337 Results Found

Python MCP Tools and Servers

Discover Python-based Model Context Protocol implementations. Perfect for data science and AI development workflows.

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7 tools

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4 tools

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4 tools

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4 tools

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17 tools

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Python

magg

Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.

Cloud
Local
macOS
Windows
Linux
OS
Aggregators
Unknown

mcp

Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.

Cloud
macOS
Windows
OS
Art & Culture
Python

aseprite-mcp

MCP server using the Aseprite API to create pixel art

Local
OS
Art & Culture
Python

blender-mcp

MCP server for working with Blender

Unknown
OS
Art & Culture
Python

davinci-resolve-mcp

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

Unknown
OS
Art & Culture
Python

manim-mcp-server

A local MCP server that generates animations using Manim.

Local
Windows
Linux
OS
Art & Culture
Python

MayaMCP

MCP server for Autodesk Maya

Local
OS
Art & Culture
Unknown

mcp

A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.

Cloud
OS
Art & Culture
Python

video-editing-mcp

Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection

Unknown
OS
Biology, Medicine and Bioinformatics
Python

biomcp

Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.

Cloud
OS
Biology, Medicine and Bioinformatics
Python

biothings-mcp

MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.

Cloud
Local
OS
Biology, Medicine and Bioinformatics
Python

gget-mcp

MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.

Cloud
Local
OS
Biology, Medicine and Bioinformatics
Python, Official

opengenes-mcp

MCP server for a queryable database for aging and longevity research from the OpenGenes project.

Cloud
Local
OS
Biology, Medicine and Bioinformatics
Python, Official

synergy-age-mcp

MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.

Cloud
Local
OS
Browser Automation
Python

browser-use-mcp-server

browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.

Unknown
OS
Browser Automation
TypeScript

mcp

Automate your local Chrome browser

Local
OS
Browser Automation
Python

mcp-aoai-web-browsing

A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.

Local
OS
Browser Automation
Python

mcp-server-playwright

An MCP server for browser automation using Playwright

Unknown
OS
Browser Automation
Python

playwright-plus-python-mcp

An MCP python server using Playwright for browser automation,more suitable for llm

Unknown
OS
Browser Automation
Python

web-eval-agent

An MCP Server that autonomously debugs web applications with browser-use browser agents

Local
macOS
OS
Cloud Platforms
Python

adls-mcp-server

MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.

Cloud
Local
OS
Cloud Platforms
Python, Official

alibaba-cloud-ops-mcp-server

A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.

Cloud
OS
Cloud Platforms
Python

aws-mcp-server

A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support

Cloud
OS
Cloud Platforms
Python

esxi-mcp-server

A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.

Cloud
OS
Cloud Platforms
Python

k8s-mcp-server

A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.

Unknown
OS
Cloud Platforms
Go

k8s-mcp-server

A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.

Cloud
Local
OS
Cloud Platforms
Python

kubectl-mcp-server

A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.

Cloud
Local
OS
Cloud Platforms
Official

mcp

AWS MCP servers for seamless integration with AWS services and resources.

Cloud
OS
Cloud Platforms
Python, TypeScript, Official

mcp

Open source podcast hosting platform

Cloud
Local
OS
Cloud Platforms
Python

qiniu-mcp-server

A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.

Cloud
OS
‍ Code Execution
Python

mcp-run-python

Run Python code in a secure sandbox via MCP tool calls

Local
OS
‍ Code Execution
TypeScript, Official

mcp-server-js

Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

Cloud
OS
‍ Code Execution
Python

outsource-mcp

Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"

Cloud
OS
‍ Code Execution
Python

PRIMS

submitted code in an isolated environment.

Local
OS
Coding Agents
Python

Agent-MCP

A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.

Local
OS
Coding Agents
Python

codemcp

Coding agent with basic read, write and command line tools.

Local
OS
Coding Agents
Python

MaxMSP-MCP-Server

A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.

Local
OS
Coding Agents
Python

serena

A fully-featured coding agent that relies on symbolic code operations by using language servers.

Local
OS
Command Line
Python

cli-mcp-server

Command line interface with secure execution and customizable security policies

Local
OS
Command Line
Python

kill-process-mcp

List and terminate OS processes via natural language queries

Local
macOS
Windows
Linux
OS
Command Line
Unknown

mcp_safe_local_python_executor

Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`

Unknown
OS
Command Line
Python

term_mcp_deepseek

A DeepSeek MCP-like Server for Terminal

Local
OS
Communication
Python

acp-mcp

An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.

Unknown
OS
Communication
Python

calcom-mcp

MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.

Local
OS
Communication
Python

didlogic_mcp

An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.

Cloud
OS
Communication
Python

google_workspace_mcp

Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.

Cloud
macOS
Windows
Linux
OS
Communication
Python

imessage-query-fastmcp-mcp-server

An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling

Local
macOS
OS
Communication
Python

inbox-zero

An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.

Cloud
OS
Communication
Python

mattermost-mcp-host

A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.

Local
OS
Communication
Python

mcp

An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.

Unknown
OS
Communication
Python

mcp_server_notify

A MCP server that send desktop notifications with sound effect when agent tasks are completed.

Local
OS
Communication
Python

mcp-gsuite

Integration with gmail and Google Calendar.

Cloud
OS
Communication
Python

mcp-teams-server

MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)

Cloud
OS
Communication
Python

mcp-twikit

Interact with Twitter search and timeline

Cloud
OS
Communication
Python

producthunt-mcp-server

MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.

Local
OS
Communication
Go

telegram-mcp

Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status

Local
OS
Communication
Python

telegram-mcp

Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.

Local
OS
Communication
Python

telephony-mcp-server

MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.

Unknown
OS
Communication
Python, Go

whatsapp-mcp

An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups

Unknown
OS
Customer Data Platforms
Python

mcp-tinybird

An MCP server to interact with a Tinybird Workspace from any MCP client.

Cloud
OS
Customer Data Platforms
Python

OpenDataMCP

Connect any Open Data to any LLM with Model Context Protocol.

Cloud
OS
Databases
Python

adx-mcp-server

Query and analyze Azure Data Explorer databases

Cloud
OS
Databases
Python

airtable-mcp

Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.

Cloud
OS
Databases
Python

alibabacloud-tablestore-mcp-server

MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.

Cloud
OS
Databases
Python, Official

chroma-mcp

Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities

Cloud
Local
OS
Databases
Python

dicom-mcp

DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.

Cloud
Local
OS
Databases
Python

dolphindb-mcp-server

TDolphinDB database integration with schema inspection and query capabilities

Cloud
OS
Databases
Python

elasticsearch-mcp-server

MCP Server implementation that provides Elasticsearch interaction

Local
OS
Databases
Python

greptimedb-mcp-server

MCP Server for querying GreptimeDB.

Local
OS
Databases
TypeScript

mcp

Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).

Cloud
Local
OS
Databases
Python

mcp-alchemy

Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.

Local
OS
Databases
Python

mcp-clickhouse

ClickHouse database integration with schema inspection and query capabilities

Cloud
OS
Databases
Python

mcp-confluent

Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.

Cloud
OS
Databases
Python

mcp-google-sheets

A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.

Cloud
OS
Databases
Python, Official

mcp-hydrolix

Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.

Cloud
OS
Databases
Python

mcp-memgraph

Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.

Local
OS
Databases
Python

mcp-neo4j

Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)

Local
OS
Databases
Python

mcp-pinecone

Pinecone integration with vector search capabilities

Cloud
OS
Databases
Python

mcp-redis

The Redis official MCP Server offers an interface to manage and search data in Redis.

Local
OS
Databases
Python

mcp-server-bigquery

BigQuery database integration with schema inspection and query capabilities

Cloud
OS
Databases
Python, Official

mcp-server-couchbase

Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.

Cloud
Local
OS
Databases
Python

mcp-server-duckdb

DuckDB database integration with schema inspection and query capabilities

Local
OS
Databases
Python

mcp-server-jdbc

An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol

Local
OS
Databases
Unknown

mcp-server-jdbc

Connect to any JDBC-compatible database and query, insert, update, delete, and more.

Local
OS
Databases
Python

mcp-server-milvus

MCP Server for Milvus / Zilliz, making it possible to interact with your database.

Cloud
Local
OS
Databases
Python

mcp-server-odbc

An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol

Local
OS
Databases
Python

mcp-server-qdrant

A Qdrant MCP server

Local
OS
Databases
Python

mcp-server-sqlalchemy

An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)

Local
OS
Databases
Python

mcp-server-tidb

TiDB database integration with schema inspection and query capabilities

Cloud
OS
Databases
Python

mcp-server-trino

Trino MCP Server to query and access data from Trino Clusters.

Cloud
OS
Databases
Python, TypeScript

mcp-server-weaviate

An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.

Cloud
OS
Databases
Python

mcp-snowflake-server

Snowflake integration implementing read and (optional) write operations as well as insight tracking

Cloud
OS
Databases
Python

mcp-timeplus

MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus

Cloud
OS
Databases
Python

memvid-mcp-server

Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search.

Local
OS
Databases
Python

mysql_mcp_server

MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines

Local
OS
Databases
Python

mysql_mcp_server_pro

Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization

Local
OS
Databases
Python

postgres-mcp

All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks

Local
OS
Databases
Python

prometheus-mcp-server

Query and analyze Prometheus, open-source monitoring system.

Cloud
OS
Databases
Python

server-sqlite

SQLite database operations with built-in analysis features

Local
OS
Databases
Python

sqlite-explorer-fastmcp-mcp-server

An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

Local
OS
Databases
Python

VictoriaMetrics-mcp-server

An MCP server for interacting with VictoriaMetrics database.

Local
OS
Databases
Python

vikingdb-mcp-server

VikingDB integration with collection and index introduction, vector store and search capabilities.

Cloud
OS
Databases
Python, Rust

wren-engine

The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents

Local
OS
Databases
Python, Official

ydb-mcp

MCP server for interacting with [YDB](https://ydb.tech) databases

Cloud
OS
Data Platforms
Python

databricks-genie-MCP

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

Cloud
OS
Data Platforms
Python

dbt-docs-mcp

MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.

Local
OS
Data Platforms
Python, Official

dbt-mcp

Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.

Cloud
Local
OS
Data Platforms
Python

kafka-schema-reg-mcp

Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.

Cloud
Local
macOS
Windows
Linux
OS
Data Platforms
Python

keboola-mcp-server

interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.

Unknown
OS
Data Platforms
Python

mcp-databricks-server

Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.

Cloud
OS
Developer Tools
Python, Official

codelogic-mcp-server

Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.

Cloud
macOS
Windows
Linux
OS
Developer Tools
Python

droidmind

Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.

Local
OS
Developer Tools
Python

excel-mcp-server

An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).

Local
OS
Developer Tools
Python

fastmcp-sonarqube-metrics

A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.

Local
macOS
Windows
Linux
OS
Developer Tools
Python, TypeScript, Rust

FileScopeMCP

Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.

Unknown
OS
Developer Tools
Python

gitingest-mcp

A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.

Local
OS
Developer Tools
Python

HarmonyOS-mcp-server

Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.

Local
OS
Developer Tools
Python

higress-ops-mcp-server

MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.

Local
OS
Developer Tools
Python

hocr_mcp_server

based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.

Local
OS
Developer Tools
Python

jmeter-mcp-server

JMeter MCP Server for performance testing

Local
OS
Developer Tools
Python

k6-mcp-server

Grafana k6 MCP Server for performance testing

Local
OS
Developer Tools
Python

lldb-mcp

A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.

Local
macOS
Linux
OS
Developer Tools
Python

locust-mcp-server

Locust MCP Server for performance testing

Local
OS
Developer Tools
Python

mac-monitor-mcp

Identifies resource-intensive processes on macOS and provides performance improvement suggestions.

Local
macOS
OS
Developer Tools
TypeScript, Rust, Official

mcp

One MCP for all your integrations — powered by [Pica](https://www.picaos.com), the infrastructure for intelligent, collaborative agents.

Cloud
OS
Developer Tools
TypeScript, Official

mcp

An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.

Cloud
OS
Developer Tools
Python, TypeScript

MCP_AI_SOC_Sher

MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.

Cloud
OS
Developer Tools
Python

mcp-claude-code

An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.

Local
OS
Developer Tools
Python

mcp-image-compression

MCP server for local compression of various image formats.

Local
OS
Developer Tools
Python

mcp-nixos

MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.

Local
OS
Developer Tools
Python

mcp-server-apache-airflow

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

Local
OS
Developer Tools
Python

mcp-server-docker

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

Local
OS
Developer Tools
Python

mcp-server-langfuse

MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.

Local
OS
Developer Tools
Python

mcp-server-sql-analyzer

MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)

Unknown
OS
Developer Tools
Python

mcp-text-editor

A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.

Local
OS
Developer Tools
Python

mcp-zenml

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

Cloud
Local
OS
Developer Tools
Python

mindmap-mcp-server

A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.

Local
OS
Developer Tools
TypeScript

package-registry-mcp

MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.

Local
macOS
Windows
Linux
OS
Developer Tools
Python

PiloTY

AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management

Local
OS
Developer Tools
Python

pox-mcp-server

MCP server for the POX SDN controller to provides network control and management capabilities.

Local
OS
Developer Tools
Python, Official

Rootly-MCP-server

MCP server for the incident management platform [Rootly](https://rootly.com/).

Cloud
macOS
OS
Developer Tools
Python

ros-mcp-server

The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.

Local
macOS
Windows
Linux
OS
Developer Tools
Python

SpaceBridge-MCP

Bring structure and preserve context in vibe coding by automatically tracking issues.

Local
macOS
Linux
OS
Developer Tools
Python

unitree-go2-mcp-server

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.

Local
Linux
OS
Developer Tools
Python

user-feedback-mcp

Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.

Local
OS
Developer Tools
Python

webhook-tester-mcp

based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.

Cloud
OS
Data Science Tools
Unknown

bundler_mcp

Enables agents to query local information about dependencies in a Ruby project's `Gemfile`.

Local
OS
Data Science Tools
Python

chronulus-mcp

Predict anything with Chronulus AI forecasting and prediction agents.

Cloud
OS
Data Science Tools
Python, Official

dingo

MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.

Local
macOS
Windows
Linux
OS
Data Science Tools
Python

jupyter-mcp-server

Model Context Protocol (MCP) Server for Jupyter.

Local
OS
Data Science Tools
Python

jupyter-notebook-mcp

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.

Local
OS
Data Science Tools
Python

kaggle-mcp

Connects to Kaggle, ability to download and analyze datasets.

Cloud
OS
Data Science Tools
Python, Official

label-studio-mcp-server

Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.

Cloud
macOS
Windows
Linux
OS
Data Science Tools
TypeScript

markdownify-mcp

An MCP server to convert almost any file or web content into Markdown

Local
OS
Data Science Tools
Python

mcp-server-data-exploration

Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.

Cloud
OS
Data Science Tools
Python, Official

optuna-mcp

Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).

Local
macOS
Linux
OS
Data Science Tools
Python, Official

vizro-mcp

Tools and templates to create validated and maintainable data charts and dashboards.

Local
OS
Data Science Tools
Python

zaturn

Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.

Local
macOS
Windows
Linux
OS
Embedded System
Python

gnuradioMCP

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

Local
OS
Embedded System
Python

modbus-mcp

An MCP server that standardizes and contextualizes industrial Modbus data.

Unknown
OS
Embedded System
Python

opcua-mcp

An MCP server that connects to OPC UA-enabled industrial systems.

Unknown
OS
File Systems
Python

homebrew-mcp

Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.

Local
macOS
OS
File Systems
Python

llm-context.py

Share code context with LLMs via MCP or clipboard

Local
OS
File Systems
Python, Official

markitdown

MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.

Local
OS
File Systems
Python

mcp-everything-search

Fast Windows file search using Everything SDK

Local
Windows
OS
File Systems
Python

mcp-server-opendal

Access any storage with Apache OpenDAL™

Cloud
Local
OS
Finance & Fintech
Python

alpaca-mcp

An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.

Cloud
OS
Finance & Fintech
Python

alpha-vantage-mcp

Alpha Vantage API integration to fetch both stock and crypto information

Cloud
OS
Finance & Fintech
Python

armor-crypto-mcp

MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.

Cloud
OS
Finance & Fintech
Python

beeper-mcp

Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.

Unknown
OS
Finance & Fintech
Python, Official

bicscan-mcp

Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.

Cloud
OS
Finance & Fintech
Python

binance-alpha-mcp

An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.

Cloud
OS
Finance & Fintech
Python

blockbeats-mcp

An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.

Cloud
OS
Finance & Fintech
Python

blocknative-mcp

Providing real-time gas price predictions across multiple blockchains, powered by Blocknative.

Cloud
OS
Finance & Fintech
Python

braintree-mcp-server

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

Unknown
OS
Finance & Fintech
Python

coin-mcp-server

Bitget API to fetch cryptocurrency price.

Cloud
OS
Finance & Fintech
Python

coinmarket-mcp-server

Coinmarket API integration to fetch cryptocurrency listings and quotes

Cloud
OS
Finance & Fintech
Python

cointelegraph-mcp

Providing real-time access to the latest news from Cointelegraph.

Cloud
OS
Finance & Fintech
Python

crypto-feargreed-mcp

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

Cloud
OS
Finance & Fintech
Python

crypto-indicators-mcp

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

Cloud
OS
Finance & Fintech
Python

crypto-liquidations-mcp

Streams real-time cryptocurrency liquidation events from Binance.

Cloud
OS
Finance & Fintech
Python

crypto-news-mcp

An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.

Cloud
OS
Finance & Fintech
Python

crypto-orderbook-mcp

Analyzing order book depth and imbalance across major crypto exchanges.

Cloud
OS
Finance & Fintech
Python

crypto-pegmon-mcp

Tracking stablecoin peg integrity across multiple blockchains.

Cloud
OS
Finance & Fintech
Python

crypto-portfolio-mcp

An MCP server for tracking and managing cryptocurrency portfolio allocations.

Cloud
OS
Finance & Fintech
Python

crypto-projects-mcp

Providing cryptocurrency project data from Mobula.io to AI agents.

Cloud
OS
Finance & Fintech
Python

crypto-rss-mcp

An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds.

Cloud
OS
Finance & Fintech
Python

crypto-sentiment-mcp

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

Cloud
OS
Finance & Fintech
Python

Crypto-Trader-MCP-ClaudeDesktop

An MCP tool that provides cryptocurrency market data using the CoinGecko API.

Cloud
OS
Finance & Fintech
Python

crypto-trending-mcp

Tracking the latest trending tokens on CoinGecko.

Cloud
OS
Finance & Fintech
Python

crypto-whitepapers-mcp

Serving as a structured knowledge base of crypto whitepapers.

Cloud
OS
Finance & Fintech
Python

cryptopanic-mcp-server

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

Cloud
OS
Finance & Fintech
Python

defi-yields-mcp

An MCP server for AI agents to explore DeFi yield opportunities.

Cloud
OS
Finance & Fintech
Python

dune-analytics-mcp

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

Cloud
OS
Finance & Fintech
Python

etf-flow-mcp

Delivering crypto ETF flow data to power AI agents' decision-making.

Cloud
OS
Finance & Fintech
Python

finData-mcp-server

An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.

Cloud
OS
Finance & Fintech
Python

freqtrade-mcp

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

Cloud
OS
Finance & Fintech
Python

funding-rates-mcp

Providing real-time funding rate data across major crypto exchanges.

Cloud
OS
Finance & Fintech
Python, Official

heurist-mesh-mcp-server

Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains

Local
OS
Finance & Fintech
Python

hyperliquid-info-mcp

An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics.

Cloud
OS
Finance & Fintech
Python

hyperliquid-whalealert-mcp

An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million.

Cloud
OS
Finance & Fintech
Python

investor-agent

Yahoo Finance integration to fetch stock market data including options recommendations

Cloud
OS
Finance & Fintech
Python

jupiter-mcp

An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.

Cloud
OS
Finance & Fintech
TypeScript

mcp

Bitte Protocol integration to run AI Agents on several blockchains.

Unknown
OS
Finance & Fintech
TypeScript, Official

mcp

MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).

Cloud
OS
Finance & Fintech
Python

mcp

Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.

Cloud
OS
Finance & Fintech
Python

mcp_polygon)

An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more.

Cloud
OS
Finance & Fintech
Python

mcp-baostock-server

MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.

Cloud
OS
Finance & Fintech
Python

mcp-server-ledger

A ledger-cli integration for managing financial transactions and generating reports.

Local
OS
Finance & Fintech
Python

metatrader-mcp-server

Enable AI LLMs to execute trades using MetaTrader 5 platform

Local
Windows
OS
Finance & Fintech
Python

monarch-mcp-server

MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.

Cloud
OS
Finance & Fintech
Python

octagon-mcp-server

Octagon AI Agents to integrate private and public market data

Cloud
OS
Finance & Fintech
Python

pancakeswap-poolspy-mcp

An MCP server that tracks newly created pools on Pancake Swap.

Cloud
OS
Finance & Fintech
Python

pumpswap-mcp

Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading.

Cloud
OS
Finance & Fintech
Python

raydium-launchlab-mcp

An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).

Cloud
OS
Finance & Fintech
Python

rug-check-mcp

An MCP server that detects potential risks in Solana meme tokens.

Cloud
OS
Finance & Fintech
Python

tasty-agent

Tastyworks API integration to handle trading activities on Tastytrade

Cloud
OS
Finance & Fintech
Python

thegraph-mcp

An MCP server that powers AI agents with indexed blockchain data from The Graph.

Cloud
OS
Finance & Fintech
Python

token-minter-mcp

An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.

Cloud
OS
Finance & Fintech
Python

token-revoke-mcp

An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.

Cloud
OS
Finance & Fintech
Python

twitter-username-changes-mcp

An MCP server that tracks the historical changes of Twitter usernames.

Cloud
OS
Finance & Fintech
Python

uniswap-poolspy-mcp

An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.

Cloud
OS
Finance & Fintech
Python

uniswap-trader-mcp

An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains.

Cloud
OS
Finance & Fintech
Python

wallet-inspector-mcp

An MCP server that empowers AI agents to inspect any wallet’s balance and onchain activity across major EVM chains and Solana chain.

Cloud
OS
Finance & Fintech
Python

web3-jobs-mcp

An MCP server that provides AI agents with real-time access to curated Web3 jobs.

Cloud
OS
Finance & Fintech
Python

whale-tracker-mcp

A mcp server for tracking cryptocurrency whale transactions.

Cloud
OS
Finance & Fintech
Python

wsb-analyst-mcp

Reddit integration to analyze content on WallStreetBets community

Cloud
OS
Finance & Fintech
Python

yfinance-mcp

An MCP server that uses yfinance to obtain information from Yahoo Finance.

Cloud
OS
Finance & Fintech
Python

YFinance-Trader-MCP-ClaudeDesktop

An MCP tool that provides stock market data and analysis using the Yahoo Finance API.

Cloud
OS
Gaming
Python

chess-mcp

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

Cloud
OS
Gaming
Python

fantasy-pl-mcp

An MCP server for real-time Fantasy Premier League data and analysis tools.

Cloud
OS
Gaming
Python

mcp-chess

A MCP server playing chess against LLMs.

Local
OS
Knowledge & Memory
Python

mcp-ragdocs

An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context

Local
OS
Knowledge & Memory
Python

mem0-mcp

A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf

Local
OS
Knowledge & Memory
Python

zettelkasten-mcp

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.

Local
OS
Location Services
Python

ipfind-mcp-server

IP Address location service using the [IP Find](https://ipfind.com) API

Cloud
OS
Location Services
Python

MCP-Geo

Geocoding MCP server for nominatim, ArcGIS, Bing

Local
OS
Location Services
Python

mcp-ip2location-io

Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.

Cloud
OS
Location Services
Python

mcp-server-ipinfo

IP address geolocation and network information using IPInfo API

Cloud
OS
Location Services
Python

MCP-timeserver

Access the time in any timezone and get the current local time

Local
OS
Location Services
Python

nearby-search-mcp

An MCP server for nearby place searches with IP-based location detection.

Cloud
OS
Location Services
Python

open-streetmap-mcp

An OpenStreetMap MCP server with location-based services and geospatial data.

Local
OS
Location Services
Python

Weather-MCP-ClaudeDesktop

An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.

Cloud
OS
Location Services
Python

weather-mcp-server

Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.

Cloud
OS
Location Services
Python

Weekly-Weather-mcp

Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.

Cloud
OS
Marketing
Python

facebook-ads-mcp-server

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

Cloud
OS
Marketing
Python

google-ads-mcp-server

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

Cloud
OS
Marketing
Python

meta-ads-mcp

Enables AI agents to monitor and optimize Meta ad performance, analyze campaign metrics, adjust audience targeting, manage creative assets, and make data-driven recommendations for ad spend and campaign settings through seamless Graph API integration.

Cloud
Local
OS
Marketing
Python

osp_marketing_tools

A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.

Local
OS
Monitoring
Python

grafana-loki-mcp

An MCP server that allows querying Loki logs through the Grafana API.

Local
OS
Monitoring
Python, Official

logfire-mcp

Provides access to OpenTelemetry traces and metrics through Logfire

Cloud
OS
Monitoring
Python

lucidity-mcp

Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities

Local
OS
Monitoring
Python, Official

mcp-grafana

Search dashboards, investigate incidents and query datasources in your Grafana instance

Cloud
Local
OS
Monitoring
Python

server-sentry

Sentry.io integration for error tracking and performance monitoring

Cloud
OS
Monitoring
Python

zabbix-mcp-server

Zabbix integration for hosts, items, triggers, templates, problems, data and more.

Cloud
macOS
Windows
Linux
OS
Multimedia Process
Python

imagesorcery-mcp

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

Local
macOS
Windows
Linux
OS
end to end RAG platforms
Python

vectara-mcp

An MCP server for accessing Vectara's trusted RAG-as-a-service platform.

Cloud
Local
OS
Search & Data Extraction
Python

arxiv-latex-mcp

Get the LaTeX source of arXiv papers to handle mathematical content and equations

Cloud
OS
Search & Data Extraction
Python

arxiv-mcp-server

Search ArXiv research papers

Cloud
OS
Search & Data Extraction
Python

biomcp

Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.

Cloud
OS
Search & Data Extraction
Python

catalysishub-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.

Unknown
OS
Search & Data Extraction
Python

content-core

Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.

Local
OS
Search & Data Extraction
Python

dappier-mcp

Enable fast, free real-time web search and access premium data from trusted media brands—news, financial markets, sports, entertainment, weather, and more. Build powerful AI agents with Dappier.

Cloud
OS
Search & Data Extraction
Python

duckduckgo-mcp-server

Web search using DuckDuckGo

Cloud
OS
Search & Data Extraction
TypeScript

duckduckgo-mcp-server

This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.

Cloud
Local
OS
Search & Data Extraction
Python

GeekNews-MCP-Server

An MCP Server that retrieves and processes news data from the GeekNews site.

Cloud
OS
Search & Data Extraction
Python

gxtract

GXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: [sascharo.github.io/gxtract](https://sascharo.github.io/gxtract)). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.

Cloud
macOS
Windows
Linux
OS
Search & Data Extraction
Python

mcp-hn

An MCP server to search Hacker News, get top stories, and more.

Cloud
OS
Search & Data Extraction
Python

mcp-local-rag

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed.

Local
OS
Search & Data Extraction
Python

MCP-searxng

An MCP Server to connect to searXNG instances

Local
OS
Search & Data Extraction
Python

mcp-server-webcrawl

Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.

Local
OS
Search & Data Extraction
Python

mcp-wolframalpha

An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.

Cloud
Local
OS
Search & Data Extraction
Python

ncbi-mcp-server

Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch processing for all life sciences and biomedical research.

Cloud
Local
OS
Search & Data Extraction
Python

NyxDocs

Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).

Cloud
Local
OS
Search & Data Extraction
Python

openai-websearch-mcp

This is a Python-based MCP server that provides OpenAI `web_search` build-in tool.

Cloud
Local
OS
Search & Data Extraction
Python

scrapeless-mcp-server

The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.

Cloud
OS
Search & Data Extraction
Python

server-fetch

Efficient web content fetching and processing for AI consumption

Cloud
Local
OS
Search & Data Extraction
Python

stocky

An MCP server for searching and downloading royalty-free stock photography from Pexels and Unsplash. Features multi-provider search, rich metadata, pagination support, and async performance for AI assistants to find and access high-quality images.

Cloud
Local
OS
Search & Data Extraction
Python

unsplash-mcp-server

A MCP server for Unsplash image search.

Cloud
OS
Search & Data Extraction
Python

youtube_mcp

dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.

Cloud
OS
Security
Python

apktool-mcp-server

APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.

Local
OS
Security
Python

attestable-mcp-server

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 conencting.

Cloud
Local
Linux
OS
Security
Python

binary_ninja_mcp

A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.

Local
macOS
Windows
Linux
OS
Security
Python

ciphertrust-manager-mcp-server

MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.

Cloud
Local
OS
Security
Python

cve-search_mcp

A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.

Local
OS
Security
Python

cyberchef-api-mcp-server

MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.

Cloud
OS
Security
Python

entraid-mcp-server

A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.

Cloud
OS
Security
Python

GhidraMCP

MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.

Local
OS
Security
Unknown

GhidraMCP

A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.

Local
OS
Security
Python

ida-pro-mcp

MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.

Local
OS
Security
Python

intruder-mcp

MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure.

Cloud
OS
Security
Python

mcp_vms

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.

Local
Windows
OS
Security
Python

secops-mcp

All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.

Local
OS
Security
Go, Official

vet

vet-mcp checks open source packages—like those suggested by AI coding tools—for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting.

Cloud
macOS
Windows
Linux
OS
Social Media
Python

bluesky-social-mcp

An MCP server for interacting with Bluesky via the atproto client.

Local
OS
Social Media
Python

facebook-mcp-server

Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.

Cloud
OS
Social Media
Python

twitter-mcp

All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.

Local
OS
Sports
Python

mlb-api-mcp

MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.

Local
OS
Sports
Python

mvf1

MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.

Cloud
OS
Support & Service Management
Python

freshdesk-mcp

MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.

Cloud
OS
Support & Service Management
Python

mcp-atlassian

MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.

Cloud
OS
Support & Service Management
Python

quickchat-ai-mcp

Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.

Cloud
Local
OS
Support & Service Management
Python

yandex-tracker-mcp

MCP Server for Yandex Tracker. Provides tools for searching and retrieving information about issues, queues, users.

Cloud
Local
OS
Text-to-Speech
Python

daisys-mcp

Generate high-quality text-to-speech and text-to-voice outputs using the [DAISYS](https://www.daisys.ai/) platform and make it able to play and store audio generated.

Local
macOS
Windows
Linux
OS
Text-to-Speech
Python

kokoro-tts-mcp

MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.

Local
OS
Text-to-Speech
Python

voice-mcp

Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration

Local
OS
Travel & Transportation
Python

alltrails-mcp-server

A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information

Cloud
OS
Travel & Transportation
Python

teslamate-mcp

A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.

Local
OS
Travel & Transportation
Python, TypeScript

tripadvisor-mcp

A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces

Unknown
OS
Version Control
Python

github-graphql-mcp-server

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.

Cloud
OS
Version Control
Python

mcp-git-ingest

Read and analyze GitHub repositories with your LLM

Local
OS
Version Control
Python

server-git

Direct Git repository operations including reading, searching, and analyzing local repositories

Local
OS
Other Tools and Integrations
Python

ancestry-mcp

Allows the AI to read .ged files and genetic data

Local
OS
Other Tools and Integrations
Python

anki-mcp

Manage your Anki collection with AnkiConnect & MCP

Local
OS
Other Tools and Integrations
Python

apple-notes-mcp

Allows the AI to read from your local Apple Notes database (macOS only)

Local
OS
Other Tools and Integrations
Python

climatiq-mcp-server

A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.

Local
OS
Other Tools and Integrations
Python

ethics-check-mcp

MCP server for comprehensive ethical analysis of AI conversations, detecting bias, harmful content, and providing critical thinking assessments with automated pattern learning

Local
OS
Other Tools and Integrations
Python

free-will-mcp

Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.

Local
OS
Other Tools and Integrations
Python

keep-mcp

Read, create, update and delete Google Keep notes.

Cloud
OS
Other Tools and Integrations
Python

mcp-atlassian

MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.

Cloud
OS
Other Tools and Integrations
Python

mcp-chatgpt-responses

MCP server for Claude to talk to ChatGPT and use its web search capability.

Cloud
OS
Other Tools and Integrations
Python

mcp-cli

Yet another CLI tool for testing MCP servers

Local
OS
Other Tools and Integrations
TypeScript

mcp-cli

CLI tool for testing MCP servers

Local
OS
Other Tools and Integrations
Python

mcp-confluence-server

A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.

Unknown
OS
Other Tools and Integrations
Python

mcp-installer

An MCP server that installs other MCP servers for you.

Local
OS
Other Tools and Integrations
TypeScript

mcp-obsidian

This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).

Local
OS
Other Tools and Integrations
Python

mcp-obsidian

Interacting with Obsidian via REST API

Cloud
Local
OS
Other Tools and Integrations
Python

mcp-remote-call-ping-pong

An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls

Local
OS
Other Tools and Integrations
Python

mcp-server-calculator

This server enables LLMs to use calculator for precise numerical calculations

Local
OS
Other Tools and Integrations
Python

mcp-server-esignatures

Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API.

Cloud
OS
Other Tools and Integrations
Python

mcp-server-home-assistant

Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.

Local
OS
Other Tools and Integrations
Python

mcp-server-odoo

Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation.

Cloud
Local
OS
Other Tools and Integrations
Python

mcp-server-openai

Query OpenAI models directly from Claude using MCP protocol

Cloud
OS
Other Tools and Integrations
Python

mcp-server-perplexity

Interacting with Perplexity API.

Cloud
OS
Other Tools and Integrations
Python

mcp-server-rabbitmq

Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ

Local
OS
Other Tools and Integrations
Python

mcp-simple-timeserver

An MCP server that allows checking local time on the client machine or current UTC time from an NTP server

Cloud
Local
OS
Other Tools and Integrations
Python

mcp-vegalite-server

Generate visualizations from fetched data using the VegaLite format and renderer.

Local
OS
Other Tools and Integrations
Python

MCP-wolfram-alpha

An MCP server for querying wolfram alpha API.

Cloud
OS
Other Tools and Integrations
Python

notion_mcp

Integrates with Notion's API to manage personal todo lists

Cloud
OS
Other Tools and Integrations
Python

notion-mcp

A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.

Cloud
OS
Other Tools and Integrations
Python

oura-mcp-server

An MCP server for Oura, an app for tracking sleep

Cloud
OS
Other Tools and Integrations
Python

pdf-tools-mcp

PDF download, view & manipulation utilities.

Unknown
OS
Other Tools and Integrations
Python

ScreenPilot

enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.

Local
OS
Other Tools and Integrations
Python

shopify-storefront-mcp-server

Unofficial MCP server that allows AI agents to discover Shopify storefronts and interact with them to fetch products, collections, and other store data through the Storefront API.

Cloud
OS
Other Tools and Integrations
Python

think-mcp

Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool).

Local
OS
Other Tools and Integrations
Python

ticktick-mcp

[TickTick](https://ticktick.com/) MCP server that integrates with TickTick's API to manage personal todo projects and the tasks.

Cloud
OS
Other Tools and Integrations
Python

ticktick-mcp

[TickTick](https://ticktick.com/) MCP server. Built upon the ticktick-py library, it offers significantly improved filtering capabilities.

Cloud
OS
Other Tools and Integrations
Python

typst-mcp

MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.

Local
OS
Other Tools and Integrations
Python, TypeScript

unichat-mcp-server

Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required

Cloud
OS
Other Tools and Integrations
Python

wcgw

Autonomous shell execution, computer control and coding agent. (Mac)

Local
OS
Other Tools and Integrations
Python

web3-mcp

An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.

Cloud
OS
Other Tools and Integrations
Python

wikimedia-enterprise-model-context-protocol

Wikipedia Article lookup API

Cloud
OS
Other Tools and Integrations
Python, TypeScript

YouTube

Extract and convert YouTube video information.

Unknown
OS