Content & Search MCP Servers

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.

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.

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

Provides tools to search Airbnb and get listing details.

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

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

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

MCP server to run locally with Anki and Ankiconnect. Supports creating, updating, searching and filtering cards and decks. Include mass update and other advanced tools.

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

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.

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 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 use strict [Pydantic](https://github.com/pydantic/pydantic) validation.

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

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.

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

Query and analyze Azure Data Explorer databases.

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.

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 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.

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.

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

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

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

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

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

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

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

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

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.

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.

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

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

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 assistants to access precise, up-to-date project information.

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.

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 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

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 resources operations seamlessly.

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

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

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.

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

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

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 search Discourse posts on a Discourse forum.

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.

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

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

MCP server implementation that provides Elasticsearch interaction.

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.

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.

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).

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.

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

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

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

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

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

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.

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. 😎📊

Web content fetching and conversion for efficient LLM usage.

A server that flexibly fetches HTML, JSON, Markdown, or plaintext.

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 programmatic search, retrieval, and analysis of clinical data.

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.

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

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.

Tools to read, search, and manipulate Git repositories.

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.

A server that uses Glean API to search and chat.

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.

Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location.

Provides Google Search results via the Google Custom Search API

Access and editing data to your Google Sheets.

An MCP Server written in TypeScript to access and edit data in your Google Sheets.

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

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

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

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

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

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).

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

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

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

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

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

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

Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles

Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, SQLite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants).

A FastMCP server that provides tools for retrieving and filtering job listings based on time period, keywords, and remote work preferences.

Job search MCP using jobswithgpt which indexes 500K+ public job listings and refreshed continously.

MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.

JSON schema generation and filtering server with TypeScript type creation optimised for retrieving relevant context JSON data using quicktype-core and support for shape-based data extraction, nested object filtering, and array processing operations.

Converting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files.

connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more.

The Keycloak MCP Server designed for agentic applications to manage and search data in Keycloak efficiently.

A comprehensive Model Context Protocol (MCP) server providing real-time weather data, air quality monitoring, forecasts, and astronomical information powered by Caiyun Weather API.

A comprehensive suite of Model Context Protocol (MCP) servers dedicated to cryptocurrency, blockchain, and Web3 data aggregation, analysis, and services from Kukapay.

Keyword research, people also ask, SERP and other SEO tools for [kwrds.ai](https://www.kwrds.ai/)

Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.

MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.

Searching and retrieving Lottie animations from [LottieFiles](https://lottiefiles.com/)

Turn scattered ChatGPT/Claude/Cursor conversations into persistent, searchable knowledge.

spring boot server using Lucene for fast document search and management.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

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. Includes `mbro`, a powerful CLI MCP server browser with scripting capability.

MCP to search and access man pages on the local machine.

MariaDB database integration with configurable access controls in Python.

The MCP server for marketfiyati.org.tr, offering grocery price search and comparison across Turkish markets.)

The server designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files.

Server that provides local-first document management and semantic search via embeddings or Gemini AI (recommended). Optimized for performance with disk persistence, an in-memory index, and caching.

Website to rate MCP servers, write authentic user reviews, and [search engine for agent & mcp](http://www.deepnlp.org/search/agent)

An MCP server that provides tools for querying and discovering available MCP servers from this list.

Fastest way to interact with your Database such as SQL Server, SQLite and PostgreSQL

Python-based MCP server that brings grep functionality to LLMs. Supports common grep features including pattern searching, case-insensitive matching, context lines, and recursive directory searches.

"primitive" RAG-like web search model context protocol (MCP) server that runs locally using Google's MediaPipe Text Embedder and DuckDuckGo Search.

Simple Web UI to install and manage MCP servers for Claude Desktop by **[Zue](https://github.com/zueai)**

Universal MCP memory service providing semantic memory search, persistent storage, and autonomous memory consolidation for AI assistants across 13+ AI applications.

A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information.

Fast, token-efficient web content extraction that converts websites to clean Markdown. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching with minimal dependencies.

High-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content.

A list of MCP services for discovering MCP servers in the community and providing a convenient search function for MCP services by **[iiiusky](https://github.com/iiiusky)**

Website to list high quality MCP servers and reviews by real users. Also provide online chatbot for popular LLM models with MCP server support.

A Data Security First filesystem MCP server that implements .mcpignore to prevent MCP clients from accessing sensitive data.

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

Knowledge graph memory system built on Neo4j with semantic search, temporal awareness.

A Model Context Protocol server that integrates with Metricool's social media analytics platform to retrieve performance metrics and schedule content across networks like Instagram, Facebook, Twitter, LinkedIn, TikTok and YouTube.

Full Featured MCP Server for MongoDB Databases.

MCP Server to interact with Morningstar Research, Editorial and Datapoints

MSSQL database integration with configurable access controls and schema inspection

This MCP(Model Context Protocol) Server provides tools to search, install, proxy other MCP servers.

MCP server providing access to NASA's visual data APIs including Mars Rover photos, Earth satellite imagery (EPIC/GIBS), and Astronomy picture of the day. Features built-in image analysis tools with automatic format detection, compression, and base64 conversion for LLM integration.

This MCP server provides tools to fetch recent and historical NBA games including basic and advanced statistics.

Unofficial MCP server for the National Cancer Institute's Genomic Data Commons (GDC), providing access to harmonized cancer genomic and clinical data for oncology research.

A community built server that interacts with Neo4j Graph Database.

Read and write access to NocoDB database.

Read and search through your Obsidian vault or any directory containing Markdown notes

(by Steven Stavrakis) An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes.

(by yuanoOo) A Model Context Protocol (MCP) server that enables secure interaction with OceanBase databases.

(by Guy Bary) AI-powered developer assistant that enables advanced code research, analysis and discovery across GitHub and NPM realms in realtime

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

An MCP server provides various blockchain data and market price data via the OKX API. The server enables Claude to perform operations like retrieve assets prices, transaction data, account history data and trade instruction data.

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

Content editing codes, value map, and positioning tools for product marketing.

Unofficial MCP server for the Open Targets Platform, providing access to target-disease associations, drug discovery data, and therapeutic hypothesis generation for biomedical research.

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

Professional MCP server providing ML-powered author disambiguation and comprehensive researcher profiles using the OpenAlex database.

Interact with large [OpenAPI](https://www.openapis.org/) docs using built-in semantic search for endpoints. Allows for customizing the MCP server prefix.

Interact with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors.

Interact with OpenDota API to retrieve Dota 2 match data, player statistics, and more.

Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers)

Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers)

Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers) for PyODBC

Generic Database Management System (DBMS) access via SQLAlchemy (PyODBC) Connectors (Drivers)

MCP Server for OpenMetadata, an open-source metadata management platform.

Unofficial MCP server for OpenNeuro, providing access to open neuroimaging datasets, study metadata, and brain imaging data for neuroscience research and analysis.

An MCP server for [OpenReview](https://openreview.net/) to fetch, read and save manuscripts from AI/ML conferences.

Modern, secure, and high-performance MCP server that enables AI models to access and search ZIM format knowledge bases offline, including Wikipedia and educational content archives.

An MCP server conducts real-time material science data queries with the Optimade database (for example, elemental composition, crystal structure).

MCP server for Oura API to retrieve one's sleep data

MCP Server to interact with [Outline](https://www.getoutline.com) knowledge base to search, read, create, and manage documents and their content, access collections, add comments, and manage document backlinks.

An MCP server that provides package index querying capabilities. This server is able to search and retrieve information from package repositories like PyPI, npm, crates.io, Docker Hub, and Terraform Registry.

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

MCP server to read and search text in a local PDF file.

MCP server + command line tool that allows agents to see & control long-running processes like web servers.

A MCP server providing access to Pexels Free Image API, enabling seamless search, retrieval, and download of high-quality royalty-free images.

Unofficial MCP server for the Pharos database by the National Center for Advancing Translational Sciences (NCATS), providing access to target, drug, and disease information for drug discovery research.

MCP server for searching and uploading records to Pinecone. Allows for simple RAG features, leveraging Pinecone's Inference API.

An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.

This MCP Server will help you run browser automation and webscraping using Playwright

A PostgreSQL MCP server offering dual HTTP/Stdio transports for database schema inspection and read-only query execution with session management and Podman(or Docker) support.

Interact with Powerdrill datasets, authenticated with [Powerdrill](https://powerdrill.ai) User ID and Project API Key.

Enable AI assistants to search, access, and analyze PubMed articles through a simple MCP interface.

Use Puppeteer to browse a webpage and return a high quality Markdown. Use AI vision capabilities to handle cookies, captchas, and other interactive elements automatically.

Browser automation and QA testing capabilities. This server integrates with [desplega.ai](https://desplega.ai) to offer automated testing, session monitoring, batch test execution, and intelligent test guidance using the AAA framework.

QuantConnect Algorithmic Trading Platform Orchestration MCP - Agentic LLM Driven Trading Strategy Design, Research & Implementation.

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

Unofficial MCP server for the Research Collaboratory for Structural Bioinformatics Protein Data Bank (RCSB PDB), providing access to 3D protein structures, experimental data, and structural bioinformatics information.

Redis database operations and caching microservice server with support for key-value operations, expiration management, and pattern-based key listing.

MCP server for accessing RedNote(XiaoHongShu, xhs) content

Search and retrieve job listings from Reed.co.uk.

An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.

Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images.

Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections.

MCP server for League of Legends – fetch player info, ranks, champion stats, and match history via Riot API.

An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures.

Real-time FDA food safety data: recalls, adverse events, analysis.

Interact with Salesforce Data and Metadata

Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment. [SchemaFlow](https://schemaflow.dev)

An MCP server to search for scholarly and academic articles.

Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling.

Transform complex, repetitive AI interactions into persistent, executable scripts with comprehensive script management (add, edit, remove, list, search, execute) and multi-language support (Bash, Python, Node.js, TypeScript).

Recommends the most relevant MCP servers based on the client's query by searching this README file.

An MCP server provide web searching via [SearXNG](https://docs.searxng.org) & retrieve url as makrdown.

A Model Context Protocol Server for retrieving data from public [SearXNG](https://docs.searxng.org) instances, with fallback support

(by Stefano Amorelli) A community Model Context Protocol Server to access financial filings and data through the U.S. Securities and Exchange Commission ([SEC](https://www.sec.gov/)) `Electronic Data Gathering, Analysis, and Retrieval` ([EDGAR](https://www.sec.gov/submit-filings/about-edgar)) database

A free SEO tool MCP (Model Control Protocol) service based on Ahrefs data. Includes features such as backlinks, keyword ideas, and more. by [claudemcp](https://www.claudemcp.com/servers/seo-mcp).

An MCP server that performs Google searches using [Serper](https://serper.dev).

MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)

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.

MCP to let Claude / Windsurf / Cursor / your LLM control the browser

Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.

This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations.

This MCP server provides real-time football match data based on the SoccerDataAPI.

This MCP server offers a basic functionality to perform a search on Solr servers.

MCP for semantic code search & navigation that reduces token waste.

Golang MCP server for Splunk (lists saved searches, alerts, indexes, macros...). Supports SSE and STDIO.

Search the dictionary using API

A comprehensive MCP server for interacting with the Starknet blockchain, providing tools for querying blockchain data, resolving StarknetIDs, and performing token transfers.

Connect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude.

Connect Claude to your Substack/Medium writing, enabling semantic search and analysis of your published content.

Market research and business intelligence with TAM/SAM calculations and integration across 8 economic data sources: Alpha Vantage, BLS, Census Bureau, FRED, IMF, Nasdaq Data Link, OECD, and World Bank.

An efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML)

An MCP server for Tavily's search & news API, with explicit site inclusions/exclusions

A Model Context Protocol (MCP) server that provides raw TCP socket access, enabling AI models to interact directly with network services using raw TCP Sockets. Supports multiple concurrent connections, buffering of response data and triggering automatic responses.

This MCP server allows LLMs to interact with TeamRetro, allowing LLMs to manage user, team, team member, retrospective, health check, action, agreement and fetch the reports.

A Telegram API bridge that manages user data, dialogs, messages, drafts, read status, and more for seamless interactions.

Access Telegram channels and groups directly in Claude. Features dual-mode operation with API access (100x faster) or web scraping, unlimited post retrieval, and search functionality.

his MCP server enables LLMs to interact with Teradata databases. This MCP Server support tools and prompts for multi task data analytics

MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match.

An MCP server for the Thales CipherTrust Data Security Platform (CDSP) Cloud Key Management (CAKM) connector. This MCP server supports Ms SQL and Oracle databases.

A Model Context Protocol (MCP) server that allows interacting with the CipherTrust RestFul Data Protection (CRDP) data protection service.

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

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the [Ticket Generator](https://ticket-generator.com/) APIs, enabling fetching active events lists, and generating tickets via 3 different modes.

Search for events, venues, and attractions through the Ticketmaster Discovery API

A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticketmaster Discovery API, enabling searching events, venues, and attractions.

A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.

A community built MCP server that interacts with TigerGraph Graph Database.

🌍 Real-time earthquake monitoring from Thai Meteorological Department. Features magnitude filtering, location-based search (Thai/English), today's events tracking, dangerous earthquake alerts, and comprehensive statistics. Covers regional and global seismic activities.

This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.

An MCP server provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.

Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations.

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

An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.

A Model Context Protocol (MCP) server implementation that provides AI models with access to Typesense search capabilities. This server enables LLMs to discover, search, and analyze data stored in Typesense collections.

Unofficial MCP server for UniProt, providing access to protein sequence data, functional annotations, taxonomic information, and cross-references for proteomics and bioinformatics research.

Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation.

MCP server for accessing United States Patent & Trademark Office data through its Open Data Protocol (ODP) API.

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

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

Vertica database integration in Python with configurable access controls and schema inspection

A Model Context Protocol Server to add, edit, and search videos with [Video Jungle](https://www.video-jungle.com/).

📷 Capture video stills from an OpenCV-compatible webcam or other video source.

Real-time Python package vulnerability scanner that checks dependencies against OSV and NVD databases, providing comprehensive security analysis with CVE details, lock file support, and actionable upgrade recommendations.

Get real-time weather data for any location using weatherapi.

A server that provides full web search, summaries and page extration for use with Local LLMs.

A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.

Interact with the Webflow APIs

MCP server for your personal WhatsApp handling individuals, groups, searching and sending.

Wikidata MCP server that interact with Wikidata, by searching identifiers, extracting metadata, and executing sparql query.

Unofficial REMOTE MCP server for Wikidata's SPARQL endpoint, providing access to structured knowledge data, entity relationships, and semantic queries for research and data analysis.

Access and search Wikipedia articles via MCP for AI-powered information retrieval.

Windsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting.

A server that fetches data indicators available with the World Bank as part of their data API

🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

Read and search through your XMind directory containing XMind files.

📈 Lets your AI interact with Yahoo Finance to get comprehensive stock market data, news, financials, and more. Proxy supported.

A fully open-source implementation of the Browser MCP workflow with standout features such as optimized screenshots, dom diffs, console access, multi-websocket support + more.

A Model Context Protocol (MCP) server for integrating with YNAB (You Need A Budget), allowing AI assistants to securely access and analyze your financial data.

Create playlists from song lists with OAuth2. Search videos, manage playlists, let AI curate your YouTube collections.

Unofficial MCP server for ZincBind, providing access to a comprehensive database of zinc binding sites in proteins, structural coordination data, and metalloproteomics research information.