Read, write, and manage local files via Model Context Protocol

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

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

Query and manage PostgreSQL databases via Model Context Protocol

Read and query SQLite databases via MCP for local data access

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

Access and manage Google Drive files and folders via MCP

Persistent knowledge graph memory for Claude conversations via MCP

Web and local search capabilities via Brave Search API and MCP

Manage Stripe payments, subscriptions, and customers via MCP

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

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

Execute shell commands and scripts in a sandboxed terminal via MCP

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

Manage Docker containers, images, and volumes via MCP

Generate and edit images using AI models via MCP EverArt integration

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

Query Sentry error data and manage issues via MCP integration

Deploy and manage Cloudflare Workers and KV storage via MCP

Autonomous AI agent framework with goal-driven task decomposition

Orchestrate role-playing AI agents working together on complex tasks

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

Build stateful multi-actor AI applications with graph-based workflows

Integrate AI models into apps with plugins, planners, and memory

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

Program LLMs with optimizable modules instead of manual prompts

Build AI agents with memory, knowledge, and tool capabilities

Decompose complex goals into ordered task sequences with dependencies

Provide short-term and long-term memory for AI agent conversations

Coordinate multiple specialized AI agents working on shared tasks

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

Version, test, and manage LLM prompt templates with variable substitution

Add content filtering, PII detection, and safety guardrails to LLM outputs

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

Build conversational AI chatbots with intent detection and dialog management

Generate personalized recommendations using collaborative and content-based filtering

Define custom functions Claude can call to interact with external systems

Let Claude control a computer by viewing screens and performing actions

Analyze images, screenshots, and documents using Claude's multimodal vision

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

Process large volumes of messages asynchronously at reduced cost

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

Execute Python code dynamically within LangChain agent workflows

Query SQL databases with natural language via LangChain agents

Access computational knowledge and math via Wolfram Alpha API

Search and retrieve academic papers from arXiv for research tasks

Retrieve relevant documents from vector databases for RAG pipelines

Perform mathematical calculations and statistical analysis via SK plugins

Summarize text, documents, and conversations using SK built-in plugins

Automatically compose multi-step plans from available SK plugins

Generate images from text descriptions using DALL-E or Stable Diffusion

Convert text to natural speech audio using ElevenLabs or Azure TTS

Transcribe audio and video to text using Whisper or cloud STT services

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

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

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

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

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

Manage HubSpot contacts, deals, and marketing campaigns via n8n

Make arbitrary HTTP requests to any REST API endpoint via n8n

Receive and process incoming webhooks to trigger n8n workflows

Schedule n8n workflows to run at specific times or intervals

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

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

Send transactional or notification emails through Zapier automations

Automatically create leads in CRM systems via Zapier AI Actions

Create pages and database entries in Notion via Zapier automations

Post messages and notifications to Slack channels via Zapier

Launch email marketing campaigns via Mailchimp, SendGrid, or HubSpot

Create and manage Google Calendar or Outlook events via Zapier

Generate and manage digital advertising campaigns across platforms

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

Execute MySQL queries and manage database records via n8n workflows

Read, write, and query MongoDB collections via n8n workflows

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

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

Send messages and manage Telegram bot interactions via n8n workflows

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

Publish and subscribe to events across services for decoupled architectures

Accept payments with Stripe, PayPal, or Square with subscription support

Register, dispatch, and retry webhook deliveries with signature verification

Build multi-step automated workflows with conditional branching and retries

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

Retrieve relevant documents from vector stores to ground LLM responses

Query structured knowledge bases and wikis for contextual information

Load and parse PDFs, Word docs, CSVs, and other file formats for AI processing

Generate vector embeddings from text for semantic search and similarity

Translate natural language to SQL and query relational databases

Generate analytics reports, charts, and insights from structured data

Scrape websites and extract structured data from HTML pages

Read, transform, and analyze CSV and Excel files programmatically

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

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

Open-source embedding database for building AI apps with retrieval

Monitor news, social media, and market data for emerging trends

Generate formatted PDF reports and documents from templates and data

Extract, transform, and load data between systems and databases

Add full-text search to applications with Elasticsearch, Meilisearch, or Typesense

Upload, download, and manage files in cloud object storage services

Run controlled experiments with traffic splitting and statistical analysis

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

Geocode addresses, calculate distances, and render maps with Google Maps or Mapbox

Execute code in sandboxed environments for computation and data analysis

Trigger and manage GitHub Actions workflows for build, test, and deploy

Perform git operations like commit, branch, merge, and PR creation

Analyze code for bugs, style issues, and security vulnerabilities

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

Connect to any REST or GraphQL API with configurable authentication

Generate and execute database schema migrations safely

Generate optimized Dockerfiles and container configurations from code

Analyze, update, and audit project dependencies for security and compatibility

Generate OpenAPI specs and API documentation from source code

Generate Terraform, CloudFormation, or Pulumi configs for cloud infrastructure

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

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

Deploy, scale, and manage Kubernetes workloads and configurations

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

Control feature rollouts with LaunchDarkly, Unleash, or custom flag systems

Run load tests with k6, Locust, or Artillery to validate system performance

Build real-time communication with WebSocket server and client management

Add application-level caching with Redis or Memcached for performance

Run untrusted code in secure cloud sandboxes with full OS environments

Route, authenticate, and rate-limit API traffic with Kong or Traefik gateway

Manage service-to-service communication with traffic policies and observability

Send transactional and notification emails via SendGrid, SES, or SMTP

Send SMS notifications and alerts via Twilio or similar providers

Create, update, and manage calendar events across Google and Outlook

Schedule and manage Zoom, Teams, or Google Meet calls programmatically

Create and manage tickets in Jira, Linear, GitHub Issues, or Asana

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

Route notifications to email, Slack, SMS, push, or webhook channels

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

Publish and schedule posts to Twitter, LinkedIn, Facebook, and Instagram

Schedule and deliver notifications at future times with timezone awareness

Collect, store, and query application metrics with Prometheus

Create and manage Grafana dashboards for system observability

Collect and analyze application logs with ELK, Loki, or CloudWatch

Capture, track, and alert on application errors with Sentry integration

Monitor service uptime, latency, and health endpoints with alerts

Track request traces, latency distributions, and performance bottlenecks

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

Add distributed tracing, metrics, and logging with OpenTelemetry SDKs

Automate database backups, snapshot management, and recovery procedures

Track user behavior, events, and funnels with Mixpanel, Amplitude, or PostHog

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

Implement OAuth 2.0 and OpenID Connect authentication flows

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

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

Enforce fine-grained permissions based on user roles and resource ownership

Scan code and dependencies for known security vulnerabilities (CVEs)

Encrypt data at rest and in transit with AES, RSA, and TLS management

Log all security-relevant events for compliance and forensic analysis

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

Protect APIs with configurable rate limiting, throttling, and quota management

Validate and sanitize user inputs with schema-based validation libraries

Audit systems for GDPR, SOC2, HIPAA, and other regulatory compliance

Anonymize PII in datasets for privacy compliance and safe sharing

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

Web content fetching and conversion for efficient LLM usage.

Secure file operations with configurable access controls.

Tools to read, search, and manipulate Git repositories.

Knowledge graph-based persistent memory system.

Dynamic and reflective problem-solving through thought sequences.

Time and timezone conversion capabilities.

Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.

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

AI image generation using various models.

Repository management, file operations, and GitHub API integration.

GitLab API, enabling project management.

File access and search capabilities for Google Drive.

Location services, directions, and place details.

Read-only database access with schema inspection.

Browser automation and web scraping.

Interact with Redis key-value stores.

Retrieving and analyzing issues from Sentry.io.

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

Database interaction and business intelligence capabilities.

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

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

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.

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

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

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

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

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

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

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

Test, evaluate, and optimize AI agents and RAG apps

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

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

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

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

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

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

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

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

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

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

MCP server implementation that provides 1Panel interaction.

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.

an MCP server to control Ableton Live.

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 for performance evaluation

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.

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/)

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

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

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.

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.

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

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

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

Provides tools to search Airbnb and get listing details.

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

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

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

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

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

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

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

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

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.

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. Get/enrich contact data for people and organizations agentically.

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

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.

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.

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

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

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

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

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

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

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

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

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

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.

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

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.

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

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

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

Perform operations on your AWS resources using an LLM.

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

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

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)).

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

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

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

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

Query and analyze Azure Data Explorer databases.

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

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

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

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

Web search with Baidu Cloud's AI Search

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

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).

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

Add biblical context to your generative AI applications.

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

Cryptocurrency trading and market data access through Binance API integration.

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

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

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.

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

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

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

Agents accomplishing goals together in p2p rooms

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.

Unofficial MCP server for BugBug API.

Unofficial MCP server for Berliner Verkehrsbetriebe Api.

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

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.

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

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

Open source calendly mcp server.

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

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.

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

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)**

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

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

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

A Stockfish-powered chess engine exposed as an MCP server. Calculates best moves and supports both HTTP/SSE and stdio transports.

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

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

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%.

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

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.

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

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

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

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

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

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

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

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

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

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).

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.

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

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

GraphRAG memory server with customizable ingestion, data processing and search

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

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

Run commands and scripts. Just like in a terminal.

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

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.

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

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

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.

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

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

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

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

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

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

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.

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

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

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.

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

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

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

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

Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.

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.

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

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

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

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.

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.

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

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).

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!

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

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

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

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

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

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.

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

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

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

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

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

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)

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.

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

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.

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

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

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%.

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

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.

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

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

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

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

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

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

A simple implementation of an MCP server for dify workflows.

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

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

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

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

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

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

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

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

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.

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

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

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

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

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.

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

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

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

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.

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

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.

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

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

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

MCP server implementation that provides Elasticsearch interaction.

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

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.

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

An MCP service for enhance you prompt.

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.

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.

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

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

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).

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

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

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

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

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

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.

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

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

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.

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

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

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

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

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

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.

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

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

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. 😎📊

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

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

MCP server for Fibaro Home Center 3 smart home systems.

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

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

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

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

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

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

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

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.

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

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

Fast and free zeroshot lipsync 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]

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

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

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

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

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

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

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

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

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

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

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

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.

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

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.

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

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

A server that uses Glean API to search and chat.

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

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

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

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

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

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

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

Secure file operations with configurable access controls built with Go!

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

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

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

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

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

Provides Google Search results via the Google Custom Search API

Access and editing data to your Google Sheets.

Google Tasks API Model Context Protocol Server.

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

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

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

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

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

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

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

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

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

Expose Great Expectations data validation and quality checks as MCP tools for AI agents.

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

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

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

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.

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).

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.

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

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

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

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

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

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.

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

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

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

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

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

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

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

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

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

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

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