Data & Storage MCP Servers
Discover specialized Model Context Protocol servers designed for data & storage applications. Enhance your AI systems with powerful data & storage capabilities.
What are Data & Storage MCP Servers?
Data & Storage MCP servers offer robust solutions for managing and accessing structured and unstructured data. These servers enable AI models to interact with databases, file systems, and cloud storage services.
By leveraging Data & Storage MCP servers, developers can create more powerful and context-aware AI applications that seamlessly integrate with existing systems and workflows.
Key Benefits
- ✓ Seamless integration with various database systems
- ✓ Efficient data retrieval and manipulation
- ✓ Structured and unstructured data handling
- ✓ Scalable storage solutions for AI applications
Popular Use Cases
Discover how organizations are leveraging Data & Storage MCP servers to enhance their AI applications and solve real-world challenges.
Database query and management assistants
Data analysis and visualization tools
ETL (Extract, Transform, Load) process automation
Knowledge graph construction and maintenance
Data & Storage MCP Servers
Browse our collection of 227 Model Context Protocol servers designed for data & storage applications.
AgentMode
OfficialConnect to dozens of databases, data warehouses, Github & more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise.
AI Agent Marketplace Index
OfficialMCP 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.
Airtable
OfficialRead and write access to [Airtable](https://airtable.com/) databases, with schema inspection.
Apache Gravitino(incubating)
OfficialAllow LLMs to explore metadata of structured data and unstructured data with Gravitino, and perform data governance tasks including tagging/classification.
Apollo IO MCP Server
Officialapollo.io mcp server. Get/enrich contact data for people and organizations agentically.
Aranet4
OfficialMCP Server to manage your Aranet4 CO2 sensor. Fetch data and store in a local SQLite. Ask questions about historical data.
ArangoDB
OfficialMCP Server that provides database interaction capabilities through [ArangoDB](https://arangodb.com/).
ArangoDB Graph
OfficialAsync-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.
Atlassian
OfficialInteract with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata.
Atlassian Server (by phuc-nt)
OfficialAn 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.
BambooHR MCP
OfficialAn MCP server that interfaces with the BambooHR APIs, providing access to employee data, time tracking, and HR management features.
Basic Memory
OfficialLocal-first knowledge management system that builds a semantic graph from Markdown files, enabling persistent memory across conversations with LLMs.
Bilibili
OfficialThis MCP server provides tools to fetch Bilibili user profiles, video metadata, search videos, and more.
Binance
OfficialCryptocurrency trading and market data access through Binance API integration.
Blockchain MCP
OfficialMCP 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.
Bybit
OfficialA Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurrency exchange APIs, enabling automated trading, market data access, and account management.
Catalysis Hub
OfficialUnofficial MCP server for searching and retrieving scientific data from the Catalysis Hub database, providing access to computational catalysis research and surface reaction data.
CFBD API
OfficialAn MCP server for the [College Football Data API](https://collegefootballdata.com/).
Chess.com
OfficialAccess Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
Chroma
OfficialVector database server for semantic document search and metadata filtering, built on Chroma
CIViC
OfficialMCP server for the Clinical Interpretation of Variants in Cancer (CIViC) database, providing access to clinical variant interpretations and genomic evidence for cancer research.
Claude Thread Continuity
OfficialPersistent memory system enabling Claude Desktop conversations to resume with full context across sessions. Maintains conversation history, project states, and user preferences for seamless multi-session workflows.
CLDGeminiPDF Analyzer
OfficialMCP server tool enabling sharing large PDF files to Google LLMs via API for further/additional analysis and response retrieval to Claude Desktop.
CockroachDB
OfficialMCP server enabling AI agents and LLMs to manage, monitor, and query **[CockroachDB](https://www.cockroachlabs.com/)** using natural language.
code-sandbox-mcp
OfficialAn MCP server to create secure code sandbox environment for executing code within Docker containers.
cognee-mcp
OfficialGraphRAG memory server with customizable ingestion, data processing and search
coin_api_mcp
OfficialProvides access to [coinmarketcap](https://coinmarketcap.com/) cryptocurrency data.
CoinMarketCap
OfficialImplements the complete [CoinMarketCap](https://coinmarketcap.com/) API for accessing cryptocurrency market data, exchange information, and other blockchain-related metrics.
Congress.gov API
OfficialAn MCP server to interact with real-time data from the Congress.gov API, which is the official API for the United States Congress.
consul-mcp
OfficialA consul MCP server for service management, health check and Key-Value Store
context-portal
OfficialContext 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.
CreateveAI Nexus
OfficialOpen-Source Bridge Between AI Agents and Enterprise Systems, with simple custom API plug-in capabilities (including close compatibility with ComfyUI nodes), support for Copilot Studio's MCP agent integations, and support for Azure deployment in secure environments with secrets stored in Azure Key Vault, as well as straightforward on-premises deployment.
CSV Editor
OfficialComprehensive CSV processing with 40+ operations for data manipulation, analysis, and validation. Features auto-save, undo/redo, and handles GB+ files. Built with FastMCP & Pandas.
D365FO
OfficialA comprehensive MCP server for Microsoft Dynamics 365 Finance & Operations (D365 F&O) that provides easy access to OData endpoints, metadata operations, label management, and AI assistant integration.
Dagster
OfficialAn MCP server to easily build data pipelines using [Dagster](https://dagster.io/).
Dappier
OfficialConnect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at [marketplace.dappier.com](https://marketplace.dappier.com/marketplace).
Data Exploration
OfficialMCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution!
Databricks
OfficialAllows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account.
Databricks Genie
OfficialA server that connects to the Databricks Genie, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
Databricks Smart SQL
OfficialLeveraging Databricks Unity Catalog metadata, perform smart efficient SQL queries to solve Ad-hoc queries and explore data.
DataCite
OfficialUnofficial 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
OfficialDatadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api.
Dataset Viewer
OfficialBrowse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export
DataWorks
OfficialA 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.
DBHub
OfficialUniversal database MCP server connecting to MySQL, MariaDB, PostgreSQL, and SQL Server.
DeepSeek MCP Server
OfficialModel Context Protocol server integrating DeepSeek's advanced language models, in addition to [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server?tab=readme-ov-file#features)
DesktopCommander
OfficialLet AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers.
Devcontainer
OfficialAn MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files.
DevDb
OfficialAn MCP server that runs right inside the IDE, for connecting to MySQL, Postgres, SQLite, and MSSQL databases.
DevOps-MCP
OfficialDynamic Azure DevOps MCP server with directory-based authentication switching, supporting work items, repositories, builds, pipelines, and multi-project management with local configuration files.
DGIdb
OfficialMCP server for the Drug Gene Interaction Database (DGIdb), providing access to drug-gene interaction data, druggable genome information, and pharmacogenomics research.
Docs
OfficialEnable documentation access for the AI agent, supporting llms.txt and other remote or local files.
DynamoDB-Toolbox
OfficialLeverages your Schemas and Access Patterns to interact with your [DynamoDB](https://aws.amazon.com/dynamodb) Database using natural language.
ECharts MCP Server
OfficialGenerate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.
This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.
Email SMTP
OfficialA simple MCP server that lets your AI agent send emails and attach files through SMTP.
Entrez
OfficialUnofficial 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.
Everything Search
OfficialFast 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
OfficialExcel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table.
Excel to JSON MCP by WTSolutions
OfficialMCP Server providing a standardized interface for converting (1) Excel or CSV data into JSON format ;(2) Excel(.xlsx) file into Structured JSON.
Extended Memory
OfficialPersistent memory across Claude conversations with multi-project support, automatic importance scoring, and tag-based organization. Production-ready with 400+ tests.
F1
OfficialAccess to Formula 1 data including race results, driver information, lap times, telemetry, and circuit details.
Fabric Real-Time Intelligence MCP
OfficialOfficial Microsoft Fabric RTI server to accelerate working with Eventhouse, Azure Data Explorer(Kusto), Eventstreams and other RTI items using your favorite LLM models.
Facebook Ads
OfficialMCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
FalkorDB
OfficialFalkorDB graph database server get schema and read/write-cypher [FalkorDB](https://www.falkordb.com)
Fantasy PL
OfficialGive your coding agent direct access to up-to date Fantasy Premier League data
Fast Filesystem
OfficialAdvanced 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.
FDIC BankFind MCP Server - (Unofficial)
OfficialThe 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. 😎📊
FHIR
OfficialA 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.
Figma
OfficialGive your coding agent direct access to Figma file data, helping it one-shot design implementation.
Figma to Flutter
OfficialWrite down clean and better Flutter code from Figma design tokens and enrich nodes data in Flutter terminology.
Files
OfficialEnables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.
FileSystem Server
OfficialLocal MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files
Firebase
OfficialServer to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.
FlightRadar24
OfficialA Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.
fmp-mcp-server
OfficialEnable your agent for M&A analysis and investment banking workflows. Access company profiles, financial statements, ratios, and perform sector analysis with the [Financial Modeling Prep APIs]
FPE Demo MCP
OfficialFF3 Format Preserving Encryption with authentication patterns for secure data protection in LLM workflows.
FrankfurterMCP
OfficialMCP server acting as an interface to the [Frankfurter API](https://frankfurter.dev/) for currency exchange data.
GDB
OfficialA GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.
GitHub GraphQL
OfficialUnofficial 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.
Gmail Headless
OfficialRemote hostable MCP server that can get and send Gmail messages without local credential or file system setup.
Golang Filesystem Server
OfficialSecure file operations with configurable access controls built with Go!
Google Ads
OfficialMCP server acting as an interface to the Google Ads, enabling programmatic access to Facebook Ads data and management features.
Google Analytics
OfficialGoogle Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse.
Google Sheets
OfficialAn MCP Server written in TypeScript to access and edit data in your Google Sheets.
Google Vertex AI Search
OfficialProvides Google Vertex AI Search results by grounding a Gemini model with your own private data
Gralio SaaS Database
OfficialFind and compare SaaS products, including data from G2 reviews, Trustpilot, Crunchbase, Linkedin, pricing, features and more, using [Gralio MCP](https://gralio.ai/mcp) server
gx-mcp-server
OfficialExpose Great Expectations data validation and quality checks as MCP tools for AI agents.
HDW LinkedIn
OfficialAccess to profile data and management of user account with [HorizonDataWave.ai](https://horizondatawave.ai/).
HTML to Markdown
OfficialFetch web pages and convert HTML to clean, formatted Markdown. Handles large pages with automatic file saving to bypass token limits.
HubSpot
OfficialHubSpot CRM integration for managing contacts and companies. Create and retrieve CRM data directly through Claude chat.
Human-In-the-Loop
OfficialA powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.
Human-use
OfficialInstant human feedback through an MCP, have your AI interact with humans around the world. Powered by [Rapidata](https://www.rapidata.ai/)
Hyperliquid
OfficialAn MCP server implementation that integrates the Hyperliquid SDK for exchange data.
IBM wxflows
OfficialTool platform by IBM to build, test and deploy tools for any data source
Inoyu
OfficialInteract with an Apache Unomi CDP customer data platform to retrieve and update customer profiles
ipybox
OfficialPython code execution sandbox based on IPython and Docker. Stateful code execution, file transfer between host and container, configurable network access. See [ipybox MCP server](https://gradion-ai.github.io/ipybox/mcp-server/) for details.
Java Decompiler
OfficialDecompile Java bytecode into readable source code from .class files, package names, or JAR archives using CFR decompiler
JDBC
OfficialConnect 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).
JSON
OfficialJSON 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.
JSON to Excel by WTSolutions
OfficialConverting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files.
Jupyter Notebook
Officialconnects 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.
k8s-multicluster-mcp
OfficialAn MCP server for interact with multiple Kubernetes clusters simultaneously using multiple kubeconfig files.
Keycloak
OfficialThe Keycloak MCP Server designed for agentic applications to manage and search data in Keycloak efficiently.
KnowAir Weather MCP
OfficialA comprehensive Model Context Protocol (MCP) server providing real-time weather data, air quality monitoring, forecasts, and astronomical information powered by Caiyun Weather API.
Kukapay MCP Servers
OfficialA comprehensive suite of Model Context Protocol (MCP) servers dedicated to cryptocurrency, blockchain, and Web3 data aggregation, analysis, and services from Kukapay.
Linked API MCP
OfficialMCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.
lldb-mcp
OfficialA Model Context Protocol server for LLDB that provides LLM-driven debugging.
llm-context
OfficialProvides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.
LottieFiles
OfficialSearching and retrieving Lottie animations from [LottieFiles](https://lottiefiles.com/)
Lspace
OfficialTurn scattered ChatGPT/Claude/Cursor conversations into persistent, searchable knowledge.
mac-messages-mcp
OfficialAn 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.
MasterGo
OfficialThe server designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files.
MCP Context Provider
OfficialStatic server that provides AI models with persistent tool-specific context and rules, preventing context loss between chat sessions and enabling consistent behavior across interactions.
MCP Documentation Server
OfficialServer 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.
MCP Sky
OfficialBluesky feed for MCP related news and discussion by **[@brianell.in](https://bsky.app/profile/brianell.in)**
MCP-Database-Server
OfficialFastest way to interact with your Database such as SQL Server, SQLite and PostgreSQL
mcp-memory-service
OfficialUniversal MCP memory service providing semantic memory search, persistent storage, and autonomous memory consolidation for AI assistants across 13+ AI applications.
mcpcap
OfficialA modular Python MCP (Model Context Protocol) Server for analyzing PCAP files.
MCPfinder
OfficialThe AI Agent's "App Store": Discover, install, and monetize AI capabilities — all within the MCP ecosystem.
MCPIgnore Filesytem
OfficialA Data Security First filesystem MCP server that implements .mcpignore to prevent MCP clients from accessing sensitive data.
Microsoft 365
OfficialMCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook/mail, files, Excel, calendar)
Morningstar
OfficialMCP Server to interact with Morningstar Research, Editorial and Datapoints
MSSQL
OfficialMSSQL database integration with configurable access controls and schema inspection
NASA Image MCP Server
OfficialMCP 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.
NCI GDC
OfficialUnofficial MCP server for the National Cancer Institute's Genomic Data Commons (GDC), providing access to harmonized cancer genomic and clinical data for oncology research.
OceanBase
Official(by yuanoOo) A Model Context Protocol (MCP) server that enables secure interaction with OceanBase databases.
Odoo
OfficialConnect AI assistants to Odoo ERP systems for business data access and workflow automation.
OKX-MCP-Server
OfficialAn 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.
OMOP MCP
OfficialMap clinical terminology to OMOP concepts using LLMs for healthcare data standardization.
Open Targets
OfficialUnofficial MCP server for the Open Targets Platform, providing access to target-disease associations, drug discovery data, and therapeutic hypothesis generation for biomedical research.
OpenAlex.org MCP
OfficialProfessional MCP server providing ML-powered author disambiguation and comprehensive researcher profiles using the OpenAlex database.
OpenCTI
OfficialInteract with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors.
OpenDota
OfficialInteract with OpenDota API to retrieve Dota 2 match data, player statistics, and more.
OpenLink Generic Java Database Connectivity
OfficialGeneric Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers)
OpenLink Generic Open Database Connectivity
OfficialGeneric Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers)
OpenLink Generic Python Open Database Connectivity
OfficialGeneric Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers) for PyODBC
OpenLink Generic SQLAlchemy Object-Relational Database Connectivity for PyODBC
OfficialGeneric Database Management System (DBMS) access via SQLAlchemy (PyODBC) Connectors (Drivers)
OpenMetadata
OfficialMCP Server for OpenMetadata, an open-source metadata management platform.
OpenNeuro
OfficialUnofficial MCP server for OpenNeuro, providing access to open neuroimaging datasets, study metadata, and brain imaging data for neuroscience research and analysis.
Optimade MCP
OfficialAn MCP server conducts real-time material science data queries with the Optimade database (for example, elemental composition, crystal structure).
persistproc
OfficialMCP server + command line tool that allows agents to see & control long-running processes like web servers.
Pharos
OfficialUnofficial 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.
PIF
OfficialA Personal Intelligence Framework (PIF), providing tools for file operations, structured reasoning, and journal-based documentation to support continuity and evolving human-AI collaboration across sessions.
Podbean
OfficialMCP server for managing your podcasts, episodes, and analytics through the Podbean API. Allows for updating, adding, deleting podcasts, querying show description, notes, analytics, and more.
PostgreSQL
OfficialA 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.
Powerdrill
OfficialInteract with Powerdrill datasets, authenticated with [Powerdrill](https://powerdrill.ai) User ID and Project API Key.
pydantic/pydantic-ai/mcp-run-python
OfficialRun Python code in a secure sandbox via MCP tool calls, powered by Deno and Pyodide
Qiniu MCP Server
OfficialThe Model Context Protocol (MCP) Server built on Qiniu Cloud products supports users in accessing Qiniu Cloud Storage, intelligent multimedia services, and more through this MCP Server within the context of AI large model clients.
Raygun
OfficialInteract with your crash reporting and real using monitoring data on your Raygun account
RCSB PDB
OfficialUnofficial 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
OfficialRedis database operations and caching microservice server with support for key-value operations, expiration management, and pattern-based key listing.
Rememberizer AI
OfficialAn MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.
Rust MCP Filesystem
OfficialFast, asynchronous MCP server for efficient handling of various filesystem operations built with the power of Rust.
Salesforce MCP (AiondaDotCom)
OfficialUniversal Salesforce integration with OAuth authentication, smart learning system, comprehensive backup capabilities, and full CRUD operations for any Salesforce org including custom objects and fields.
SchemaCrawler
OfficialConnect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
SchemaFlow
OfficialReal-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)
ScriptFlow
OfficialTransform 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).
Search MCP Server
OfficialRecommends the most relevant MCP servers based on the client's query by searching this README file.
SearXNG Public
OfficialA Model Context Protocol Server for retrieving data from public [SearXNG](https://docs.searxng.org) instances, with fallback support
SEC EDGAR
Official(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
SEO MCP
OfficialA 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).
ShareSeer
OfficialMCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)
Shopify Storefront
OfficialUnofficial 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.
Snowflake
OfficialOpen-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.
Snowflake
OfficialThis MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations.
SoccerDataAPI
OfficialThis MCP server provides real-time football match data based on the SoccerDataAPI.
SSH
OfficialAn MCP server that can execute SSH commands remotely, upload files, download files, and so on.
SSH MCP Server
OfficialA production-ready Model Context Protocol server for SSH automation with background execution, file transfers, and comprehensive timeout protection. Features structured output, progress tracking, and enterprise-grade testing (87% coverage).
Starknet MCP Server
OfficialA comprehensive MCP server for interacting with the Starknet blockchain, providing tools for querying blockchain data, resolving StarknetIDs, and performing token transfers.
Strava
OfficialConnect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude.
TAM MCP Server
OfficialMarket 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.
Tasks
OfficialAn 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)
TcpSocketMCP
OfficialA 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.
Telegram-Client
OfficialA Telegram API bridge that manages user data, dialogs, messages, drafts, read status, and more for seamless interactions.
Teradata
Officialhis MCP server enables LLMs to interact with Teradata databases. This MCP Server support tools and prompts for multi task data analytics
Terminal-Control
OfficialAn MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface.
Thales CDSP CAKM MCP Server
OfficialAn MCP server for the Thales CipherTrust Data Security Platform (CDSP) Cloud Key Management (CAKM) connector. This MCP server supports Ms SQL and Oracle databases.
Thales CDSP CRDP MCP Server
OfficialA Model Context Protocol (MCP) server that allows interacting with the CipherTrust RestFul Data Protection (CRDP) data protection service.
thegraph-mcp
OfficialAn MCP server that powers AI agents with indexed blockchain data from The Graph.
Tideways
OfficialA Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.
TigerGraph
OfficialA community built MCP server that interacts with TigerGraph Graph Database.
TMDB
OfficialThis MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.
Transcribe
OfficialAn 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.
Tripadvisor
OfficialAn MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
Typesense
OfficialA 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.
UniProt
OfficialUnofficial MCP server for UniProt, providing access to protein sequence data, functional annotations, taxonomic information, and cross-references for proteomics and bioinformatics research.
Unity Integration (Advanced)
OfficialAdvanced 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.
User Feedback
OfficialSimple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
USPTO
OfficialMCP server for accessing United States Patent & Trademark Office data through its Open Data Protocol (ODP) API.
Vectorize
Official[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Vega-Lite
OfficialGenerate visualizations from fetched data using the VegaLite format and renderer.
Vertica
OfficialVertica database integration in Python with configurable access controls and schema inspection
vulnicheck
OfficialReal-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.
Wikidata MCP
OfficialWikidata MCP server that interact with Wikidata, by searching identifiers, extracting metadata, and executing sparql query.
Wikidata SPARQL
OfficialUnofficial REMOTE MCP server for Wikidata's SPARQL endpoint, providing access to structured knowledge data, entity relationships, and semantic queries for research and data analysis.
Windsor
OfficialWindsor 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.
World Bank data API
OfficialA server that fetches data indicators available with the World Bank as part of their data API
Xcode
OfficialMCP server that brings AI to your Xcode projects, enabling intelligent code assistance, file operations, project management, and automated development tasks.
XiYan
Official🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
Yahoo Finance
Official📈 Lets your AI interact with Yahoo Finance to get comprehensive stock market data, news, financials, and more. Proxy supported.
YNAB
OfficialA Model Context Protocol (MCP) server for integrating with YNAB (You Need A Budget), allowing AI assistants to securely access and analyze your financial data.
ZincBind
OfficialUnofficial MCP server for ZincBind, providing access to a comprehensive database of zinc binding sites in proteins, structural coordination data, and metalloproteomics research information.
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