Compliance
Access Pretorin compliance systems, controls, evidence, and narratives from your AI tools.
com.gitscrum/mcp
MCP server for GitScrum — manage tasks, sprints, time tracking, and client workflows via AI
Learning Model Context Protocol
MCP server that can perform basic arithmetic operations and parse/evaluate arithmetic expressions.
Memphora
Add persistent memory to AI assistants. Store and recall info across conversations.
ai.smithery/alex-llm-attack-mcp-server
Query and retrieve information about various adversarial tactics and techniques used in cyber atta…
Bulwark
AI agent governance: content scanning, audit logs, policy evaluation, session management.
ai.smithery/TakoData-tako-mcp
Provide real-time data querying and visualization by integrating Tako with your agents. Generate o…
Dock AI
Discover MCP endpoints for real-world entities by resolving business domains.
ai.smithery/222wcnm-bilistalkermcp
Track Bilibili creators and get the latest updates on videos, dynamics, and articles. Fetch user p…
ai.smithery/minionszyw-bazi
Generate BaZi charts from birth details. Explore Four Pillars, solar terms, and Luck Pillars for d…
ai.smithery/mjucius-cozi_mcp
Manage your family's calendars and lists in Cozi. View, create, and update appointments; organize…
Delimit
One workspace for every AI coding assistant. Shared tasks, memory, and governance.
LiveCheck AI
Secure MCP runtime server for scanning and autofixing code issues
McpMux
McpMux — configure MCP servers once, connect every AI client through one local gateway.
ai.smithery/flight505-mcp_dincoder
Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime DinCoder brings the…
ai.smithery/PixdataOrg-coderide
CodeRide eliminates the context reset cycle once and for all. Through MCP integration, it seamless…
ai.smithery/arjunkmrm-lta-mcp
Provide real-time transportation data including bus arrivals, train service alerts, carpark availa…
Aegis — AI Agent Governance
Policy-based governance for AI agent tool calls. YAML policy, approval gates, audit logging.
ai.smithery/hithereiamaliff-mcp-datagovmy
This MCP server provides seamless access to Malaysia's government open data, including datasets, w…
Windsor.ai MCP
Query and analyze marketing, sales, and business data from 325+ platforms via Windsor.ai.
ImmoStage Virtual Staging
AI virtual staging for real estate — stage rooms, beautify floor plans, classify images.
Ludo AI Game Assets
Generate game assets with AI: sprites, 3D models, animations, sound effects, music, and voices.
ai.smithery/DynamicEndpoints-powershell-exec-mcp-server
Execute PowerShell commands securely with controlled timeouts and input validation. Retrieve syste…
Flaim Fantasy
Read-only fantasy analysis for ESPN, Yahoo, and Sleeper leagues via MCP
Bostrom MCP
86-tool MCP server for Bostrom blockchain: read chain state and sign transactions
Execution Market
AI agents publish bounties for real-world tasks. Gasless USDC payments via x402.
Kael MCP Server
16 AI-native tools with dual SSE + streamable-http transport. Free tier available.
Obsidian MCP
Turns Obsidian vaults into AI-queryable knowledge graphs with 12 tools
ai.smithery/devbrother2024-typescript-mcp-server-boilerplate
Kickstart development with a customizable TypeScript template featuring sample tools for greeting,…
ai.smithery/ramadasmr-networkcalc-mcp
Look up DNS information for any domain to troubleshoot issues and gather insights. Get fast, relia…
ai.smithery/cristianoaredes-mcp-dadosbr
# MCP DadosBR Servidor MCP focado em dados públicos do Brasil. Oferece duas ferramentas simples e…
Presso
Connect e-commerce and marketing data to AI assistants via MCP.
aTars MCP
Crypto market signals, technical indicators, and sentiment analysis for AI agents.
Rails AI Context
38 MCP tools give AI agents live Rails schema, routes, models, and conventions.
Auxen
Provision private AI model endpoints on dedicated GPUs (Llama, Qwen, Mistral). Pay per minute.
Aegis Policy
Governance firewall and safety guardrails oracle for AI swarms.
AgentPhone-Apex
Multi-channel voice and SMS gateway interface for AI communication.
Bring Your AI
No-data MCP handoff for local Claude Code to Codex harness moves. $49 lifetime.
ai.complyme.mcp/mcp
ComplyMe.AI MCP server for legal & data protection risk analysis and audits.
AI Humanizer
Advanced text styling to preserve semantic human flow.
App-Store-Builder
Extension bundler packaging plugins for AI agent ecosystems.
Myco: Agent-First Cognitive Substrate
Agent-first cognitive substrate: 20 verbs + 50 lint dims over a self-validating graph.
MCP Memory Gateway
Pre-action gates that block AI agents from repeating known mistakes.
CleanCode AI
Automated codebase refactoring and type safety validator.
ai.obaron/aeo
Scan any website for AI readiness — 100-point score across 6 AEO categories in seconds.
ThumbGate
Pre-action gates that block AI agents from repeating known mistakes.
Primeta
Give your AI a face, a voice, and a personality. 3D avatars with custom personas.
io.scorecard/mcp
MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.
Roxels
Let AI agents create configurable voice agents via meeting rooms and return structured data.
AllGoodInsp
Curated design references for AI — real CSS values, typography specs, and color palettes.
kg
Local knowledge graph memory MCP server for AI assistants.
ai.smithery/arjunkmrm-ahoy2
Create friendly greetings by name, with an optional pirate tone. Explore the origin of 'Hello, Wor…
Ingero
eBPF-based GPU causal observability with 7 MCP tools for AI-assisted GPU debugging
gnomon
Deterministic batch tools so LLM agents stop guessing dates and math.
ai.adeu/adeu
Automated DOCX Redlining Engine
ai.smithery/smithery-ai-fetch
A simple tool that performs a fetch request to a webpage.
Modern CLI MCP Server
MCP server exposing 104+ modern CLI tools for AI agents with JSON output.
Maasy — AI Marketing Copilot
AI marketing copilot: brand intelligence, campaigns, content, CRM, SEO, and skills for Claude.
Taskforce
Task and planning workspace for humans collaborating with AI agents
ai.teentherapy/library
Teen-first library on CBT, DBT, and finding the right therapist.
Trello MCP Server
Manage Trello boards, lists, and cards from any MCP-compatible AI assistant
Tapo MCP
MCP server for discovering and controlling TP-Link Tapo smart home devices via AI Agents
npm Trends MCP
npm package trends and weekly downloads over time. Free key at trendsmcp.ai
Correkt: The AI-Native Online Marketplace for Physical Products
Correkt: online marketplace built for AI agents. Shop 10M+ physical products from verified sellers.
Nido — Arcade Console for AI Agents (MCP Server)
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous agents.
Locize
Locize MCP server: read/write translations, publish versions, manage branches from AI assistants.
MCP Bench Router
Routes design tasks to designarena.ai's top-ranked model via OpenRouter across 14 categories.
Hugging Face
Connect to Hugging Face Hub and thousands of Gradio AI Applications
Allstacks Analytics MCP Server
Provides 208+ tools for AI-native engineering intelligence via Allstacks API.
ai.smithery/RectiFlex-centerassist-mcp
Streamline field service and construction operations with CenterPoint Connect. Manage companies, o…
bot.mailbox/mailbox
Physical mail API for AI agents. Send letters, certified mail. Sandbox + live keys via MCP.
Modulos Demo Booking
Book a Modulos demo. AI Governance Platform for EU AI Act, ISO 42001, NIST AI RMF.
BizVerify
KYB for AI agents: verify business registrations from MCP clients.
co.truncus/mcp-server
Send transactional emails from AI agents via Truncus. Validate, track delivery, and manage domains.
AdvocateMCP
MCP layer for local businesses: discover, query, book, and transact with verified SMB AI agents.
DocQA MCP
AI document verification: catch hallucinations, arithmetic errors, and field mismatches.
Runway AI Video Generation
AI video generation with Gen-4, Veo 3, and Aleph editing. Text-to-video, image-to-video, 4K upscale
ACA - Automated Client Acquisition
Generate on-brand content, manage leads, and run outreach across 6 channels from your AI agent.
Bitpoort
On-chain blockchain data for AI agents across Ethereum, Bitcoin, and Hyperliquid.
LeadFoxConnect
Marketo MCP server for AI. 130 tools to operate Marketo from Claude, Cursor, or ChatGPT.
RecallMax-Neural
Semantic context compression and cognitive memory layer for LLM swarms.
Knox Anchor
Bitcoin-anchored, tamper-evident audit-permanence layer for AI agents, FRE 902(13)/(14)-shaped.
Kochava for Advertisers — Official MCP Server
No account needed — connect, sign up, and query mobile attribution data from any AI tool
SalesCloser-AI
Conversational sales call auditor grading pitch conversion rates.
Satori-Aligner
Factual alignment and semantic bias scanner for LLM inputs.
Amazon ECS MCP Server
AI-powered Amazon ECS workload management
Predictive Maintenance
Industrial vibration analysis, bearing fault diagnosis, ISO 20816, and ML anomaly detection
NetLicensing MCP Server
Labs64 NetLicensing MCP server for AI-driven software license lifecycle management.
com.clauxel.aiwaiverdesk/aiwaiverdesk-mcp
Remote MCP for AI waiver checks, exception approvals, expiry review, and audit receipts.
Credence — Epistemic Guard
Epistemic guard for AI coding: tracks uncertain values and blocks writes until verified.
Tap
Browser-use trajectory compiler. Replay agent flows at zero LLM tokens with drift detection.
pyobfus-mcp
MCP tools for pyobfus — the Python obfuscator for AI-assisted development.
Kifly — Agentic Commerce & Payments
Multi-seller shopping for AI agents. Settle via Stripe MPP or x402 USDC on Base. Hosted.
Safe Docx
AI-native surgical editing of existing Word .docx files with formatting preservation
DexPaprika
Real-time DEX data, liquidity pools, token prices, and trading volumes across blockchain networks.
SWT3 AI Witness
18 tools. Cryptographic AI witnessing: EU AI Act, NIST, CMMC, SR 11-7. Trust mesh.
Ads AI Creator MCP
Ads AI Creator generates ad creatives, copy, and visuals using AI so marketers can iterate on
CrashStory MCP
Colorado personal injury attorney directory, AI-analyzed review intelligence, and crash data
StyleForge-AI
Automated design token builder producing clean CSS and Sass assets.
Cycling Coach AI
AI cycling coach: training plans, workouts, nutrition, strength training, Strava, Garmin and Wahoo.
OpenClaw Consensus
9-LLM consensus + disagreement scoring + cheapest-route picks to fight hallucinations.
Pimea
The hidden intelligence for AI marketing agents. Real campaign data, not LLM guesses.
Razz Games
Play provably fair games with real SOL wagering from any AI agent
Tentra — Memory for AI Coding Agents
Memory for AI coding agents. Call graphs + refactor safety + persistent code context. 35 MCP tools.
ai.smithery/RectiFlex-centerassist-mcp1
Manage CenterPoint Connect data across properties, companies, employees, invoices, materials, and…
ai.smithery/clpi-clp-mcp
Manage simple context workflows with quick init and add actions. Access the 'Hello, World' origin…
Genome Industrial Intelligence
Industrial intelligence for AI agents. Conviction scores and diligence for 10,000+ industrials.
ReportFlow
Generate PDF reports from ReportFlow templates via Claude and other AI agents.
ai.smithery/shoumikdc-arxiv-mcp
Discover the latest arXiv papers by category and keyword. Control how many results you get to spee…
ResultRail by LarryBuildsAI
Pay-per-success public data result packs for AI agents.
RecourseOS
Consequence evaluation for AI agents. Check recoverability before destructive actions.
CourseForge
AI-powered LMS course builder: 89 tools, 17 skills, SCORM/xAPI export, agentic UI
Etapa — Cycling Coach MCP
AI cycling coach — training plans and beginner guidance via the Etapa API.
ManyContacts - WhatsApp Business CRM
WhatsApp Business CRM: send messages, manage contacts, campaigns, and AI agents.
ManyContacts - WhatsApp Business MCP
WhatsApp Business MCP: send messages, manage contacts, campaigns, and AI agents.
com.googleapis.design/mcp
Provides UX capabilities to enhance the design output and understanding of AI systems.
MarsNMe
Agent-agnostic memory backend that preserves continuity between humans and AI over time.
com.ibitlabs.www/ibitlabs-mcp
iBitLabs live receipts: real balance, trades, shadow rules & saga from a $1k→$10k AI experiment.
AI Room Design MCP
AI Room Design helps users redesign rooms and visualize new interior layouts with AI-generated
ProofFlow
Audit infrastructure for AI coding agents with evidence-backed review and policy gates.
FlowMusicAI MCP
Flow Music AI is a free AI music generator that turns one prompt into a finished royalty-free track
Fodda Knowledge Graphs
Expert-curated knowledge graphs for AI agents — PSFK Retail, Beauty, Sports and more.
trvl
AI travel agent for flights, hotels, ground transport, price alerts, and award travel.
AI Site Scorer
Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.
Chikoh - Fantasy Sports & Entertainment Intelligence
AI fantasy sports & entertainment intelligence. 75 tools across 10 sports + TV/Awards.
Ninar AI
Audit your brand's visibility across ChatGPT, Gemini, Claude, Perplexity + 6 more engines.
The Gem Smith
Premium SEO and Answer Engine Optimization (AEO) oracle for AI agents.
Token Diet
LLM token optimization gateway implementing semantic pruning.
WAKE Protocol
A post-mortem succession protocol for AI agents. Black Box, handoff, time-locks.
ai.autoblocks/ctxl
Personal context management for AI assistants
ai.nullary/nullary
Negative results intelligence for drug discovery — query measured failures via MCP.
MemoTrader MCP Server
AI-to-human attention marketplace. Agents pay CPM to reach humans, earn credits by replying.
LLM Brand Monitor
Track how 350+ AI models mention your brand — manage projects, run scans, analyze results
com.clauxel.agentmailrooms/agentmailrooms-mcp
A paid remote MCP for OpenAI Codex agent coordination MCP, built to return verdicts, receipts, usage
Frequently Asked Questions about AI & ML MCP Servers
There are MCP servers for OpenAI, Hugging Face, vector databases like Pinecone and Weaviate, and various embedding services. They let agents orchestrate multi-model workflows.
Yes — AI/ML MCP servers enable agents to call external models, store and query embeddings, and pipe outputs between services, all from a single conversation.
Several servers integrate with Ollama, llama.cpp, and other local inference tools, so your agent can leverage on-device models without sending data to external APIs.