MCP Server Categories
Uncategorized
717 servers
Agent Orchestration Frameworks
Tools for building, coordinating, and managing multi-agent systems with MCP integration, including agent templates, skill/tool management, and agentic CLI orchestration. Does NOT include individual service integrations or single-purpose agent applications.
346 servers
Agent Memory Systems
MCP servers providing persistent memory storage for AI agents with retrieval, search, and recall capabilities across sessions. Does NOT include general knowledge bases, vector databases, or RAG systems without agent-specific memory management features.
342 servers
Application Platform MCP
MCP servers for managing and automating external platforms, services, and business applications (recipe management, project planning, databases, network simulation, optimization tools). Does NOT include MCP frameworks, SDKs, tutorials, or infrastructure tools like monitoring and container orchestration.
309 servers
Agentic AI Frameworks
Frameworks, SDKs, and orchestration systems for building multi-agent AI applications with tool use, state management, and workflow automation. Does NOT include specific integrations (those have their own categories), single-agent chatbots, or LLM providers themselves.
300 servers
MCP Demo Examples
Educational and reference implementations of MCP servers, ranging from minimal "Hello World" examples to multi-transport demonstrations with frameworks. Includes proof-of-concept projects, architecture showcases, and starter templates. Does NOT include production-ready tools, domain-specific integrations, or framework SDKs.
279 servers
Application Software Integration
Tools that connect Claude to desktop applications, games, hardware devices, and specialized software via MCP servers. Includes integrations with creative tools (Scrivener, Flame), entertainment systems (PS5, Lovense), calculators, media managers, and lifestyle apps. Does NOT include web platforms, cloud services, programming frameworks, or data infrastructure.
276 servers
Security Testing MCP
Tools for scanning, testing, and auditing MCP servers and AI infrastructure for vulnerabilities, misconfigurations, and security threats. Includes penetration testing frameworks, threat detection, deception layers, and compliance scanning. Does NOT include general application security scanning, PII redaction/privacy proxies, or audit logging unrelated to MCP security assessment.
268 servers
Custom Platform Servers
MCP servers built for specific platforms, services, and applications (Drupal, Upsun, mise, pump.fun, N Lobby, Minecraft, Blockbench, etc.). Does NOT include framework templates, tutorials, or generic MCP infrastructure tools.
260 servers
Desktop Application Control
Tools that enable AI assistants to control, automate, and interact with desktop applications (GUI frameworks, design software, productivity tools, hardware devices, browsers, robots). Includes widget introspection, screenshot capture, and application-specific scripting. Does NOT include web services, cloud platforms, or communication protocols (IRC, Slack, Discord).
246 servers
Go MCP Servers
MCP servers and frameworks built in Go, including general-purpose servers, language tools, API clients, and management/orchestration layers. Does NOT include language-specific MCP implementations for other languages (Java, Rust, Zig), domain-specific integrations (Splunk, Hevy, NHL), or non-Go tools.
242 servers
API Integration MCP
MCP servers for integrating third-party APIs and SaaS platforms (Officient, Rollbar, freee, Kagi, etc.). Does NOT include framework templates, protocol implementations, or category-specific integrations already covered by dedicated categories (Slack, GitHub, Salesforce, etc.).
227 servers
Vibe Coding Framework
Tools and platforms for "vibe coding" — AI-assisted development with human-in-the-loop workflows, security enforcement, deployment automation, and documentation. Does NOT include spec-driven development methodologies, general code execution sandboxes, or non-coding-focused AI agent frameworks.
222 servers
Regulatory Intelligence MCP
MCP servers that aggregate multi-source intelligence on regulatory compliance, industry-specific rules, and legal/policy changes for specialized domains (nuclear, aerospace, cannabis, drones, healthcare, M&A, nonprofits). Does NOT include general business intelligence, competitive monitoring, or political/financial databases.
220 servers
SQL Database MCP
Tools for querying, managing, and operating SQL and relational databases through MCP. Includes multi-database support, schema management, query optimization, and migration tools. Does NOT include data warehouses, NoSQL databases, or general Supabase management beyond SQL operations.
202 servers
Browser Automation MCP
Tools for controlling and automating web browsers through MCP servers, enabling AI agents to interact with web pages, inspect DOM elements, and perform end-to-end testing. Does NOT include general web scraping, API testing frameworks, or non-browser-based test automation.
184 servers
Rust MCP Frameworks
Rust libraries, frameworks, and toolkits for building MCP servers and clients. Includes core protocol implementations, procedural macros, async runtimes, and development utilities. Does NOT include specific MCP server implementations for domain applications, MCP gateways/proxies, or non-Rust language MCP tools.
163 servers
MCP Client Configuration
Tools for installing, configuring, and managing MCP servers across multiple AI clients and IDEs. Includes universal managers, installation helpers, and diagnostic tools. Does NOT include individual MCP servers for specific services, frameworks, or development tools.
145 servers
Model Context Protocol
144 servers
Image Generation MCP
Tools for generating, transforming, and manipulating images using AI models (text-to-image, image-to-image, inpainting, upscaling, style transfer). Does NOT include image search, metadata management, or general image processing without generative AI.
142 servers
Task Management MCP
MCP servers and tools for task tracking, todo management, project planning, and work prioritization—including priority frameworks (RICE, Eisenhower), burndown tracking, and agent-native task coordination. Does NOT include general project collaboration platforms, calendar scheduling, or time tracking integrations (those are separate categories).
141 servers
Documentation Access MCP
MCP servers that provide AI assistants with searchable access to technical documentation, API references, and knowledge bases. Includes tools for indexing local docs, retrieving framework/library documentation, and unified documentation search. Does NOT include document processing/manipulation, general knowledge retrieval, or internal company knowledge management systems.
140 servers
Stock Market Data
Tools for accessing real-time and historical stock market data, price quotes, and market information across exchanges (US stocks, crypto, Chinese A-shares, etc.). Does NOT include general financial modeling, bond calculations, invoice extraction, or trading execution platforms beyond data retrieval.
139 servers
MCP Server Management
CLI tools and managers for installing, configuring, deploying, and maintaining MCP servers across platforms. Does NOT include tools for building/developing MCP servers, integrations with specific services, or middleware/frameworks for MCP development.
139 servers
GitHub Repository Management
Tools for Git and GitHub repository operations, analysis, and automation through MCP servers. Includes pull request management, issue tracking, commit analysis, repository cleanup, and CI/CD integration. Does NOT include general Git hosting platforms beyond GitHub/Gitee, or non-MCP Git clients.
133 servers
Codebase Search Indexing
Tools for indexing, semantic searching, and navigating codebases through AST analysis, embeddings, and graph-based representations. Does NOT include general code execution, debugging, or repository management interfaces.
126 servers
Web Search MCP
MCP servers providing web search capabilities across multiple search engines and APIs (Tavily, Brave, DuckDuckGo, SearXNG, etc.). Includes content retrieval and scraping features optimized for LLM agents. Does NOT include specialized search (local indexing, full-text search engines like Lucene) or non-search web tools.
121 servers
MCP Server Scaffolding
CLI tools and generators for quickly creating, bootstrapping, and setting up Model Context Protocol servers with pre-configured templates, build configurations, and deployment options. Does NOT include tools for running, testing, or managing existing MCP servers, nor integrations with specific platforms or APIs.
113 servers
Agent Governance Security
Tools for enforcing policies, access control, audit logging, and safety constraints on AI agents at the protocol level. Includes credential isolation, deterministic policy enforcement, and compliance frameworks. Does NOT include general security infrastructure, secrets management, or agent frameworks themselves.
112 servers
macOS Desktop Automation
Tools for automating macOS system interactions, UI control, and application management through MCP servers. Includes keyboard/mouse control, Xcode integration, and macOS-specific automation. Does NOT include cross-platform desktop automation, iOS-specific tools, or general computer vision/OCR unless paired with macOS automation.
106 servers
TypeScript MCP SDKs
TypeScript/JavaScript SDKs and client libraries for building MCP applications, servers, and integrations. Includes type-safe abstractions, code generation tools, and language-specific frameworks. Does NOT include MCP servers for specific integrations (those belong in domain-specific categories) or non-TypeScript implementations.
106 servers
Claude Code Interoperability
Tools that bridge Claude Code with other AI systems, IDEs, interfaces, and communication channels to enable seamless multi-agent collaboration and cross-platform access. Does NOT include integrations with specific third-party services (Discord, Slack, etc.) or general MCP server categories.
106 servers
Web Scraping MCP
Tools that extract, parse, and convert web content into LLM-friendly formats (markdown, JSON, structured data). Includes HTML parsing, content cleaning, and web crawling. Does NOT include web search engines, browser automation for interactive tasks, or multi-platform agent orchestration.
106 servers
Java MCP Servers
MCP servers built with Java and JVM languages (Java, Kotlin, Quarkus, Spring Boot) that provide protocol implementations, SDKs, and server examples. Does NOT include general MCP clients, non-JVM language implementations, or MCP servers that merely happen to be written in Java without focusing on the protocol/SDK aspect.
99 servers
Ecommerce Product Management
Tools for searching, managing, and automating product catalogs across e-commerce platforms (Shopify, WooCommerce, Amazon, etc.) and marketplaces. Does NOT include general marketplace search, payment processing, or order fulfillment logistics.
92 servers
Email MCP Servers
MCP servers for reading, sending, and managing email across various providers (Gmail, Outlook, ProtonMail, Fastmail, iCloud, IMAP/SMTP). Does NOT include email marketing platforms (Mailchimp), calendar-only tools, or general messaging services like Discord or Telegram.
90 servers
Ide
90 servers
Security
89 servers
MCP Gateway Infrastructure
Gateways, proxies, and registry systems for routing, orchestrating, and securing MCP server traffic. Includes authentication, rate-limiting, policy enforcement, and centralized tool discovery. Does NOT include individual MCP servers, transport protocols, or client implementations.
88 servers
MCP Proxy Aggregation
Tools for proxying, aggregating, and managing multiple MCP servers through unified endpoints with capabilities like load balancing, protocol bridging, filtering, and centralized control. Does NOT include individual MCP servers for specific domains or tools that merely consume MCP services.
86 servers
Code Quality Analysis
Tools for static analysis, linting, code inspection, and technical debt detection across multiple languages. Does NOT include code execution, testing frameworks, or deployment/CI-CD pipeline management.
84 servers
Retrieval Augmented Generation
Tools that implement RAG systems with vector stores, document indexing, and semantic search to ground LLM responses in external knowledge bases. Does NOT include general search, web scraping without retrieval, or knowledge graphs without vector embeddings.
83 servers
Code Review MCP
AI-powered code review and quality assessment tools using MCP. Includes automated code analysis, refactoring suggestions, security/performance evaluation, and multi-agent review systems. Does NOT include general linting tools, CI/CD pipelines, or document review assistants outside code context.
81 servers
Agent Skill Systems
MCP servers and frameworks for packaging, distributing, and executing reusable skills/methodologies for AI agents. Includes skill managers, skill loaders, and skill collections that work across multiple agent platforms. Does NOT include agent orchestration platforms, individual domain-specific skills (those belong in category-specific repos), or general MCP server infrastructure.
81 servers
File System Operations
Tools for reading, writing, searching, browsing, and managing files and directories on local or networked filesystems. Does NOT include cloud storage services, version control systems, or application-specific file formats (use rails-ai-context or similar domain tools instead).
81 servers
OpenAPI MCP Generation
Tools that automatically convert OpenAPI specifications into Model Context Protocol (MCP) servers. Includes generators, converters, and compilers that transform API definitions into ready-to-use MCP implementations. Does NOT include manual MCP server frameworks, general API clients, or non-OpenAPI schema converters.
80 servers
Kubernetes Container Orchestration
Tools for managing, deploying, and operating Kubernetes clusters and related container orchestration platforms (Rancher, Helm, ArgoCD). Does NOT include general infrastructure management, message queues, or performance testing tools.
79 servers
Wiki Knowledge Retrieval
MCP servers for accessing and querying wiki platforms, encyclopedias, and knowledge bases (Wikipedia, MediaWiki, Wikidata, OpenLibrary). Does NOT include general web search, educational study tools, or learning assistants that use wikis as one of many data sources.
78 servers
Academic Research MCP
Tools for searching, accessing, and managing academic papers, scholarly articles, and research literature across databases like Scopus, arXiv, PubMed, and Springer. Includes reference management, citation formatting, and PDF analysis. Does NOT include general web research, fact-checking, or citation tools without academic database integration.
78 servers
Codebase Context Generation
Tools that automatically extract, organize, and optimize codebases into structured AI-ready context documents. Does NOT include general code analysis, documentation generation, or AI agent orchestration frameworks.
77 servers
Design System Intelligence
Tools for extracting, analyzing, managing, and applying design systems, UI/UX patterns, and design tokens to web projects. Does NOT include general accessibility scanning, component libraries without design system focus, or CSS frameworks.
76 servers
Docker Container Management
MCP servers for managing Docker containers, images, networks, volumes, and container orchestration platforms (Docker, Podman, Docker Compose, Docker Swarm, Kubernetes). Does NOT include general DevOps monitoring, CI/CD pipelines, or non-container infrastructure management like OpenStack or bare-metal servers.
74 servers
Advertising Platform MCP
Tools for managing, analyzing, and optimizing ad campaigns across advertising platforms (Google Ads, Meta Ads, LinkedIn, TikTok). Includes campaign performance analytics, audience targeting, budget optimization, and ad library research. Does NOT include general analytics platforms, website analytics (GA4), or non-advertising marketing tools.
73 servers
Chat Interface Applications
Complete chat applications and UI frameworks for interacting with LLMs and MCP servers. Includes desktop clients, web frontends, and multiplatform chat UIs. Does NOT include MCP servers themselves, backend APIs, or agent/workflow orchestration platforms.
72 servers
Agent Wallet Infrastructure
Tools for creating, managing, and securing wallets for AI agents, including payment processing, transaction signing, spending controls, and x402 micropayment integration. Does NOT include general blockchain data access, trading platforms, or non-agent-specific wallet solutions.
72 servers
Gemini MCP Servers
MCP servers that integrate Google Gemini AI models as core functionality for intelligent tool usage, code analysis, and text generation. Does NOT include general Google Cloud services, watermark removal tools, or media generation tools that only use Gemini incidentally.
71 servers
PSA RMM Ticketing
MCP servers for PSA (Professional Services Automation), RMM (Remote Monitoring & Management), and MSP (Managed Service Provider) platforms — ticketing, asset management, monitoring, and helpdesk operations. Does NOT include general IT documentation tools, web hosting management, or event/facility booking systems.
70 servers
Crypto Trading MCP
Tools that provide real-time cryptocurrency market data, exchange connectivity, and automated trading capabilities for AI agents. Includes DEX/CEX integrations, price feeds, and portfolio management. Does NOT include general blockchain infrastructure, wallet management, or non-trading crypto analytics.
70 servers
News Aggregation MCP
Tools for collecting, aggregating, and monitoring news from multiple sources (RSS, APIs, web platforms). Includes real-time news feeds, sentiment analysis, and trend detection. Does NOT include social media monitoring (Twitter/X, Weibo, WeChat) or general content curation platforms.
69 servers
Food Delivery Ordering
Tools for ordering food through delivery platforms and restaurant services, plus restaurant discovery and reservations. Does NOT include general shopping, retail, or non-food services like streaming or prescriptions.
69 servers
Obsidian MCP Servers
Tools for integrating MCP servers with Obsidian vaults, enabling AI assistants to read, write, search, and manage notes locally or remotely. Does NOT include general knowledge management tools, markdown editors without MCP support, or non-Obsidian vault systems.
68 servers
Local LLM Integration
Tools for integrating and running local LLMs (via Ollama, llama-cpp, etc.) as MCP servers or clients, enabling local inference and tool chaining. Does NOT include cloud-based LLM providers, LLM fine-tuning frameworks, or general LLM SDKs without MCP integration.
66 servers
YouTube Video Intelligence
Tools for extracting, analyzing, and searching video content (primarily YouTube) through transcripts, semantic search, Q&A, and structured metadata extraction. Does NOT include video creation, editing, downloading for storage, or general video platform APIs without AI-driven analysis capabilities.
65 servers
MCP Registry Aggregators
Comprehensive directories, curated lists, and meta-registries that index, discover, and categorize MCP servers across the ecosystem. Does NOT include individual MCP server implementations, client tools, or specialized domain-specific collections (those belong in their respective categories).
63 servers
Vector Knowledge Bases
Tools for building searchable knowledge bases using vector embeddings, semantic search, and hybrid retrieval methods. Includes document indexing, RAG systems, and knowledge graph integration. Does NOT include general web search, document processing without semantic search, or LLM orchestration frameworks.
63 servers
AI Music Production
Tools for AI-assisted music creation, composition, and production—including generation, synthesis, stem separation, MIDI creation, and DAW control. Does NOT include music players, downloaders, audio analysis, or music discovery/recommendations.
63 servers
Agent Memory
63 servers
Agent Protocol Standards
Protocols and frameworks for agent-to-agent communication, interoperability, and orchestration (A2A, ACP, HAP, ASAP). Does NOT include individual agent implementations, LLM integrations, or application-specific automation tools.
62 servers
Atlassian MCP Servers
MCP servers for Atlassian products (Confluence, Jira, JSM, JPD) enabling AI assistants to search, create, and manage content. Does NOT include general project management tools or non-Atlassian document/issue integrations.
62 servers
AWS Cloud Services
Tools for integrating AWS services (EC2, S3, Lambda, RDS, CloudWatch, IAM, Cost Explorer, Braket, etc.) into AI assistants. Does NOT include other cloud providers (GCP, OCI), AWS Lambda hosting wrappers, or non-AWS infrastructure tools.
61 servers
.NET MCP Servers
MCP servers and frameworks built with .NET/C# technologies, including integration examples, testing harnesses, and domain-specific implementations. Does NOT include MCP servers built in other languages, or non-.NET integrations with MCP.
60 servers
LLM Orchestration Routing
Tools for aggregating, routing, coordinating, and managing interactions between multiple LLMs and LLM providers. Includes multi-LLM consensus systems, provider abstraction layers, and cross-LLM communication frameworks. Does NOT include single-LLM applications, LLM fine-tuning, or model-specific optimization tools.
58 servers
Accounting Software MCP
Tools for integrating with accounting, bookkeeping, invoicing, and financial management platforms (Xero, FreeAgent, Moneybird, etc.). Does NOT include general banking, personal finance apps, or payment processing systems.
58 servers
Weather Data MCP
MCP servers that provide real-time weather data, forecasts, and atmospheric conditions from various weather APIs and meteorological services. Does NOT include general climate analysis, air quality-specific tools, or marine/ocean data services that aren't weather-focused.
58 servers
AI Cost Intelligence
Tools for tracking, analyzing, and optimizing AI inference costs, token pricing, and compute budgets across LLM providers. Does NOT include general financial management, energy pricing (unless directly tied to AI compute), or marketplace/commerce tools unrelated to cost tracking.
57 servers
Agent Trust Verification
Tools for establishing cryptographic identity, reputation scoring, and trustworthiness verification for AI agents. Includes credential systems, behavioral scoring, identity standards, and trust attestation. Does NOT include general authentication, access control, or non-agent-specific security frameworks.
56 servers
Session Context Memory
Tools for capturing, storing, and retrieving project context, decisions, and learnings across Claude Code sessions using local databases. Does NOT include general knowledge bases, chat history, or agent coordination systems.
56 servers
Google Workspace MCP
Tools for integrating Google Workspace applications (Drive, Docs, Sheets, Forms, Slides, Gmail, Calendar, Contacts) through MCP servers. Does NOT include non-Google cloud services, general office automation, or tools that only provide read-only access without MCP implementation.
55 servers
CRM Business Operations
Tools for managing customer relationships, sales pipelines, talent acquisition, marketing campaigns, invoicing, and commission tracking in business workflows. Does NOT include general analytics, development tools, data validation infrastructure, or communication platforms (which have separate categories).
54 servers
Structured Reasoning Frameworks
Tools for decomposing complex problems into systematic thinking patterns, mind maps, and multi-stage reasoning protocols. Includes frameworks for metacognitive self-reflection, parallel thought exploration, and validated reasoning chains. Does NOT include multi-model consensus tools, model comparison utilities, or general LLM orchestration.
53 servers
PDF Document Processing
Tools for extracting, reading, converting, modifying, and analyzing PDF and document files. Includes text extraction, format conversion, metadata retrieval, form filling, and structural analysis. Does NOT include general document storage/management, OCR as a primary service, or recipe extraction tools.
52 servers
API Integration Tutorials
Educational projects and tutorial repositories demonstrating how to build MCP servers that integrate with external APIs and services. Includes beginner-friendly examples, conference talks, and practice exercises. Does NOT include production-ready API integrations, specialized domain servers, or framework/SDK tools.
51 servers
Fitness Health MCP
Tools for connecting AI assistants to fitness tracking, workout logging, exercise data, and health metrics from wearables and fitness platforms. Does NOT include general nutrition/meal planning (see nutrition-mcp category) or non-fitness health monitoring.
51 servers
Penetration Testing MCP
MCP servers wrapping specialized security testing and reconnaissance tools (port scanning, web fuzzing, vulnerability scanning, OSINT, network exploitation). Does NOT include general security monitoring, threat intelligence platforms, or vulnerability management systems without active exploitation capabilities.
50 servers
Debugging AI MCP
MCP servers integrating AI with debuggers, profilers, and reverse engineering tools for program analysis, memory inspection, and execution control. Does NOT include general development tools, IDEs, or non-debugging runtime analysis platforms.
49 servers
MCP Learning Courses
Educational resources, tutorials, and crash courses for learning Model Context Protocol from foundational concepts to advanced implementation. Includes structured curricula, hands-on guides, and multi-module courses across various programming languages. Does NOT include production tools, specific MCP server implementations, or language-specific MCP frameworks/SDKs.
48 servers
Calendar Scheduling MCP
Tools for calendar management, event scheduling, and time coordination across calendar platforms (Google, Apple, Calendly, CalDAV). Does NOT include general reminders, task management, or non-calendar scheduling systems.
48 servers
Observability
48 servers
MCP Server Testing
Tools and frameworks for testing MCP servers, including test case generation, mocking, assertions, and integration testing. Does NOT include debugging/inspection tools, monitoring, or general quality analysis.
48 servers
Mcp Server Frameworks
47 servers
Gateway
47 servers
VS Code Editor Integration
Tools that expose VS Code editor capabilities (LSP, commands, diagnostics, code navigation, refactoring) to MCP clients for AI-assisted development. Does NOT include general IDE integration for other editors, Roblox/game engines, or language server standalone implementations without VS Code focus.
47 servers
Home Assistant MCP
Tools and integrations that provide MCP protocol access to Home Assistant instances for smart home control, automation management, and device interaction. Does NOT include general IoT/industrial systems, other smart home platforms, or non-Home Assistant specific implementations.
46 servers
EVM Blockchain MCP
Tools for querying, interacting with, and analyzing EVM-compatible blockchains and smart contracts through JSON-RPC and blockchain data APIs. Does NOT include non-EVM chains, wallet infrastructure, or DeFi protocol-specific operations (covered under separate categories).
46 servers
Terminal Access MCP
Tools providing AI assistants with interactive terminal/shell access for command execution, file operations, and session management. Does NOT include specialized domain tools (i3wm, Tabby), serial/hardware interfaces, or general system automation platforms.
45 servers
Markdown Conversion MCP
Tools for converting documents and files (PDF, DOCX, PPTX, images, CHM, etc.) into Markdown format for AI/LLM workflows. Does NOT include Markdown editors, Markdown-to-HTML converters, or Markdown note management without conversion capabilities.
45 servers
Healthcare Data Interoperability
Tools for accessing, integrating, and querying healthcare data systems including FHIR servers, medical databases, clinical vocabularies (ICD-10, CPT), and health records. Does NOT include general medical information lookup, fitness tracking, or patient-facing telehealth applications.
45 servers
Molecular Biology MCP
MCP servers for querying and analyzing biological and chemical databases (PDB, UniProt, ChEMBL, PubChem), protein structures, molecular properties, and computational chemistry/toxicology workflows. Does NOT include general bioinformatics analysis tools, sequence alignment, or non-database-backed prediction services unrelated to molecular structure and chemical data.
45 servers
n8n Workflow Automation
Tools for building, managing, and automating workflows using n8n or similar visual workflow platforms, including AI-powered workflow builders, MCP integrations for workflow design, and production deployment stacks. Does NOT include general workflow engines, CI/CD pipelines, or non-n8n automation frameworks.
43 servers
Secrets Management MCP
MCP servers and tools for secure credential storage, encryption, and isolated access to secrets by AI agents without exposing raw tokens or plaintext credentials. Does NOT include general encryption tools, password managers without MCP integration, or authentication/authorization systems.
41 servers
Android Device Automation
Tools for controlling and automating Android devices through MCP servers, enabling AI agents to interact with phones/tablets via ADB, accessibility services, or remote protocols. Does NOT include iOS automation, Android development tools, or Android TV remote controls.
40 servers
Note-Taking MCP
MCP servers for note-taking and journaling applications (Evernote, Bear, Apple Notes, Day One, Google Keep, etc.). Does NOT include general productivity tools, task management without note features, or diary/ops journal platforms without MCP integration for notes.
40 servers
MongoDB MCP Servers
MCP servers specifically for MongoDB database connectivity and operations. Includes MongoDB Atlas integration, local MongoDB instances, and MongoDB-specific query tools. Does NOT include other database systems (ArangoDB, SQL databases) or general database abstraction layers.
39 servers
Screen Capture MCP
Tools that capture visual screenshots of web pages, applications, or system desktops via MCP servers. Includes web screenshot APIs, native OS screen capture, and UI automation for visual inspection. Does NOT include video recording, screen sharing, or general browser automation without screenshot focus.
39 servers
Protein Structure Prediction
Tools for predicting and designing protein structures, including folding, binding affinity, mutations, and related sequence analysis. Does NOT include general bioinformatics tools, drug discovery platforms, or non-structural protein analysis.
39 servers
Unity MCP Servers
MCP servers and plugins that enable AI assistants to control, automate, and interact with the Unity Editor and game development workflows. Does NOT include general game development tools, Unity packages unrelated to AI integration, or MCP servers for non-Unity platforms.
38 servers
Time Tracking MCP
Tools that provide time awareness, current time/timezone information, and time tracking integrations for AI agents. Includes biological age calculations and temporal awareness capabilities. Does NOT include calendar scheduling, appointment management, or general scheduling APIs.
38 servers
Geospatial Mapping MCP
Tools for maps, geocoding, routing, location search, and geospatial data processing. Includes Google Maps, OpenStreetMap, IP geolocation, and coordinate systems. Does NOT include general location-based services unrelated to maps or coordinate data (e.g., weather, fitness tracking).
38 servers
Data Warehouse MCP
Tools for querying, managing, and transforming data in cloud data warehouses (Databricks, BigQuery, Spark) and dbt workflows. Does NOT include general SQL databases, file storage systems, or non-warehouse-specific analytics platforms.
37 servers
SEO Analysis Tools
Tools for SEO auditing, analysis, and optimization including on-page audits, rank tracking, keyword research, SERP analysis, and competitive intelligence. Does NOT include general web performance tools (use lighthouse-mcp-server), local business directories, or generative engine optimization for AI search engines.
37 servers
Mathematical Computation MCP
MCP servers providing mathematical operations, symbolic computation, unit conversion, and numerical analysis. Includes calculators, algebra systems, and scientific computing. Does NOT include physics simulations, visualization-only tools, or domain-specific applications that happen to use math.
37 servers
Cloudflare Worker Deployment
Tools and templates for deploying MCP servers to Cloudflare Workers and edge runtimes, including frameworks, patterns, and infrastructure-as-code solutions. Does NOT include general MCP server implementations without Cloudflare/edge-specific deployment, or Cloudflare API clients that aren't themselves deployed as MCP servers.
37 servers
Prediction Market Trading
MCP servers and agents for trading, analyzing, and automating strategies on prediction markets (Polymarket, Kalshi, PredictIt). Does NOT include general stock market data, crypto exchanges, or non-prediction market financial tools.
36 servers
Data Visualization MCP
Tools for creating charts, graphs, dashboards, and interactive visual representations of data. Does NOT include educational learning management systems (Canvas, Moodle, Brightspace) or general data analysis platforms.
36 servers
Text-to-Speech MCP
Tools that convert text into spoken audio output using various TTS engines and APIs. Includes multi-voice synthesis, emotional speech, SSML support, and audio streaming. Does NOT include speech-to-text, voice cloning from samples, sound effect libraries, or general audio/music production tools.
36 servers
Public Transit MCP
MCP servers providing real-time and scheduled data for public transportation systems (buses, trains, metros, trams) across specific cities or regions. Does NOT include ride-sharing services, personal vehicle navigation, or general travel planning tools.
36 servers
Domain DNS Management
Tools for managing domain registrations, DNS records, and related services (WHOIS lookups, DNSSEC validation, transfers). Does NOT include general web hosting, SSL certificate management beyond DNS validation, or non-DNS network tools.
36 servers
Claude Conversation History
Tools for searching, indexing, and retrieving Claude Code conversation history across sessions and projects. Includes persistent dialogue storage, session recovery, and conversation-based context management. Does NOT include general chat interfaces, non-Claude conversation tools, or unrelated data search capabilities.
35 servers
Sports Data Analytics
Tools that provide real-time sports statistics, player/team data, game scores, and league information across multiple sports (NFL, NBA, MLB, Premier League, Fantasy sports, etc.). Does NOT include general betting platforms, esports game coaching, or non-sports data APIs.
35 servers
Analytics Platform MCP
MCP servers for third-party analytics platforms (Matomo, Mixpanel, Amplitude, Piwik, GA4) that track events, user behavior, and engagement metrics. Does NOT include general data visualization, business intelligence dashboards, or analytics for specific domains (e.g., sports, crypto, ads management).
35 servers
Diagram Generation MCP
Tools for creating, editing, and exporting visual diagrams (flowcharts, architecture diagrams, mind maps, wiring diagrams) through programmatic interfaces and AI agents. Does NOT include general visualization libraries, data plotting tools, or diagram viewing/validation-only services.
34 servers
MCP Server Discovery
Registries, directories, and discovery platforms for finding, browsing, and cataloging MCP servers and their metadata. Does NOT include individual MCP server implementations, client tools, or protocol specifications themselves.
34 servers
Azure Cloud Integration
Tools for integrating with Microsoft Azure cloud services, infrastructure, and resources. Includes Azure CLI wrappers, storage access, identity management, and infrastructure provisioning. Does NOT include general cloud platforms (AWS, GCP, IBM Cloud) or non-Azure-specific cloud tools.
33 servers
Prometheus Monitoring MCP
Tools for querying, analyzing, and monitoring metrics from Prometheus, Alertmanager, and time-series databases through natural language interfaces. Does NOT include general observability platforms (Grafana, Tempo) unless they specifically integrate with Prometheus data sources.
32 servers
Code Execution Sandbox
Tools that provide isolated, sandboxed environments for executing code (Python, JavaScript, Node.js, shell commands) safely within AI agent workflows. Does NOT include code generation, linting, or analysis tools; does NOT include execution platforms that aren't sandboxed (like direct cloud function invocation without isolation).
32 servers
OpenClaw Ecosystem
MCP servers and integrations built around OpenClaw AI assistant, including bridges, plugins, wrappers, and proxy connections. Does NOT include general MCP servers, standalone AI tools, or non-OpenClaw agent frameworks.
32 servers
Prompt Engineering MCP
Tools for creating, optimizing, managing, and organizing AI prompts with techniques like prompt engineering, prompt libraries, and prompt optimization. Does NOT include general LLM interfaces, chat applications, or tools where prompts are incidental to other primary functions.
32 servers
System Monitoring MCP
Tools for real-time monitoring and diagnostics of system resources (CPU, memory, disk, network, processes) and OS-level metrics on local or remote machines. Does NOT include application performance monitoring, log aggregation, or infrastructure orchestration platforms.
31 servers
Framework
30 servers
Telegram Bot Integration
Tools for connecting Claude and AI agents to Telegram via the Model Context Protocol (MCP), enabling message sending, bot automation, and chat management. Does NOT include general Telegram clients, non-MCP Telegram libraries, or tools primarily focused on other messaging platforms.
30 servers
Legislative Law Access
Tools providing AI access to national, regional, or local legal codes, statutes, court decisions, and legislative data through APIs or structured databases. Does NOT include general legal research platforms, contract analysis tools, or compliance management software.
30 servers
WordPress MCP Servers
MCP servers that expose WordPress core functionality, content management, and site administration to AI agents. Includes WordPress REST API wrappers, WooCommerce integration, and WordPress-hosted service management. Does NOT include general website builders, non-WordPress CMS platforms, or WordPress hosting providers without MCP server implementation.
30 servers
Personal Finance MCP
Tools for managing personal finances, expenses, and budgets through natural language interfaces with MCP servers. Does NOT include business accounting software, investment portfolio management, or general financial data aggregation.
30 servers
Robotics AI Control
Tools for connecting AI models to robotic systems via MCP, enabling natural language control of robots, manipulators, and autonomous platforms through ROS, custom APIs, and hardware interfaces. Does NOT include general robot simulation, purely mechanical design tools, or non-MCP robotics frameworks.
29 servers
Testing
29 servers
Discovery
29 servers
Billing
29 servers
LangChain MCP Integration
Tools and frameworks for integrating Model Context Protocol (MCP) with LangChain for agent-based tool selection and execution. Includes LangChain adapters, client-server implementations, and patterns for connecting MCP servers to LangChain agents. Does NOT include standalone MCP servers, domain-specific integrations (Slack, Notion, etc.), or LangChain usage without MCP focus.
28 servers
Notification Alerting MCP
Tools for sending notifications and alerts to users/devices from AI agents, including system notifications, push notifications, and webhooks. Does NOT include communication platforms (Discord, Slack, email, etc.), messaging services, or general event logging systems.
28 servers
Transport
28 servers
Business Intelligence MCP
MCP servers for analytics and business intelligence platforms (Metabase, Power BI, GoodData, Apache Superset). Includes tools for querying dashboards, running analytical queries, and managing semantic models. Does NOT include general data visualization, SQL databases, or data warehousing infrastructure.
27 servers
Government Open Data
MCP servers providing access to official government open data portals, statistical databases, and public datasets across different countries and regions. Does NOT include general data APIs, private datasets, or non-governmental data sources.
27 servers
Base Token Trading
MCP servers for AI agents to launch, trade, swap, and manage tokens on Base blockchain, including token deployment, liquidity operations, and decentralized exchanges. Does NOT include general blockchain data reading, wallet analytics, or non-Base chains.
27 servers
WhatsApp AI Integration
Tools that enable AI agents and assistants to send, receive, and interact with messages through WhatsApp. Does NOT include general messaging platforms (Discord, Telegram, Email) or non-messaging WhatsApp utilities.
27 servers
Social Media Trends
Tools for tracking and analyzing trending topics, search volume, and engagement metrics across social platforms (Reddit, YouTube, TikTok, etc.) and web sources. Does NOT include general social media management, posting automation, or non-trend analytics.
26 servers
SSH Remote Management
Tools for executing commands, transferring files, and managing remote Linux/Unix servers via SSH through the MCP protocol. Does NOT include general terminal access, shell execution on local machines, or non-SSH remote protocols (RDP, Telnet, etc.).
26 servers
1C Enterprise MCP
Tools and frameworks for integrating with 1C:Enterprise ERP systems via MCP, including language SDKs, platform context/documentation servers, and domain-specific implementations (BSL code generation, form management). Does NOT include general C/C++ MCP frameworks or tools for other business platforms.
26 servers
Azure DevOps MCP
MCP servers specifically for Azure DevOps integration (work items, boards, repos, pipelines, sprints). Does NOT include general Azure cloud services, Veeam backup, compliance tools, or other Azure products outside DevOps.
25 servers
Solana Blockchain MCP
Tools for interacting with the Solana blockchain ecosystem — including wallet management, token/NFT operations, DeFi protocols, on-chain data analysis, and Solana-specific transactions. Does NOT include general blockchain infrastructure, other L1/L2 networks, or non-Solana financial protocols.
25 servers
Chatbot UI Frameworks
Web-based chat interfaces and conversational UI applications for AI agents using MCP. Includes Streamlit/Flask/FastAPI frontends for interactive chatbots. Does NOT include messaging platform integrations (Discord, Slack, Telegram) or specialized domain applications.
25 servers
Job Search MCP
Tools for searching, matching, and discovering job opportunities across various platforms and job boards. Includes job recommendation systems, application tracking, and resume optimization. Does NOT include recruitment/HR management platforms, candidate screening pipelines, or general career coaching without job search functionality.
25 servers
Swiss Government Data
Tools providing access to Swiss federal, cantonal, and municipal open data sources, statistics, registries, and public datasets. Does NOT include general geospatial mapping, weather data, or non-Swiss regional/local government platforms.
25 servers
LinkedIn MCP Servers
Model Context Protocol servers for LinkedIn API integration and automation. Includes job searching, profile management, content posting, and LinkedIn data retrieval. Does NOT include general social media automation, other professional networks, or non-MCP LinkedIn tools.
24 servers
Microsoft 365 MCP
Tools for accessing and managing Microsoft 365 services (Mail, Calendar, OneDrive, SharePoint, Teams, Contacts) via MCP. Does NOT include standalone Outlook clients, Dynamics 365, or non-M365 Microsoft services.
23 servers
Discord AI Integration
Tools that enable AI agents and assistants to interact with Discord servers through the Model Context Protocol, including message handling, channel management, and bot control. Does NOT include Discord bots without MCP support, Discord client libraries, or non-AI Discord automation tools.
23 servers
Notion MCP Servers
Tools for integrating Notion workspaces and databases with AI agents via MCP. Includes servers for reading/writing pages, databases, blocks, and comments. Does NOT include general productivity tools, knowledge bases, or non-Notion document management systems.
23 servers
Unreal Engine MCP
MCP servers and tools for AI-assisted Unreal Engine development, including Blueprint editing, C++ plugin integration, API documentation, and game development workflows. Does NOT include general game engines (Unity, Godot) or non-Unreal game development tools.
23 servers
Cursor IDE MCP
MCP servers specifically designed for Cursor IDE that enhance its capabilities through integrations, memory systems, history management, and task automation. Does NOT include general MCP servers, IDE-agnostic tools, or MCP servers for other editors like VS Code (unless Cursor-specific).
23 servers
Binary Analysis MCP
MCP servers and tools for reverse engineering, binary analysis, and decompilation using tools like Ghidra, IDA Pro, Binary Ninja, and Radare2. Does NOT include general debugging, malware sandboxing, or network analysis tools.
22 servers
Deep Research Agents
Autonomous AI agents that conduct comprehensive research across multiple sources, synthesize findings, and generate detailed reports. Does NOT include general-purpose chatbots, single-document summarizers, or academic database integrations without agentic orchestration.
22 servers
Video Editing MCP
Tools for AI-powered video editing and post-production control via MCP, including timeline manipulation, effects, color grading, format conversion, and NLE integration. Does NOT include general video generation, animation software (Blender/After Effects covered separately), or image editing tools.
21 servers
Blockchain Network Integration
MCP servers for direct integration with blockchain networks, Layer-1/Layer-2 chains, and blockchain-specific operations (transactions, querying, smart contracts). Does NOT include general blockchain data infrastructure, crypto trading platforms, or cross-chain messaging protocols.
21 servers
Regional Fiscal Data
Tools for accessing government fiscal, tax, business registration, and financial data from specific countries' public APIs and databases. Includes CNPJ/company lookups, tax calculations, central bank statistics, and regulatory information by region. Does NOT include general business data aggregation, accounting software, or multi-country financial analysis platforms.
20 servers
Shell Command Execution
Tools for running shell commands, scripts, and system operations through MCP servers. Includes shells (bash, sbt), command execution with security/audit features, shell linting, and persistent session management. Does NOT include general terminal emulators, SSH clients without MCP integration, or non-shell scripting languages.
20 servers
Salesforce CRM MCP
MCP servers for Salesforce CRM platform integration, including core Salesforce orgs, Commerce Cloud, Marketing Cloud, and Salesforce-specific documentation/knowledge tools. Does NOT include general CRM systems, non-Salesforce business software, or unrelated SaaS integrations like FastSpring.
19 servers
Google ADK Agent Framework
Tools and implementations for building multi-agent systems using Google's Agent Development Kit (ADK) with MCP integration. Includes ADK-based agents, MCP server implementations for ADK, and end-to-end ADK agent projects. Does NOT include general agent frameworks, non-ADK multi-agent systems, or standalone MCP servers without ADK context.
19 servers
Bitcoin Lightning Agents
Tools that provide AI agents with direct access to Bitcoin blockchain data, Lightning Network functionality, and wallet capabilities for transactions. Does NOT include general cryptocurrency exchanges, altcoins, trading bots, or non-Bitcoin blockchain networks.
18 servers
GraphQL API Integration
Tools that convert GraphQL APIs into MCP servers, enabling AI assistants to query and interact with GraphQL endpoints. Does NOT include general API integration frameworks, GraphQL schema design tools, or non-GraphQL data sources.
18 servers
Blockchain Data Infrastructure
Tools for querying, indexing, and managing multi-chain blockchain data (balances, transactions, blocks, events, fees). Includes transaction signing, broadcasting, and HD wallet operations. Does NOT include DeFi protocols, token swaps, smart contract development, or general cryptocurrency exchanges.
18 servers
CI/CD Pipeline MCP
Tools for integrating with CI/CD platforms and build automation systems (Jenkins, TeamCity, Trunk CI). Does NOT include issue tracking (Jira), repository management (JFrog), or general IDE integration.
17 servers
Figma Design Integration
Tools that connect AI agents to Figma for reading, analyzing, and generating code from designs. Includes design-to-code conversion, design token extraction, and programmatic design manipulation via MCP. Does NOT include general design tools, non-Figma design platforms, or UI component libraries without Figma integration.
17 servers
Java Profiling Diagnostics
Tools for analyzing, profiling, and diagnosing Java applications including thread dumps, JVM performance metrics, and runtime behavior analysis. Does NOT include general Java development tools, code analysis, or testing frameworks outside the diagnostics domain.
17 servers
Perplexity MCP Servers
MCP servers that integrate Perplexity AI's search and reasoning capabilities into LLM agents and clients. Does NOT include general search tools, other AI provider integrations, or non-MCP Perplexity clients.
17 servers
Zig MCP Ecosystem
Zig-native implementations of MCP and related protocols (MCP servers, client libraries, UTCP implementations) plus Zig-specific language tooling servers. Does NOT include MCP servers for other languages, general protocol implementations in non-Zig languages, or Zig tools unrelated to MCP/AI integration.
17 servers
Excel Automation MCP
Tools for reading, writing, manipulating, and analyzing Excel/spreadsheet files through MCP servers. Includes format conversion and cell-level operations. Does NOT include general office suites (Word, PowerPoint) or non-spreadsheet data formats unless spreadsheet-specific.
17 servers
Virtualization Hypervisor MCP
Tools for managing virtual machines, hypervisors, and virtualization infrastructure (VMware, Proxmox, Hyper-V, VirtualBox, QNAP QVS). Does NOT include container orchestration, cloud providers, or storage/database management systems.
17 servers
Ham Radio MCP
MCP servers for amateur radio operations, including callsign/contact lookup, propagation analytics, activation programs (SOTA/POTA/IOTA), logging, and radio control. Does NOT include general radio equipment drivers, non-MCP amateur radio tools, or non-radio applications.
17 servers
Slack MCP Servers
MCP servers that integrate with Slack for messaging, channel management, data access, and bot automation. Does NOT include general chat integrations (see discord-ai-integration, telegram-bot-integration) or non-Slack communication platforms.
16 servers
AI Context Format
Tools for creating, parsing, validating, and distributing standardized AI context formats (particularly .faf/FAF). Includes SDKs, CLIs, and MCP servers that implement or consume these formats. Does NOT include general documentation tools, project management systems, or AI tools that don't specifically work with context format standards.
15 servers
NestJS MCP Frameworks
NestJS-based frameworks and modules for building Model Context Protocol (MCP) servers with decorators, validation, and AI tool integration. Does NOT include MCP servers for specific integrations (those belong in domain-specific categories) or general NestJS boilerplates without MCP focus.
14 servers
Blender MCP Servers
MCP servers that integrate AI with Blender for 3D modeling, scene manipulation, and creative workflows. Does NOT include standalone 3D tools, other 3D software integrations (Cinema 4D, Unreal Engine), or non-MCP Blender plugins.
14 servers
Mcp Rag Servers
8 servers
Mcp Semantic Retrieval
6 servers
Mcp Server Integrations
2 servers
Ai Terminal Agents
2 servers
Claude Skill Orchestration
2 servers
Claude Code Knowledge Systems
2 servers
Ai Agent Governance
2 servers
Multi Agent Orchestration
2 servers
Nano Banana Tools
2 servers
Voice Enabled Coding Assistants
2 servers
Chemical Property Ml
2 servers
Copilot Educational Curriculum
1 servers
Web To Markdown Rag
1 servers
Multiagent Soccer Simulation
1 servers
Ai Industry Guidance
1 servers
Aws Bedrock Applications
1 servers
Cybersecurity Soc Rag
1 servers
Domain Specific Workflows
1 servers
Ollama Chat Interfaces
1 servers
Figma To Code
1 servers
Code Repository Intelligence
1 servers
Product Management Prompts
1 servers
Sveltekit Chatgpt Templates
1 servers
Openclaw Client Applications
1 servers
Agent Code Sandboxing
1 servers
Apple Silicon Llm Inference
1 servers
Agent Memory Infrastructure
1 servers
Ai Session Persistence
1 servers
Personal Desktop Assistants
1 servers
Healthcare Ai Diagnostics
1 servers
Llm Docker Deployments
1 servers
Ai Learning Resources
1 servers
Grad Cam Visualization
1 servers
Pdf Question Answering
1 servers
Qwen Llm Ecosystem
1 servers
Cursor Ide Tools
1 servers