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.github/workflows/release.yml

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jobs:
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create-metadata:
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runs-on: ubuntu-latest
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if: github.repository_owner == 'modelcontextprotocol'
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outputs:
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hash: ${{ steps.last-release.outputs.hash }}
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version: ${{ steps.create-version.outputs.version}}

README.md

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@@ -169,6 +169,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://devrev.ai/favicon.ico" alt="DevRev Logo" /> **[DevRev](https://github.com/devrev/mcp-server)** - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. Sources listed [here](https://devrev.ai/docs/import#available-sources).
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- <img height="12" width="12" src="https://dexpaprika.com/favicon.ico" alt="DexPaprika Logo" /> **[DexPaprika (CoinPaprika)](https://github.com/coinpaprika/dexpaprika-mcp)** - Access real-time DEX data, liquidity pools, token information, and trading analytics across multiple blockchain networks with [DexPaprika](https://dexpaprika.com) by CoinPaprika.
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- <img height="12" width="12" src="https://github.com/dolthub/dolt/raw/main/images/[email protected]" alt="Dolt Logo" /> **[Dolt](https://github.com/dolthub/dolt-mcp)** - The official MCP server for version-controlled [Dolt](https://doltdb.com/) databases.
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- <img height="12" width="12" src="https://eu.getdot.ai/favicon.ico" alt="GetDot.ai Logo" /> **[Dot (GetDot.ai)](https://docs.getdot.ai/dot/integrations/mcp)** - Fetch, analyze or visualize data from your favorite database or data warehouse (Snowflake, BigQuery, Redshift, Databricks, Clickhouse, ...) with [Dot](https://getdot.ai), your AI Data Analyst. This remote MCP server is a one-click integration for user that have setup Dot.
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/65421071?s=200&v=4" alt="Drata Logo" /> **[Drata](https://drata.com/mcp)** - Get hands-on with our experimental MCP server—bringing real-time compliance intelligence into your AI workflows.
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/204530939?s=200&v=4" alt="Dumpling AI Logo" /> **[Dumpling AI](https://github.com/Dumpling-AI/mcp-server-dumplingai)** - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/58178984" alt="Dynatrace Logo" /> **[Dynatrace](https://github.com/dynatrace-oss/dynatrace-mcp)** - Manage and interact with the [Dynatrace Platform ](https://www.dynatrace.com/platform) for real-time observability and monitoring.
@@ -180,6 +181,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://esignatures.com/favicon.ico" alt="eSignatures Logo" /> **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Contract and template management for drafting, reviewing, and sending binding contracts.
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- <img height="12" width="12" src="https://rainmaker.espressif.com/favicon.ico" alt="ESP RainMaker Logo" /> **[ESP RainMaker](https://github.com/espressif/esp-rainmaker-mcp)** - Official Espressif MCP Server to Control and Manage ESP RainMaker Devices.
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- <img height="12" width="12" src="https://exa.ai/images/favicon-32x32.png" alt="Exa Logo" /> **[Exa](https://github.com/exa-labs/exa-mcp-server)** - Search Engine made for AIs by [Exa](https://exa.ai)
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- <img height="12" width="12" src="https://www.explorium.ai/wp-content/uploads/2025/04/Favicon-Purple-512x512-1-150x150.png" alt="Explorium Logo" /> **[Explorium](https://github.com/explorium-ai/mcp-explorium)** - B2B data and infrastructure for AI SDR & GTM Agents [Explorium](https://www.explorium.ai)
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- **[FalkorDB](https://github.com/FalkorDB/FalkorDB-MCPServer)** - FalkorDB graph database server get schema and read/write-cypher [FalkorDB](https://www.falkordb.com)
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- <img height="12" width="12" src="https://fetchserp.com/icon.png" alt="fetchSERP Logo" /> **[fetchSERP](https://github.com/fetchSERP/fetchserp-mcp-server-node)** - All-in-One SEO & Web Intelligence Toolkit API [fetchSERP](https://www.fetchserp.com/)
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- <img height="12" width="12" src="https://fewsats.com/favicon.svg" alt="Fewsats Logo" /> **[Fewsats](https://github.com/Fewsats/fewsats-mcp)** - Enable AI Agents to purchase anything in a secure way using [Fewsats](https://fewsats.com)
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- <img height="12" width="12" src="https://mcp.onkernel.com/favicon.svg" alt="Kernel Logo" /> **[Kernel](https://github.com/onkernel/kernel-mcp-server)** – Access Kernel's cloud‑based browsers via MCP.
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- <img height="12" width="12" src="https://keywordseverywhere.com/favicon.ico" alt="Keywords Everywhere Logo" /> **[Keywords Everywhere](https://api.keywordseverywhere.com/docs/#/mcp_integration)** – Access SEO data through the official Keywords Everywhere API MCP server.
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- <img height="12" width="12" src="https://keywordspeopleuse.com/favicon.ico" alt="KeywordsPeopleUse Logo" /> **[KeywordsPeopleUse.com](https://github.com/data-skunks/kpu-mcp)** - Find questions people ask online with [KeywordsPeopleUse](https://keywordspeopleuse.com).
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/4815054" alt="Kintone Logo" /> **[Kintone](https://github.com/kintone/mcp-server)** - The official local MCP server for [Kintone](https://kintone.com).
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- <img height="12" width="12" src="https://kirokuforms.com/favicon.svg" alt="KirokuForms Logo" /> **[KirokuForms](https://www.kirokuforms.com/ai/mcp)** - [KirokuForms](https://www.kirokuforms.com) is an AI-powered form platform combining professional form building with Human-in-the-Loop (HITL) capabilities. Create custom forms, collect submissions, and integrate human oversight into AI workflows through [MCP integration](https://kirokuforms.com/ai/mcp).
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- <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis ReportGen](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/report_generation)** - Create professional reports from a simple user query.
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- <img height="12" width="12" src="https://www.klaviyo.com/media/Favicon-16by16.png" alt="Klaviyo Logo" /> **[Klaviyo](https://developers.klaviyo.com/en/docs/klaviyo_mcp_server)** - Interact with your [Klaviyo](https://www.klaviyo.com/) marketing data.
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- <img height="12" width="12" src="https://octoeverywhere.com/img/logo.png" alt="OctoEverywhere Logo" /> **[OctoEverywhere](https://github.com/OctoEverywhere/mcp)** - A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/211697972" alt="Offorte Logo" /> **[Offorte](https://github.com/offorte/offorte-mcp-server#readme)** - Offorte Proposal Software official MCP server enables creation and sending of business proposals.
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- <img height="12" width="12" src="https://maps.olakrutrim.com/favicon.ico" alt="Ola Maps" /> **[OlaMaps](https://pypi.org/project/ola-maps-mcp-server)** - Official Ola Maps MCP Server for services like geocode, directions, place details and many more.
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- <img height="12" width="12" src="https://www.olostep.com/favicon.ico" alt="Olostep" /> **[Olostep](https://github.com/olostep/olostep-mcp-server)** - Search, scrape and crawl content from web. Real-time results in clean markdown.
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- <img height="12" width="12" src="https://static.onlyoffice.com/images/favicon.ico" alt="ONLYOFFICE DocSpace" /> **[ONLYOFFICE DocSpace](https://github.com/ONLYOFFICE/docspace-mcp)** - Interact with [ONLYOFFICE DocSpace](https://www.onlyoffice.com/docspace.aspx) API to create rooms, manage files and folders.
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- **[OMOP MCP](https://github.com/OHNLP/omop_mcp)** - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.
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- <img height="12" width="12" src="https://op.gg/favicon.ico" alt="OP.GG Logo" /> **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
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- <img height="12" width="12" src="https://www.openfort.io/img/icon.svg" alt="Openfort" /> **[Openfort](https://github.com/openfort-xyz/mcp)** - Connect your AI to Openfort's smart wallet, auth, and project infrastructure.
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- <img height="12" width="12" src="https://open-metadata.org/favicon.ico" alt="OpenMetadata" /> **[OpenMetadata](https://open-metadata.org/mcp)** - The first Enterprise-grade MCP server for metadata
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- <img height="12" width="12" src="https://put.io/images/favicon.ico" alt="Put.io Logo" /> **[Put.io](https://github.com/putdotio/putio-mcp-server)** - Interact with your Put.io account to download torrents.
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- <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
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- <img src="https://api.qoretechnologies.com/api/public/apps/Qorus/qorus-logo.svg" alt="Qorus" width="12" height="12"> **[Qorus](https://qoretechnologies.com/manual/qorus/current/qorus/sysarch.html#mcp_server)** - Connect to any application, system, or technology and automate your business processes without coding and with AI
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/3912814" alt="QuantConnect Logo" /> **[QuantConnect](https://github.com/QuantConnect/mcp-server)** - Interact with your [QuantConnect](https://www.quantconnect.com/) account to update projects, write strategies, run backtest, and deploying strategies to production live-trading.
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- **[Quickchat AI](https://github.com/incentivai/quickchat-ai-mcp)** - Launch your conversational [Quickchat AI](https://quickchat.ai) agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/165178062" alt="Ragie Logo" /> **[Ragie](https://github.com/ragieai/ragie-mcp-server/)** - Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
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- <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs
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- **[APT MCP](https://github.com/GdMacmillan/apt-mcp-server)** - MCP server which runs debian package manager (apt) commands for you using ai agents.
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- **[Aranet4](https://github.com/diegobit/aranet4-mcp-server)** - MCP Server to manage your Aranet4 CO2 sensor. Fetch data and store in a local SQLite. Ask questions about historical data.
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- **[ArangoDB](https://github.com/ravenwits/mcp-server-arangodb)** - MCP Server that provides database interaction capabilities through [ArangoDB](https://arangodb.com/).
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- **[ArangoDB Graph](https://github.com/PCfVW/mcp-arangodb-async)** - 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.
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- **[Arduino](https://github.com/vishalmysore/choturobo)** - MCP Server that enables AI-powered robotics using Claude AI and Arduino (ESP32) for real-world automation and interaction with robots.
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- **[arXiv API](https://github.com/prashalruchiranga/arxiv-mcp-server)** - An MCP server that enables interacting with the arXiv API using natural language.
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- **[arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp)** - MCP server that fetches and processes arXiv LaTeX sources for precise interpretation of mathematical expressions in papers.
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- **[Magg: The MCP Aggregator](https://github.com/sitbon/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. Includes `mbro`, a powerful CLI MCP server browser with scripting capability.
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- **[Mailchimp MCP](https://github.com/AgentX-ai/mailchimp-mcp)** - Allows AI agents to interact with the Mailchimp API (read-only)
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- **[MalwareBazaar_MCP](https://github.com/mytechnotalent/MalwareBazaar_MCP)** (by Kevin Thomas) - An AI-driven MCP server that autonomously interfaces with MalwareBazaar, delivering real-time threat intel and sample metadata for authorized cybersecurity research workflows.
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- **[Mandoline](https://github.com/mandoline-ai/mandoline-mcp-server)** - Enable AI assistants to reflect on, critique, and continuously improve their own performance using Mandoline's evaluation framework.
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- **[Matrix](https://github.com/mjknowles/matrix-mcp-server)** - Interact with a Matrix homeserver.
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- **[man-mcp-server](https://github.com/guyru/man-mcp-server)** - MCP to search and access man pages on the local machine.
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- **[MariaDB](https://github.com/abel9851/mcp-server-mariadb)** - MariaDB database integration with configurable access controls in Python.
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- **[Okta](https://github.com/kapilduraphe/okta-mcp-server)** - Interact with Okta API.
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- **[OKX-MCP-Server](https://github.com/memetus/okx-mcp-playground)** - 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.
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- **[OneNote](https://github.com/rajvirtual/MCP-Servers/tree/master/onenote)** - (by Rajesh Vijay) An MCP server that connects to Microsoft OneNote using the Microsoft Graph API. Reading notebooks, sections, and pages from OneNote,Creating new notebooks, sections, and pages in OneNote.
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- **[Onyx MCP Sandbox](https://github.com/avd1729/Onyx)** – (by Aravind) A secure MCP server that executes code in isolated Docker sandboxes. Supports Python, Java, C, C++, JavaScript, and Rust. Provides the `run_code` tool, enforces CPU/memory limits, includes comprehensive tests, and detailed setup instructions.
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- **[Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools)** - Content editing codes, value map, and positioning tools for product marketing.
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- **[OpenAI WebSearch MCP](https://github.com/ConechoAI/openai-websearch-mcp)** - This is a Python-based MCP server that provides OpenAI `web_search` built-in tool.
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- **[OpenAlex.org MCP](https://github.com/drAbreu/alex-mcp)** - Professional MCP server providing ML-powered author disambiguation and comprehensive researcher profiles using the OpenAlex database.
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- **[Think MCP](https://github.com/Rai220/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).
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- **[Think Node MCP](https://github.com/abhinav-mangla/think-tool-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). (Works with Node)
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- **[Ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster)** - Search for events, venues, and attractions through the Ticketmaster Discovery API
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- **[Ticketmaster MCP Server](https://github.com/mochow13/ticketmaster-mcp-server)** - 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.
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- **[TickTick](https://github.com/alexarevalo9/ticktick-mcp-server)** - A Model Context Protocol (MCP) server designed to integrate with the TickTick task management platform, enabling intelligent context-aware task operations and automation.
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- **[TigerGraph](https://github.com/custom-discoveries/TigerGraph_MCP)** - A community built MCP server that interacts with TigerGraph Graph Database.
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- **[tip.md](https://github.com/tipdotmd#-mcp-server-for-ai-assistants)** - An MCP server that enables AI assistants to interact with tip.md's crypto tipping functionality, allowing agents or supporters to tip registered developers directly from AI chat interfaces.
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- **[Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp)** - MCP server that performs whois lookup against domain, IP, ASN and TLD.
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- **[Wikidata MCP](https://github.com/zzaebok/mcp-wikidata)** - Wikidata MCP server that interact with Wikidata, by searching identifiers, extracting metadata, and executing sparql query.
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- **[Wikidata SPARQL](https://github.com/QuentinCody/wikidata-sparql-mcp-server)** - 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.
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- **[Wikifunctions](https://github.com/Fredibau/wikifunctions-mcp-fredibau)** - Allowing AI models to discover and execute functions from the WikiFunctions library.
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- **[Wikipedia MCP](https://github.com/Rudra-ravi/wikipedia-mcp)** - Access and search Wikipedia articles via MCP for AI-powered information retrieval.
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- **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...).
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- **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
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- **[YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube)** - Extract Youtube video information (with proxies support).
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- **[YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Comprehensive YouTube API integration for video management, Shorts creation, and analytics.
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- **[YouTube DLP](https://github.com/AgentX-ai/youtube-dlp-server)** - Retrieve video information, subtitles, and top comments with proxies.
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- **[YouTube MCP](https://github.com/aardeshir/youtube-mcp)** - Create playlists from song lists with OAuth2. Search videos, manage playlists, let AI curate your YouTube collections.
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- **[Youtube Uploader MCP](https://github.com/anwerj/youtube-uploader-mcp)** - AI‑powered YouTube uploader—no CLI, no YouTube Studio.
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- **[YouTube Video Summarizer](https://github.com/nabid-pf/youtube-video-summarizer-mcp)** - Summarize lengthy youtube videos.
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- **[yutu](https://github.com/eat-pray-ai/yutu)** - A fully functional MCP server and CLI for YouTube to automate YouTube operation.

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