User Registration Account creation with email and profile setup

Dashboard Central hub showing key metrics and recent activity

Search & Filtering Find and filter content with advanced search options

Content Management Create, edit, and organize content within the platform

Role Management Assign and manage user roles and permissions

AI Recommendations Personalized suggestions powered by machine learning algorithms

Content Generation AI-powered automatic content creation and drafting

Natural Language Search Search using natural language queries instead of keywords

Adaptive System System that learns and adapts to user behavior patterns

Responsive Design Optimized layout for desktop, tablet, and mobile devices

Accessibility WCAG-compliant design for users with disabilities

Onboarding Flow Guided first-time user experience with helpful tutorials

Dark Mode Alternate color scheme reducing eye strain in low light

Progress Tracking Visual indicators showing completion status and milestones

Skill Assessment Evaluate user capabilities through structured assessments

Goal Setting Define and track personal or team objectives

Feedback System Collect and display structured feedback from users

Notifications Email and in-app alerts for important events

Gamification Points, badges, and streaks to motivate participation

Social Features Community interactions like comments, sharing, and collaboration

Discussion Forums Threaded discussion boards for community knowledge sharing

API Access RESTful API for third-party integrations and extensions

Calendar Sync Synchronize events with Google Calendar and Outlook

Third-party Auth Login via Google, GitHub, or other OAuth providers

Webhooks Automated event notifications to external services

Payment Gateway Stripe or PayPal integration for billing and subscriptions

SSO Integration Enterprise single sign-on via SAML or OpenID Connect

Usage Analytics Track user engagement, retention, and feature adoption

Custom Reports Generate tailored reports with flexible parameters

Export Tools Download data and reports in CSV, PDF formats

Real-time Dashboard Live-updating metrics dashboard with streaming data feeds

A/B Testing Controlled experiments comparing feature variants with statistical analysis

Microservices Decompose application into independently deployable service boundaries

Modular Monolith Single deployable unit with well-defined internal module boundaries

API Gateway Centralized entry point handling routing, auth, and rate limiting

Background Jobs Async task processing for long-running operations via worker queues

Message Queue Asynchronous inter-service communication via RabbitMQ or Redis Streams

Caching Layer Redis or Memcached caching for frequently accessed data

Event-Driven Architecture Publish-subscribe event bus for decoupled component communication

Database per Service Isolated data stores per service for independent scaling

Role-Based Access Control Granular permissions system with hierarchical role definitions

Multi-Factor Authentication TOTP and SMS-based second factor for account security

Encryption at Rest AES-256 encryption for stored data and database fields

GDPR Toolkit Data export, deletion requests, and consent management tools

Audit Logging Immutable logs tracking all data access and modifications

Secrets Management Vault-based secrets storage with automatic rotation policies

API Rate Limiting Token-bucket rate limiting protecting APIs from abuse

Recommender System Collaborative and content-based filtering recommendation engine

Time-Series Forecasting ARIMA or Prophet models for temporal prediction tasks

Transformer NLP Fine-tuned transformer models for text classification and extraction

Model Versioning MLflow or DVC-based model registry with version tracking

Feature Store Centralized repository for ML feature computation and serving

Model Evaluation Automated model performance benchmarking with drift detection

Data Pipeline ETL orchestration for training data collection and preprocessing

CI/CD Pipeline Automated build, test, and deployment via GitHub Actions

Staging Environment Pre-production environment mirroring production for validation

Blue-Green Deployment Zero-downtime deployments switching between identical environments

Infrastructure as Code Terraform or Pulumi templates for reproducible infrastructure provisioning

Feature Flags Runtime feature toggles for gradual rollout and experimentation

Container Orchestration Kubernetes or Docker Compose for container management and scaling

Application Logging Structured JSON logging with correlation IDs across services

Performance Monitoring APM dashboards tracking latency, throughput, and error rates

AI Model Monitoring Track model accuracy, drift, and prediction confidence over time

Alerting System PagerDuty or Opsgenie alerts triggered by metric thresholds

Health Checks Liveness and readiness probes for all service endpoints

Distributed Tracing OpenTelemetry tracing for request flow across service boundaries

Unit Testing Framework Pytest or Jest harness with coverage gates and fixtures

Integration Testing End-to-end API and database integration test suites

Load Testing Locust or k6 performance tests simulating concurrent user loads

Security Testing OWASP ZAP scans and dependency vulnerability auditing

AI Evaluation Suite Automated benchmarks measuring AI output quality and consistency

MCP Filesystem Server Read, write, and manage local files via Model Context Protocol

MCP GitHub Server Interact with GitHub repos, issues, PRs, and actions via MCP

MCP Slack Server Send messages, read channels, and manage Slack workspaces via MCP

MCP PostgreSQL Server Query and manage PostgreSQL databases via Model Context Protocol

MCP SQLite Server Read and query SQLite databases via MCP for local data access

MCP Browser Automation Control web browsers for scraping, testing, and automation via MCP

MCP Google Drive Server Access and manage Google Drive files and folders via MCP

MCP Memory Server Persistent knowledge graph memory for Claude conversations via MCP

MCP Brave Search Server Web and local search capabilities via Brave Search API and MCP

MCP Stripe Server Manage Stripe payments, subscriptions, and customers via MCP

MCP Notion Server Read and write Notion pages, databases, and blocks via MCP

MCP Linear Server Create and manage Linear issues, projects, and cycles via MCP

MCP Terminal Server Execute shell commands and scripts in a sandboxed terminal via MCP

MCP Redis Server Read and write Redis key-value data and pub/sub via MCP

MCP Docker Server Manage Docker containers, images, and volumes via MCP

MCP EverArt Image Generation Generate and edit images using AI models via MCP EverArt integration

MCP Fetch/HTTP Server Fetch URLs and extract content from web pages via MCP for web research

MCP Sentry Error Tracking Query Sentry error data and manage issues via MCP integration

MCP Cloudflare Workers Deploy and manage Cloudflare Workers and KV storage via MCP

AutoGPT Agent Framework Autonomous AI agent framework with goal-driven task decomposition

CrewAI Multi-Agent Framework Orchestrate role-playing AI agents working together on complex tasks

LangChain Agent Executor Build reasoning agents with tool access using LangChain's agent framework

LangGraph Workflow Engine Build stateful multi-actor AI applications with graph-based workflows

Microsoft Semantic Kernel Integrate AI models into apps with plugins, planners, and memory

Haystack AI Pipeline Build composable AI pipelines for search, QA, and document processing

DSPy Programming Framework Program LLMs with optimizable modules instead of manual prompts

Phidata Agent Toolkit Build AI agents with memory, knowledge, and tool capabilities

AI Task Planner Decompose complex goals into ordered task sequences with dependencies

Agent Memory System Provide short-term and long-term memory for AI agent conversations

Multi-Agent Orchestrator Coordinate multiple specialized AI agents working on shared tasks

LLM Output Evaluation Evaluate LLM outputs for quality, safety, and accuracy with automated scoring

Prompt Template Management Version, test, and manage LLM prompt templates with variable substitution

AI Guardrails & Safety Filters Add content filtering, PII detection, and safety guardrails to LLM outputs

Model Fine-Tuning Pipeline Fine-tune LLMs on custom datasets with training, evaluation, and deployment

Chatbot Builder Framework Build conversational AI chatbots with intent detection and dialog management

Recommendation Engine Generate personalized recommendations using collaborative and content-based filtering

Claude Tool Use (Function Calling) Define custom functions Claude can call to interact with external systems

Claude Computer Use Let Claude control a computer by viewing screens and performing actions

Claude Vision (Image Analysis) Analyze images, screenshots, and documents using Claude's multimodal vision

Claude Prompt Caching Cache large prompt prefixes to reduce latency and cost on repeated calls

Claude Message Batches API Process large volumes of messages asynchronously at reduced cost

LangChain Web Search Tool Search the web via Google, Bing, or DuckDuckGo from LangChain agents

LangChain Python REPL Tool Execute Python code dynamically within LangChain agent workflows

LangChain SQL Database Toolkit Query SQL databases with natural language via LangChain agents

LangChain Wolfram Alpha Tool Access computational knowledge and math via Wolfram Alpha API

LangChain Arxiv Research Tool Search and retrieve academic papers from arXiv for research tasks

LangChain Vector Store Retriever Retrieve relevant documents from vector databases for RAG pipelines

Semantic Kernel Math Skill Perform mathematical calculations and statistical analysis via SK plugins

Semantic Kernel Summarization Skill Summarize text, documents, and conversations using SK built-in plugins

Semantic Kernel Planner Automatically compose multi-step plans from available SK plugins

AI Image Generator (DALL-E/Stable Diffusion) Generate images from text descriptions using DALL-E or Stable Diffusion

Text-to-Speech Service Convert text to natural speech audio using ElevenLabs or Azure TTS

Speech-to-Text Transcription Transcribe audio and video to text using Whisper or cloud STT services

Multi-Language Translation Translate text between languages using DeepL, Google, or LLM-based translation

Sentiment Analysis Tool Analyze text sentiment, emotion, and opinion for reviews, feedback, and social data

n8n Gmail Node Send, read, and manage Gmail messages and threads via n8n workflows

n8n Google Sheets Node Read, write, and update Google Sheets spreadsheets via n8n workflows

n8n Slack Node Post messages, manage channels, and handle Slack events via n8n

n8n HubSpot Node Manage HubSpot contacts, deals, and marketing campaigns via n8n

n8n HTTP Request Node Make arbitrary HTTP requests to any REST API endpoint via n8n

n8n Webhook Trigger Receive and process incoming webhooks to trigger n8n workflows

n8n Cron/Schedule Trigger Schedule n8n workflows to run at specific times or intervals

n8n Salesforce Node Manage Salesforce records, leads, opportunities, and reports via n8n

n8n Airtable Node Read, write, and manage Airtable bases and records via n8n workflows

Zapier Send Email Action Send transactional or notification emails through Zapier automations

Zapier Create CRM Lead Automatically create leads in CRM systems via Zapier AI Actions

Zapier Create Notion Page Create pages and database entries in Notion via Zapier automations

Zapier Post to Slack Post messages and notifications to Slack channels via Zapier

Zapier Trigger Marketing Campaign Launch email marketing campaigns via Mailchimp, SendGrid, or HubSpot

Zapier Calendar Scheduling Create and manage Google Calendar or Outlook events via Zapier

Ad Campaign Creator Generate and manage digital advertising campaigns across platforms

n8n Stripe Node Process payments, manage subscriptions, and handle Stripe webhooks via n8n

n8n MySQL Node Execute MySQL queries and manage database records via n8n workflows

n8n MongoDB Node Read, write, and query MongoDB collections via n8n workflows

n8n AWS S3 Node Upload, download, and manage files in AWS S3 buckets via n8n

n8n Jira Node Create and manage Jira issues, sprints, and boards via n8n workflows

n8n Telegram Bot Node Send messages and manage Telegram bot interactions via n8n workflows

Message Queue Processor Process async tasks via RabbitMQ, SQS, Redis queues, or Kafka topics

Event Bus / Pub-Sub System Publish and subscribe to events across services for decoupled architectures

Payment Processing Integration Accept payments with Stripe, PayPal, or Square with subscription support

Webhook Manager Register, dispatch, and retry webhook deliveries with signature verification

Workflow Automation Engine Build multi-step automated workflows with conditional branching and retries

Web Search Search the internet for real-time information via Google, Bing, or Brave

RAG Pipeline (Retrieval-Augmented Generation) Retrieve relevant documents from vector stores to ground LLM responses

Knowledge Base Retrieval Query structured knowledge bases and wikis for contextual information

Document Loader & Parser Load and parse PDFs, Word docs, CSVs, and other file formats for AI processing

Embedding Generator Generate vector embeddings from text for semantic search and similarity

SQL Database Query Tool Translate natural language to SQL and query relational databases

Data Analytics & Reporting Generate analytics reports, charts, and insights from structured data

Web Scraper & Data Extractor Scrape websites and extract structured data from HTML pages

CSV/Excel Data Processor Read, transform, and analyze CSV and Excel files programmatically

Graph Database Query Tool Query Neo4j or other graph databases for relationship-based data retrieval

Pinecone Vector Database Store and query high-dimensional vectors for similarity search at scale

ChromaDB Vector Store Open-source embedding database for building AI apps with retrieval

Market Trend Scanner Monitor news, social media, and market data for emerging trends

PDF Report Generator Generate formatted PDF reports and documents from templates and data

ETL Data Pipeline Extract, transform, and load data between systems and databases

Full-Text Search Engine Add full-text search to applications with Elasticsearch, Meilisearch, or Typesense

Cloud File Storage (S3/GCS/Azure Blob) Upload, download, and manage files in cloud object storage services

A/B Testing Framework Run controlled experiments with traffic splitting and statistical analysis

OCR Document Processor Extract text from images and scanned documents using Tesseract or cloud OCR

Geolocation & Mapping Service Geocode addresses, calculate distances, and render maps with Google Maps or Mapbox

Code Interpreter / Sandbox Execution Execute code in sandboxed environments for computation and data analysis

GitHub Actions CI/CD Trigger and manage GitHub Actions workflows for build, test, and deploy

Git Version Control Operations Perform git operations like commit, branch, merge, and PR creation

Automated Code Review Analyze code for bugs, style issues, and security vulnerabilities

Automated Test Generator Generate unit, integration, and end-to-end tests from source code

Universal API Connector Connect to any REST or GraphQL API with configurable authentication

Database Migration Tool Generate and execute database schema migrations safely

Dockerfile & Container Generator Generate optimized Dockerfiles and container configurations from code

Dependency Analysis & Management Analyze, update, and audit project dependencies for security and compatibility

API Documentation Generator Generate OpenAPI specs and API documentation from source code

Infrastructure as Code Generator Generate Terraform, CloudFormation, or Pulumi configs for cloud infrastructure

Playwright Browser Testing Automate browser testing across Chromium, Firefox, and WebKit with Playwright

Cypress E2E Testing Write and run end-to-end tests for web applications with Cypress

Kubernetes Cluster Management Deploy, scale, and manage Kubernetes workloads and configurations

CI/CD Pipeline Builder Generate and manage CI/CD pipelines for GitHub Actions, GitLab CI, or Jenkins

Feature Flag Management Control feature rollouts with LaunchDarkly, Unleash, or custom flag systems

Load & Performance Testing Run load tests with k6, Locust, or Artillery to validate system performance

Real-Time WebSocket Server Build real-time communication with WebSocket server and client management

Caching Layer (Redis/Memcached) Add application-level caching with Redis or Memcached for performance

E2B Code Sandbox Run untrusted code in secure cloud sandboxes with full OS environments

API Gateway (Kong/Traefik) Route, authenticate, and rate-limit API traffic with Kong or Traefik gateway

Service Mesh (Istio/Linkerd) Manage service-to-service communication with traffic policies and observability

Email Sending Service Send transactional and notification emails via SendGrid, SES, or SMTP

SMS/Text Messaging Send SMS notifications and alerts via Twilio or similar providers

Calendar & Scheduling Create, update, and manage calendar events across Google and Outlook

Video Conference Manager Schedule and manage Zoom, Teams, or Google Meet calls programmatically

Issue/Ticket Creation Create and manage tickets in Jira, Linear, GitHub Issues, or Asana

Discord Bot Integration Send messages, manage channels, and respond to events in Discord servers

Multi-Channel Notification Hub Route notifications to email, Slack, SMS, push, or webhook channels

Content Generation Engine Generate blog posts, social media content, and marketing copy with AI

Social Media Posting Publish and schedule posts to Twitter, LinkedIn, Facebook, and Instagram

Scheduled Notification Service Schedule and deliver notifications at future times with timezone awareness

Prometheus Metrics Collection Collect, store, and query application metrics with Prometheus

Grafana Dashboard Builder Create and manage Grafana dashboards for system observability

Log Aggregation & Analysis Collect and analyze application logs with ELK, Loki, or CloudWatch

Error Tracking (Sentry) Capture, track, and alert on application errors with Sentry integration

Uptime & Health Check Monitor Monitor service uptime, latency, and health endpoints with alerts

Application Performance Monitoring Track request traces, latency distributions, and performance bottlenecks

Cloud Cost Monitor Track and alert on cloud infrastructure spending across AWS, GCP, Azure

OpenTelemetry Instrumentation Add distributed tracing, metrics, and logging with OpenTelemetry SDKs

Backup & Disaster Recovery Automate database backups, snapshot management, and recovery procedures

User Analytics & Event Tracking Track user behavior, events, and funnels with Mixpanel, Amplitude, or PostHog

Anomaly Detection System Detect unusual patterns in metrics, logs, and user behavior with ML models

OAuth 2.0 / OIDC Provider Implement OAuth 2.0 and OpenID Connect authentication flows

API Key Management Generate, rotate, and validate API keys with rate limiting and scoping

Secrets Manager (Vault/AWS) Store and retrieve secrets securely via HashiCorp Vault or AWS Secrets Manager

Role-Based Access Control Engine Enforce fine-grained permissions based on user roles and resource ownership

Security Vulnerability Scanner Scan code and dependencies for known security vulnerabilities (CVEs)

Encryption & Data Protection Toolkit Encrypt data at rest and in transit with AES, RSA, and TLS management

Security Audit Logger Log all security-relevant events for compliance and forensic analysis

Multi-Factor Authentication Add TOTP, SMS, or WebAuthn second-factor authentication to applications

Rate Limiter & Throttling Protect APIs with configurable rate limiting, throttling, and quota management

Data Validation & Sanitization Validate and sanitize user inputs with schema-based validation libraries

GDPR/SOC2 Compliance Checker Audit systems for GDPR, SOC2, HIPAA, and other regulatory compliance

Data Anonymization Tool Anonymize PII in datasets for privacy compliance and safe sharing

Everything Reference / test server with prompts, resources, and tools.

Fetch Web content fetching and conversion for efficient LLM usage.

Filesystem Secure file operations with configurable access controls.

Git Tools to read, search, and manipulate Git repositories.

Memory Knowledge graph-based persistent memory system.

Sequential Thinking Dynamic and reflective problem-solving through thought sequences.

Time Time and timezone conversion capabilities.

AWS KB Retrieval Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.

Brave Search Web and local search using Brave's Search API. Has been replaced by the [official server](https://github.com/brave/brave-search-mcp-server).

EverArt AI image generation using various models.

GitHub Repository management, file operations, and GitHub API integration.

GitLab GitLab API, enabling project management.

Google Drive File access and search capabilities for Google Drive.

Google Maps Location services, directions, and place details.

PostgreSQL Read-only database access with schema inspection.

Puppeteer Browser automation and web scraping.

Redis Interact with Redis key-value stores.

Sentry Retrieving and analyzing issues from Sentry.io.

Slack Channel management and messaging capabilities. Now maintained by [Zencoder](https://github.com/zencoderai/slack-mcp-server)

SQLite Database interaction and business intelligence capabilities.

Agentset RAG for your knowledge base connected to [Agentset](https://agentset.ai).

Algolia Use AI agents to provision, configure, and query your [Algolia](https://algolia.com) search indices.

Apache Pinot MCP server for running real - time analytics queries on Apache Pinot, an open-source OLAP database built for high-throughput, low-latency powering real-time applications.

CB Insights Use the [CB Insights](https://www.cbinsights.com) MCP Server to connect to [ChatCBI](https://www.cbinsights.com/chatcbi/)

Diffusion Connect to any Diffusion server to explore topics, create/update topics, manage sessions, configure features like topic views and metrics, and monitor the server.

FalkorDB FalkorDB graph database server get schema and read/write-cypher [FalkorDB](https://www.falkordb.com)

IBM watsonx.data intelligence Find, understand, and work with your data in the watsonx.data intelligence governance & catalog, data quality, data lineage, and data product hub

IBM wxflows Tool platform by IBM to build, test and deploy tools for any data source

OMOP MCP Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.

PaddleOCR An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications.

Pagos Interact with the Pagos API. Query Credit Card BIN Data with more to come.

Patronus AI Test, evaluate, and optimize AI agents and RAG apps

PostHog Interact with PostHog analytics, feature flags, error tracking and more with the official PostHog MCP server.

Postman API Manage your Postman resources using the [Postman API](https://www.postman.com/postman/postman-public-workspace/collection/i2uqzpp/postman-api).

Quickchat AI Launch your conversational [Quickchat AI](https://quickchat.ai) agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities

Raygun Interact with your crash reporting and real using monitoring data on your Raygun account

Roundtable Unified integration layer that bridges multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through zero-configuration auto-discovery and enterprise-ready architecture.

Routine MCP server to interact with [Routine](https://routine.co/): calendars, tasks, notes, etc.

Vectorize [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

ZenML Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server

ZettelkastenSpace Built on the proven [Zettelkasten](https://www.zettelkasten.space/) method, enhanced with Claude Desktop integration via Model Context Protocol

1mcpserver MCP of MCPs. Automatically discover, configure, and add MCP servers on your local machine.

1Panel MCP server implementation that provides 1Panel interaction.

A2A An MCP server that bridges the Model Context Protocol (MCP) with the Agent-to-Agent (A2A) protocol, enabling MCP-compatible AI assistants (like Claude) to seamlessly interact with A2A agents.

Ableton Live an MCP server to control Ableton Live.

ActivityPub MCP A comprehensive MCP server that enables LLMs to explore and interact with the Fediverse through ActivityPub protocol, supporting actor discovery, timeline fetching, instance exploration, and WebFinger resolution across decentralized social networks.

Actor Critic Thinking Actor-critic thinking for performance evaluation

ADR Analysis AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.

Ads MCP Remote MCP server for cross-platform ad campaign creation (Google Ads Search & PMax, TikTok). OAuth 2.1 authentication with progress streaming support for long-running operations. [Website](https://www.adspirer.com/)

Agent Interviews Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com).

AgentBay An MCP server for providing serverless cloud infrastructure for AI agents.

Agentic Framework Multi-agent collaboration framework enabling AI agents to register, discover each other, exchange asynchronous messages via HTTP transport, and work together on complex tasks with persistent message history.

AgentMode Connect to dozens of databases, data warehouses, Github & more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise.

AI Agent Marketplace Index MCP server to search more than 5000+ AI agents and tools of various categories from [AI Agent Marketplace Index](http://www.deepnlp.org/store/ai-agent) and monitor traffic of AI Agents.

AI Endurance AI-powered training platform for runners, cyclists, and triathletes with over 20 tools for workout management, activity analysis, performance predictions, and recovery tracking.

AI Tasks Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports.

ai-Bible Search the bible reliably and repeatably [ai-Bible Labs](https://ai-bible.com)

Airbnb Provides tools to search Airbnb and get listing details.

Airflow An MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client.

Airtable Read and write access to [Airtable](https://airtable.com/) databases, with schema inspection.

Algorand A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain.

Amazon Ads MCP Server that provides interaction capabilities with Amazon Advertising through [MarketplaceAdPros](https://marketplaceadpros.com)/

Anki An MCP server for interacting with your [Anki](https://apps.ankiweb.net) decks and cards.

AntV Chart A Model Context Protocol server for generating 15+ visual charts using [AntV](https://github.com/antvis).

Any Chat Completions Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.

Apache Gravitino(incubating) Allow LLMs to explore metadata of structured data and unstructured data with Gravitino, and perform data governance tasks including tagging/classification.

API Lab MCP Transform Claude into your AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics.

APIWeaver An MCP server that dynamically creates MCP servers from web API configurations. This allows you to easily integrate any REST API, GraphQL endpoint, or web service into an MCP-compatible tool that can be used by AI assistants like Claude.

Apollo IO MCP Server apollo.io mcp server. Get/enrich contact data for people and organizations agentically.

Apple Books Interact with your library on Apple Books, manage your book collection, summarize highlights, notes, and much more.

Apple Calendar An MCP server that allows you to interact with your macOS Calendar through natural language, including features such as event creation, modification, schedule listing, finding free time slots etc.

Apple Docs A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment.

Apple Script MCP server that lets LLM run AppleScript code to to fully control anything on Mac, no setup needed.

APT MCP MCP server which runs debian package manager (apt) commands for you using ai agents.

Aranet4 MCP Server to manage your Aranet4 CO2 sensor. Fetch data and store in a local SQLite. Ask questions about historical data.

ArangoDB MCP Server that provides database interaction capabilities through [ArangoDB](https://arangodb.com/).

ArangoDB Graph Async-first Python architecture, wrapping the official [python-arango driver](https://github.com/arangodb/python-arango) with graph management capabilities, content conversion utilities (JSON, Markdown, YAML and Table), backup/restore functionality, and graph analytics capabilities; the 33 MCP tools

Archestra.AI Open-source enterprise-ready MCP gateway, MCP registry, MCP orchestrator, MCP credentials management, LLM cost management and chat platform.

Arduino MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots.

arXiv API An MCP server that enables interacting with the arXiv API using natural language.

arxiv-latex-mcp MCP server that fetches and processes arXiv LaTeX sources for precise interpretation of mathematical expressions in papers.

Arr Suite Intelligent MCP server for Plex and the complete *arr media automation suite (Sonarr, Radarr, Prowlarr, Bazarr, Overseerr) with natural language processing for unified media management.

Atlassian Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata.

Atlassian Server (by phuc-nt) An MCP server that connects AI agents (Cline, Claude Desktop, Cursor, etc.) to Atlassian Jira & Confluence, enabling data queries and actions through the Model Context Protocol.

Attestable MCP An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before connecting.

Audius Audius + AI = Atris. Interact with fans, stream music, tip your favorite artists, and more on Audius: all through Claude.

AutoML An MCP server for data analysis workflows including reading, preprocessing, feature engineering, model selection, visualization, and hyperparameter tuning.

Aviationstack An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.

AWS Perform operations on your AWS resources using an LLM.

AWS Athena An MCP server for AWS Athena to run SQL queries on Glue Catalog.

AWS Cognito An MCP server that connects to AWS Cognito for authentication and user management.

AWS Cost Explorer Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models ([demo video](https://www.youtube.com/watch?v=WuVOmYLRFmI&feature=youtu.be)).

AWS Open Data Search and explore datasets from the AWS Open Data Registry with fuzzy matching and detailed dataset information.

AWS Resources Operations Run generated python code to securely query or modify any AWS resources supported by boto3.

AWS S3 A sample MCP server for AWS S3 that flexibly fetches objects from S3 such as PDF documents.

AX-Platform AI Agent collaboration platform. Collaborate on tasks, share context, and coordinate workflows.

Azure ADX Query and analyze Azure Data Explorer databases.

Azure DevOps An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items.

Azure MCP Hub A curated list of all MCP servers and related resources for Azure developers by **[Arun Sekhar](https://github.com/achandmsft)**

Azure OpenAI DALL-E 3 MCP Server An MCP server for Azure OpenAI DALL-E 3 service to generate image from text.

Azure Wiki Search An MCP that enables AI to query the wiki hosted on Azure Devops Wiki.

Baidu AI Search Web search with Baidu Cloud's AI Search

BambooHR MCP An MCP server that interfaces with the BambooHR APIs, providing access to employee data, time tracking, and HR management features.

Base Free USDC Transfer Send USDC on [Base](https://base.org) for free using Claude AI! Built with [Coinbase CDP](https://docs.cdp.coinbase.com/mpc-wallet/docs/welcome).

Basic Memory Local-first knowledge management system that builds a semantic graph from Markdown files, enabling persistent memory across conversations with LLMs.

Bible Add biblical context to your generative AI applications.

Bilibili This MCP server provides tools to fetch Bilibili user profiles, video metadata, search videos, and more.

Binance Cryptocurrency trading and market data access through Binance API integration.

bioRxiv 🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP interface.

Blender MCP MCP server to create professional like 3d scenes on blender using natural language.

Blockchain MCP MCP Server for Blockchain Data from **[Tatum](http://tatum.io/mcp)** that instantly unlocks blockchain access for your AI agents. This official Tatum MCP server connects to any LLM in seconds.

Bluetooth MCP Server Control Bluetooth devices and manage connections through natural language commands, including device discovery, pairing, and audio controls.

BNBChain MCP An MCP server for interacting with BSC, opBNB, and the Greenfield blockchain.

Braintree Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.

BreakoutRoom Agents accomplishing goals together in p2p rooms

BrowserLoop An MCP server for taking screenshots of web pages using Playwright. Supports high-quality capture with configurable formats, viewport sizes, cookie-based authentication, and both full page and element-specific screenshots.

BugBug MCP Server Unofficial MCP server for BugBug API.

BVG MCP Server - (Unofficial) Unofficial MCP server for Berliner Verkehrsbetriebe Api.

Bybit A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurrency exchange APIs, enabling automated trading, market data access, and account management.

C64 Bridge AI command bridge for Commodore 64 hardware. Control Ultimate 64 and C64 Ultimate devices through REST API with BASIC and assembly program creation, real-time memory inspection, SID audio synthesis, and curated retro computing knowledge via local RAG.

Calculator This server enables LLMs to use calculator for precise numerical calculations.

CalDAV MCP A CalDAV MCP server to expose calendar operations as tools for AI assistants.

Calendly-mcp-server Open source calendly mcp server.

Catalysis Hub Unofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.

CCTV VMS MCP A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.

CFBD API An MCP server for the [College Football Data API](https://collegefootballdata.com/).

ChatMCP An Open Source Cross-platform GUI Desktop application compatible with Linux, macOS, and Windows, enabling seamless interaction with MCP servers across dynamically selectable LLMs, by **[AIQL](https://github.com/AI-QL)**

ChatSum Query and Summarize chat messages with LLM. by [mcpso](https://mcp.so)

Chess.com Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.

Chessagine-mcp A chess MCP server that integrates Stockfish engine evaluation, positional theme analysis, Lichess opening databases, and chess knowledgebase.

ChessPal Chess Engine (stockfish) A Stockfish-powered chess engine exposed as an MCP server. Calculates best moves and supports both HTTP/SSE and stdio transports.

Chroma Vector database server for semantic document search and metadata filtering, built on Chroma

Chrome history Talk with AI about your browser history, get fun ^_^

cicada AST-powered code intelligence for Elixir projects. Provides 9 tools including function search, call site tracking, PR attribution, git history, and semantic search - reducing AI query tokens by 82%.

CIViC MCP server for the Clinical Interpretation of Variants in Cancer (CIViC) database, providing access to clinical variant interpretations and genomic evidence for cancer research.

Claude Thread Continuity Persistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows.

claude-faf-mcp MCP server for .faf format. Context scoring engine with project context management.

ClaudePost ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending.

CLDGeminiPDF Analyzer MCP server tool enabling sharing large PDF files to Google LLMs via API for further/additional analysis and response retrieval to Claude Desktop.

ClearML MCP Get comprehensive ML experiment context and analysis directly from [ClearML](https://clear.ml) in your AI conversations.

ClickUp MCP server for ClickUp task management, supporting task creation, updates, bulk operations, and markdown descriptions.

Cloudinary Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.

CockroachDB MCP server enabling AI agents and LLMs to manage, monitor, and query **[CockroachDB](https://www.cockroachlabs.com/)** using natural language.

CockroachDB MCP Server Full - featured MCP implementation built with FastAPI and CockroachDB. Supports schema bootstrapping, JSONB storage, LLM-ready CLI, and optional `/debug` endpoints.

Code Screenshot Generator Generate beautiful syntax-highlighted code screenshots with professional themes directly from Claude. Supports file reading, line selection, git diff visualization, and batch processing.

code-assistant A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections).

code-context-provider-mcp MCP server that provides code context and analysis for AI assistants. Extracts directory structure and code symbols using WebAssembly Tree-sitter parsers without Native Dependencies.

code-executor An MCP server that allows LLMs to execute Python code within a specified Conda environment.

code-sandbox-mcp An MCP server to create secure code sandbox environment for executing code within Docker containers.

cognee-mcp GraphRAG memory server with customizable ingestion, data processing and search

coin_api_mcp Provides access to [coinmarketcap](https://coinmarketcap.com/) cryptocurrency data.

CoinMarketCap Implements the complete [CoinMarketCap](https://coinmarketcap.com/) API for accessing cryptocurrency market data, exchange information, and other blockchain-related metrics.

commands Run commands and scripts. Just like in a terminal.

computer-control-mcp MCP server that provides computer control capabilities, like mouse, keyboard, OCR, etc. using PyAutoGUI, RapidOCR, ONNXRuntime Without External Dependencies.

Computer-Use - Remote MacOS Use Open-source out-of-the-box alternative to OpenAI Operator, providing a full desktop experience and optimized for using remote macOS machines as autonomous AI agents.

computer-use-mcp Control your computer with screen capture, mouse, and keyboard capabilities for automated desktop interaction and task execution.

Congress.gov API An MCP server to interact with real-time data from the Congress.gov API, which is the official API for the United States Congress.

Console Automation Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.

consul-mcp A consul MCP server for service management, health check and Key-Value Store

consult7 Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code

Contentful-mcp Read, update, delete, publish content in your [Contentful](https://contentful.com) space(s) from this MCP Server.

Context Crystallizer AI Context Engineering tool that transforms large repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization.

Context Processor Intelligent context management with configurable pre-processing strategies (clarify, analyze, search, fetch) for enhancing content clarity, searchability, and metadata extraction.

context-portal Context Portal (ConPort) is a memory bank database system that effectively builds a project-specific knowledge graph, capturing entities like decisions, progress, and architecture, along with their relationships. This serves as a powerful backend for Retrieval Augmented Generation (RAG), enabling AI

cplusplus-mcp Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships.

CRASH MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support.

CreateveAI Nexus Open-Source Bridge Between AI Agents and Enterprise Systems, with simple custom API plug-in capabilities (including close compatibility with ComfyUI nodes), support for Copilot Studio's MCP agent integations, and support for Azure deployment in secure environments with secrets stored in Azure Key Va

Creatify MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.

Cronlytic Create CRUD operations for serverless cron jobs through [Cronlytic](https://cronlytic.com) MCP Server

crypto-feargreed-mcp Providing real-time and historical Crypto Fear & Greed Index data.

crypto-indicators-mcp An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.

crypto-sentiment-mcp An MCP server that delivers cryptocurrency sentiment analysis to AI agents.

cryptopanic-mcp-server Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.

CSV Editor Comprehensive CSV processing with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ files. Built with FastMCP & Pandas.

Current Time UTC MCP Server A lightweight MCP server that provides accurate UTC time and timezone conversions in real-time.

Cursor MCP Installer A tool to easily install and configure other MCP servers within Cursor IDE, with support for npm packages, local directories, and Git repositories.

CV Forge An intelligent MCP (Model Context Protocol) server that analyzes job postings and crafts perfectly-matched CVs (by [Chandan Bhagat](https://me.chandanbhagat.com.np)).

CVE Intelligence Server Provides vulnerability intelligence via multi - source CVE data, essential exploit discovery, and EPSS risk scoring through the MCP. Useful for security research, automation, and agent workflows.

D365FO A comprehensive MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and AI assistant integration.

Dagster An MCP server to easily build data pipelines using [Dagster](https://dagster.io/).

Dappier Connect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at [marketplace.dappier.com](https://marketplace.dappier.com/marketplace).

Data Exploration MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution!

Databricks Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account.

Databricks Genie A server that connects to the Databricks Genie, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.

Databricks Smart SQL Leveraging Databricks Unity Catalog metadata, perform smart efficient SQL queries to solve Ad-hoc queries and explore data.

DataCite Unofficial MCP server for DataCite, providing access to research data and publication metadata through DataCite's REST API and GraphQL interface for scholarly research discovery.

Datadog Datadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api.

Dataset Viewer Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export

Dataverse DevTools MCP Server An MCP server exposing ready-to-use Dataverse/Dynamics 365 tools for user and security administration, data operations, Web API executions, metadata exploration, and troubleshooting.

DataWorks A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the [DataWorks](https://www.alibabacloud.com/help/en/dataworks/) Open API through a standardized interface. This implementation is based on the Alibaba Cloud Open API and enables AI agents to perform cloud

DaVinci Resolve MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control.

DBHub Universal database MCP server connecting to MySQL, MariaDB, PostgreSQL, and SQL Server.

Deebo Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing.

Deep Research Lightweight MCP server offering Grok/OpenAI/Gemini/Perplexity-style automated deep research exploration and structured reporting.

DeepSeek MCP Server Model Context Protocol server integrating DeepSeek's advanced language models, in addition to [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server?tab=readme-ov-file#features)

deepseek-thinker-mcp A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server.

Deepseek_R1 A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3)

DeFi Rates Query real-time DeFi lending rates across 13+ protocols (Aave, Morpho, Compound, Venus, Solend, Drift, Jupiter, etc.). Compare rates, search best opportunities, and calculate looping strategies across Ethereum, Arbitrum, Base, BSC, Solana, and HyperEVM.

Defuddle Fetch Fetch web content with enhanced extraction using Defuddle, converting pages to clean markdown with better results than standard HTML-to-markdown converters.

deploy-mcp Universal deployment tracker for AI assistants with live status badges and deployment monitoring.

Depyler Energy-efficient Python-to-Rust transpiler with progressive verification, enabling AI assistants to convert Python code to safe, performant Rust while reducing energy consumption by 75-85%.

Descope An MCP server to integrate with [Descope](https://descope.com) to search audit logs, manage users, and more.

DesktopCommander Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers.

Devcontainer An MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files.

DevDb An MCP server that runs right inside the IDE, for connecting to MySQL, Postgres, SQLite, and MSSQL databases.

DevOps AI Toolkit AI-powered development productivity platform that enhances software development workflows through intelligent automation and AI-driven assistance.

DevOps-MCP Dynamic Azure DevOps MCP server with directory-based authentication switching, supporting work items, repositories, builds, pipelines, and multi-project management with local configuration files.

DGIdb MCP server for the Drug Gene Interaction Database (DGIdb), providing access to drug-gene interaction data, druggable genome information, and pharmacogenomics research.

Dicom An MCP server to query and retrieve medical images and for parsing and reading dicom-encapsulated documents (pdf etc.).

Dify A simple implementation of an MCP server for dify workflows.

Discogs An MCP server that connects to the Discogs API for interacting with your music collection.

Discord An MCP server to connect to Discord guilds through a bot and read and write messages in channels

Discourse An MCP server to search Discourse posts on a Discourse forum.

Dispatch Agent An intelligent MCP server that provides specialized filesystem operations through ReAct sub-agents.

DocBase Official MCP server for DocBase API integration, enabling post management, user collaboration, group administration, and more.

Docker Integrate with Docker to manage containers, images, volumes, and networks.

Docs Enable documentation access for the AI agent, supporting llms.txt and other remote or local files.

documcp An MCP server for intelligent document processing and management, supporting multiple formats and document operations.

Docy Docy gives your AI direct access to the technical documentation it needs, right when it needs it. No more outdated information, broken links, or rate limits - just accurate, real-time documentation access for more precise coding assistance.

Dodo Payments Enables AI agents to securely perform payment operations via a lightweight, serverless-compatible interface to the [Dodo Payments](https://dodopayments.com) API.

Domain Tools A Model Context Protocol (MCP) server for comprehensive domain analysis: WHOIS, DNS records, and DNS health checks.

Downdetector Check service status and outage information from Downdetector for real-time monitoring of service availability across various platforms and regions.

DPLP Searches the [DBLP](https://dblp.org) computer science bibliography database.

Druid MCP Server STDIO/SEE MCP Server for Apache Druid by [iunera](https://www.iunera.com) that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.

Drupal Server for interacting with [Drupal](https://www.drupal.org/project/mcp) using STDIO transport layer.

dune-analytics-mcp A mcp server that bridges Dune Analytics data to AI agents.

DynamoDB-Toolbox Leverages your Schemas and Access Patterns to interact with your [DynamoDB](https://aws.amazon.com/dynamodb) Database using natural language.

eBook-mcp A lightweight MCP server that allows LLMs to read and interact with your personal PDF and EPUB ebooks. Ideal for building AI reading assistants or chat-based ebook interfaces.

ECharts MCP Server Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.

EDA MCP Server A comprehensive Model Context Protocol server for Electronic Design Automation tools, enabling AI assistants to synthesize Verilog with Yosys, simulate designs with Icarus Verilog, run complete ASIC flows with OpenLane, and view results with GTKWave and KLayout.

EdgeOne Pages MCP An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

Edwin MCP server for edwin SDK - enabling AI agents to interact with DeFi protocols across EVM, Solana and other blockchains.

eechat An open-source, cross-platform desktop application that seamlessly connects with MCP servers, across Linux, macOS, and Windows.

Elasticsearch MCP server implementation that provides Elasticsearch interaction.

ElevenLabs A server that integrates with ElevenLabs text-to-speech API capable of generating full voiceovers with multiple voices.

Email This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.

Email SMTP A simple MCP server that lets your AI agent send emails and attach files through SMTP.

Enhance Prompt An MCP service for enhance you prompt.

Entrez Unofficial MCP server for NCBI Entrez databases, providing access to PubMed articles, gene information, protein data, and other biomedical research resources through NCBI's E-utilities API.

Ergo Blockchain MCP An MCP server to integrate Ergo Blockchain Node and Explorer APIs for checking address balances, analyzing transactions, viewing transaction history, performing forensic analysis of addresses, searching for tokens, and monitoring network status.

ESP MCP Server An MCP server that integrates ESP IDF commands like building and flashing code for ESP Microcontrollers using an LLM.

Eunomia Extension of the Eunomia framework that connects Eunomia instruments with MCP servers

Everything Search Fast file searching capabilities across Windows (using [Everything SDK](https://www.voidtools.com/support/everything/sdk/)), macOS (using mdfind command), and Linux (using locate/plocate command).

EVM MCP Server Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.

Excel Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table.

Excel to JSON MCP by WTSolutions MCP Server providing a standardized interface for converting (1) Excel or CSV data into JSON format ;(2) Excel(.xlsx) file into Structured JSON.

Extended Memory Persistent memory across Claude conversations with multi-project support, automatic importance scoring, and tag-based organization. Production-ready with 400+ tests.

F1 Access to Formula 1 data including race results, driver information, lap times, telemetry, and circuit details.

Fabi MCP server that exposes [Fabi](https://app.fabi.ai/) analyst agent to turn natural-language prompts into insights: navigating connected data, generating safe SQL/Python, running queries, and saving results into dashboards.

Fabric MCP Microsoft Fabric MCP server to accelerate working in your Fabric Tenant with the help of your favorite LLM models.

Fabric Real-Time Intelligence MCP Official Microsoft Fabric RTI server to accelerate working with Eventhouse, Azure Data Explorer(Kusto), Eventstreams and other RTI items using your favorite LLM models.

fabric-mcp-server The fabric-mcp-server is an MCP server that integrates [Fabric](https://github.com/danielmiessler/fabric) patterns with [Cline](https://cline.bot/), exposing them as tools for AI-driven task execution and enhancing Cline's capabilities.

Facebook Ads MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

Facebook Ads 10xeR Advanced Facebook Ads MCP server with enhanced creative insights, multi-dimensional breakdowns, and comprehensive ad performance analytics.

Facebook Ads Library Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds.

Fal MCP Server Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude

Fantasy PL Give your coding agent direct access to up-to date Fantasy Premier League data

Fast Filesystem Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.

Fastmail MCP Access Fastmail via JMAP: list/search emails, send and move mail, handle attachments/threads, plus contacts and calendar tools.

fastn.ai – Unified API MCP Server A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring.

FDIC BankFind MCP Server - (Unofficial) The is a MCPserver that brings the power of FDIC BankFind APIs straight to your AI tools and workflows. Structured U.S. banking data, delivered with maximum vibes. 😎📊

Feyod A server that answers questions about football matches, and specialised in the football club Feyenoord.

FHIR A Model Context Protocol server that provides seamless, standardized access to Fast Healthcare Interoperability Resources (FHIR) data from any compatible FHIR server. Designed for easy integration with AI tools, developer workflows, and healthcare applications, it enables natural language and progra

Fibaro HC3 MCP server for Fibaro Home Center 3 smart home systems.

Figma Give your coding agent direct access to Figma file data, helping it one-shot design implementation.

Figma to Flutter Write down clean and better Flutter code from Figma design tokens and enrich nodes data in Flutter terminology.

Files Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.

FileSystem Server Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files

Firebase Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.

Fish Audio Text-to-Speech integration with Fish Audio's API, supporting multiple voices, streaming, and real-time playback

FitBit MCP Server An MCP server that connects to FitBit API using a token obtained from OAuth flow.

Fleet Full Fleet integration for device management, security monitoring, and compliance enforcement. Supports host management, live query execution, policy management, software inventory, vulnerability tracking, and MDM operations. Supports Read-Only and Read-Write modes.

FlightRadar24 A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.

Fluent-MCP MCP server for Fluent (ServiceNow SDK) providing access to ServiceNow SDK CLI, API specifications, code snippets, and more.

Flyworks Avatar Fast and free zeroshot lipsync MCP server.

fmp-mcp-server Enable your agent for M&A analysis and investment banking workflows. Access company profiles, financial statements, ratios, and perform sector analysis with the [Financial Modeling Prep APIs]

FoundationModels An MCP server that integrates Apple's [FoundationModels](https://developer.apple.com/documentation/foundationmodels) for text generation.

Foursquare Enable your agent to recommend places around the world with the [Foursquare Places API](https://location.foursquare.com/products/places-api/)

FPE Demo MCP FF3 Format Preserving Encryption with authentication patterns for secure data protection in LLM workflows.

FrankfurterMCP MCP server acting as an interface to the [Frankfurter API](https://frankfurter.dev/) for currency exchange data.

freqtrade-mcp An MCP server that integrates with the Freqtrade cryptocurrency trading bot.

GDAL GDAL-style geospatial workflows with built-in reasoning guidance and reference resources to give AI agents catalogue discovery, metadata intelligence, and raster/vector processing.

GDB A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.

Gemini Bridge Lightweight MCP server that enables Claude to interact with Google's Gemini AI through the official CLI, offering zero API costs and stateless architecture.

Geolocation WalkScore API integration for walkability, transit, and bike scores.

ggRMCP A Go gateway that converts gRPC services into MCP-compatible tools, allowing AI models like Claude to directly call your gRPC services.

Ghost A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.

Git Mob MCP server that interfaces with the [git-mob](https://github.com/Mubashwer/git-mob) CLI app for managing co-authors in git commits during pair/mob programming.

GitHub Enterprise MCP A Model Context Protocol (MCP) server for interacting with GitHub Enterprise.

GitHub GraphQL Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.

GitHub Repos Manager MCP Server Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.

GitMCP gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project documentation effortlessly

Glean A server that uses Glean API to search and chat.

Gmail A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support.

Gmail Headless Remote hostable MCP server that can get and send Gmail messages without local credential or file system setup.

Gmail MCP A Gmail service implementation using MCP (Model Context Protocol) that provides functionality for sending, receiving, and managing emails through Gmail's API.

Gnuradio An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.

Goal Story a Goal Tracker and Visualization Tool for personal and professional development.

GOAT Run more than +200 onchain actions on any blockchain including Ethereum, Solana and Base.

Godot An MCP server providing comprehensive Godot engine integration for project editing, debugging, and scene management.

Golang Filesystem Server Secure file operations with configurable access controls built with Go!

Goodnews A simple MCP server that delivers curated positive and uplifting news stories.

Google Ads MCP server acting as an interface to the Google Ads, enabling programmatic access to Facebook Ads data and management features.

Google Analytics Google Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse.

Google Analytics 4 MCP server for Google Analytics Data API and Measurement Protocol to read reports and send events.

Google Calendar Integration with Google Calendar to check schedules, find time, and add/delete events

Google Custom Search Provides Google Search results via the Google Custom Search API

Google Sheets Access and editing data to your Google Sheets.

Google Tasks Google Tasks API Model Context Protocol Server.

Google Vertex AI Search Provides Google Vertex AI Search results by grounding a Gemini model with your own private data

Google Workspace Comprehensive Google Workspace MCP with full support for Calendar, Drive, Gmail, and Docs using Streamable HTTP or SSE transport.

Google-Scholar Enable AI assistants to search and access Google Scholar papers through a simple MCP interface.

Gopher MCP Modern, cross-platform MCP server that enables AI assistants to browse and interact with both Gopher protocol and Gemini protocol resources safely and efficiently.

Gralio SaaS Database Find and compare SaaS products, including data from G2 reviews, Trustpilot, Crunchbase, Linkedin, pricing, features and more, using [Gralio MCP](https://gralio.ai/mcp) server

GraphQL Comprehensive GraphQL API integration that automatically exposes each GraphQL query as a separate tool.

GraphQL Schema Allow LLMs to explore large GraphQL schemas without bloating the context.

Graylog Search Graylog logs by absolute/relative timestamps, filter by streams, and debug production issues directly from Claude Desktop.

Grok-MCP MCP server for xAI’s API featuring the latest Grok models, image analysis & generation, and web search.

gx-mcp-server Expose Great Expectations data validation and quality checks as MCP tools for AI agents.

HAProxy A Model Context Protocol (MCP) server for HAProxy implemented in Go, leveraging HAProxy Runtime API.

Hashing MCP Server MCP Server with cryptographic hashing functions e.g. SHA256, MD5, etc.

HDW LinkedIn Access to profile data and management of user account with [HorizonDataWave.ai](https://horizondatawave.ai/).

Helm Chart CLI Helm MCP provides a bridge between AI assistants and the Helm package manager for Kubernetes. It allows AI assistants to interact with Helm through natural language requests, executing commands like installing charts, managing repositories, and more.

Heurist Mesh Agent Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh).

HLedger MCP Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.

Holaspirit Interact with [Holaspirit](https://www.holaspirit.com/).

Home Assistant Interact with [Home Assistant](https://www.home-assistant.io/) including viewing and controlling lights, switches, sensors, and all other Home Assistant entities.

HTML to Markdown Fetch web pages and convert HTML to clean, formatted Markdown. Handles large pages with automatic file saving to bypass token limits.

html2md-mcp MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content.

HubSpot HubSpot CRM integration for managing contacts and companies. Create and retrieve CRM data directly through Claude chat.

HuggingFace Spaces Server for using HuggingFace Spaces, supporting Open Source Image, Audio, Text Models and more. Claude Desktop mode for easy integration.

Human-In-the-Loop A powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.

Human-use Instant human feedback through an MCP, have your AI interact with humans around the world. Powered by [Rapidata](https://www.rapidata.ai/)

Hyperledger Fabric Agent Suite Modular toolkit for managing Fabric test networks and chaincode lifecycle via MCP tools.

Hyperliquid An MCP server implementation that integrates the Hyperliquid SDK for exchange data.

Hypertool MCP that let's you create hot - swappable, "persona toolsets" from multiple MCP servers to reduce tool overload and improve tool execution.

iFlytek SparkAgent Platform This is a simple example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform.

iFlytek Workflow Connect to iFlytek Workflow via the MCP server and run your own Agent.

IIIF Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide.

Image Generation This MCP server provides image generation capabilities using the Replicate Flux model.

ImageSorcery MCP ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

IMAP MCP 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.

iMCP A macOS app that provides an MCP server for your iMessage, Reminders, and other Apple services.