diff --git a/README.md b/README.md
index 744bea77ee..a84bb450a9 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,6 @@
# Model Context Protocol servers
-This repository is a collection of *reference implementations* for the [Model Context Protocol](https://modelcontextprotocol.io/) (MCP), as well as references
-to community built servers and additional resources.
+This repository is a collection of *reference implementations* for the [Model Context Protocol](https://modelcontextprotocol.io/) (MCP), as well as references to community-built servers and additional resources.
The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources.
Typically, each MCP server is implemented with an MCP SDK:
@@ -22,31 +21,31 @@ Typically, each MCP server is implemented with an MCP SDK:
These servers aim to demonstrate MCP features and the official SDKs.
-- **[Everything](src/everything)** - Reference / test server with prompts, resources, and tools
-- **[Fetch](src/fetch)** - Web content fetching and conversion for efficient LLM usage
-- **[Filesystem](src/filesystem)** - Secure file operations with configurable access controls
-- **[Git](src/git)** - Tools to read, search, and manipulate Git repositories
-- **[Memory](src/memory)** - Knowledge graph-based persistent memory system
-- **[Sequential Thinking](src/sequentialthinking)** - Dynamic and reflective problem-solving through thought sequences
-- **[Time](src/time)** - Time and timezone conversion capabilities
+- **[Everything](src/everything)** - Reference / test server with prompts, resources, and tools.
+- **[Fetch](src/fetch)** - Web content fetching and conversion for efficient LLM usage.
+- **[Filesystem](src/filesystem)** - Secure file operations with configurable access controls.
+- **[Git](src/git)** - Tools to read, search, and manipulate Git repositories.
+- **[Memory](src/memory)** - Knowledge graph-based persistent memory system.
+- **[Sequential Thinking](src/sequentialthinking)** - Dynamic and reflective problem-solving through thought sequences.
+- **[Time](src/time)** - Time and timezone conversion capabilities.
### Archived
The following reference servers are now archived and can be found at [servers-archived](https://github.com/modelcontextprotocol/servers-archived).
-- **[AWS KB Retrieval](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/aws-kb-retrieval-server)** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime
+- **[AWS KB Retrieval](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/aws-kb-retrieval-server)** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.
- **[Brave Search](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/brave-search)** - Web and local search using Brave's Search API. Has been replaced by the [official server](https://github.com/brave/brave-search-mcp-server).
-- **[EverArt](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/everart)** - AI image generation using various models
-- **[GitHub](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github)** - Repository management, file operations, and GitHub API integration
-- **[GitLab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab)** - GitLab API, enabling project management
-- **[Google Drive](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gdrive)** - File access and search capabilities for Google Drive
-- **[Google Maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps)** - Location services, directions, and place details
-- **[PostgreSQL](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres)** - Read-only database access with schema inspection
-- **[Puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer)** - Browser automation and web scraping
-- **[Redis](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/redis)** - Interact with Redis key-value stores
-- **[Sentry](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sentry)** - Retrieving and analyzing issues from Sentry.io
+- **[EverArt](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/everart)** - AI image generation using various models.
+- **[GitHub](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/github)** - Repository management, file operations, and GitHub API integration.
+- **[GitLab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab)** - GitLab API, enabling project management.
+- **[Google Drive](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gdrive)** - File access and search capabilities for Google Drive.
+- **[Google Maps](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps)** - Location services, directions, and place details.
+- **[PostgreSQL](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres)** - Read-only database access with schema inspection.
+- **[Puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer)** - Browser automation and web scraping.
+- **[Redis](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/redis)** - Interact with Redis key-value stores.
+- **[Sentry](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sentry)** - Retrieving and analyzing issues from Sentry.io.
- **[Slack](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/slack)** - Channel management and messaging capabilities. Now maintained by [Zencoder](https://github.com/zencoderai/slack-mcp-server)
-- **[SQLite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite)** - Database interaction and business intelligence capabilities
+- **[SQLite](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite)** - Database interaction and business intelligence capabilities.
## 🤝 Third-Party Servers
@@ -65,7 +64,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Alation](https://github.com/Alation/alation-ai-agent-sdk)** - Unlock the power of the enterprise Data Catalog by harnessing tools provided by the Alation MCP server.
- 
**[Alby Bitcoin Payments](https://github.com/getAlby/mcp)** - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally with your agent.
- **[Algolia](https://github.com/algolia/mcp)** - Use AI agents to provision, configure, and query your [Algolia](https://algolia.com) search indices.
-- 
**[Alibaba Cloud AnalyticDB for MySQL](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Connect to a [AnalyticDB for MySQL](https://www.alibabacloud.com/en/product/analyticdb-for-mysql) cluster for getting database or table metadata, querying and analyzing data.It will be supported to add the openapi for cluster operation in the future.
+- **[Alibaba Cloud AnalyticDB for MySQL](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server)** - Connect to an [AnalyticDB for MySQL](https://www.alibabacloud.com/en/product/analyticdb-for-mysql) cluster for getting database or table metadata, querying and analyzing data. It will be supported to add the OpenAPI for cluster operation in the future.
- 
**[Alibaba Cloud AnalyticDB for PostgreSQL](https://github.com/aliyun/alibabacloud-adbpg-mcp-server)** - An MCP server to connect to [AnalyticDB for PostgreSQL](https://github.com/aliyun/alibabacloud-adbpg-mcp-server) instances, query and analyze data.
- 
**[Alibaba Cloud DataWorks](https://github.com/aliyun/alibabacloud-dataworks-mcp-server)** - 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.
- 
**[Alibaba Cloud OpenSearch](https://github.com/aliyun/alibabacloud-opensearch-mcp-server)** - This MCP server equips AI Agents with tools to interact with [OpenSearch](https://help.aliyun.com/zh/open-search/?spm=5176.7946605.J_5253785160.6.28098651AaYZXC) through a standardized and extensible interface.
@@ -74,7 +73,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[AlipayPlus](https://github.com/alipay/global-alipayplus-mcp)** - Connect your AI Agents to AlipayPlus Checkout Payment.
- 
**[AllVoiceLab](https://www.allvoicelab.com/mcp)** - An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration.
- 
**[Alpaca](https://github.com/alpacahq/alpaca-mcp-server)** – Alpaca's MCP server lets you trade stocks and options, analyze market data, and build strategies through [Alpaca's Trading API](https://alpaca.markets/)
-- 
**[AlphaVantage](https://github.com/calvernaz/alphavantage)** - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from [AlphaVantage](https://www.alphavantage.co)
+- **[AlphaVantage](https://mcp.alphavantage.co/)** - Connect to 100+ APIs for financial market data, including stock prices, fundamentals, and more from [AlphaVantage](https://www.alphavantage.co)
- 
**[Antom](https://github.com/alipay/global-antom-mcp)** - Connect your AI Agents to Antom Checkout Payment.
- 
**[Anytype](https://github.com/anyproto/anytype-mcp)** - An MCP server enabling AI assistants to interact with [Anytype](https://anytype.io) - a local and collaborative wiki - to organize objects, lists, and more through natural language.
- 
**[Apache Doris](https://github.com/apache/doris-mcp-server)** - MCP Server For [Apache Doris](https://doris.apache.org/), an MPP-based real-time data warehouse.
@@ -104,6 +103,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
- 
**[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- 
**[Bitrise](https://github.com/bitrise-io/bitrise-mcp)** - Chat with your builds, CI, and [more](https://bitrise.io/blog/post/chat-with-your-builds-ci-and-more-introducing-the-bitrise-mcp-server).
+- 
**[Boikot](https://github.com/boikot-xyz/boikot)** - Learn about the ethical and unethical actions of major companies with [boikot.xyz](https://boikot.xyz/).
- 
**[BoldSign](https://github.com/boldsign/boldsign-mcp)** - Search, request, and manage e-signature contracts effortlessly with [BoldSign](https://boldsign.com/).
- 
**[Boost.space](https://github.com/boostspace/boostspace-mcp-server)** - An MCP server integrating with [Boost.space](https://boost.space) for centralized, automated business data from 2000+ sources.
- 
**[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI.
@@ -118,6 +118,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Cal.com](https://www.npmjs.com/package/@calcom/cal-mcp?activeTab=readme)** - Connect to the Cal.com API to schedule and manage bookings and appointments.
- 
**[Campertunity](https://github.com/campertunity/mcp-server)** - Search campgrounds around the world on campertunity, check availability, and provide booking links.
- 
**[Canva](https://www.canva.dev/docs/apps/mcp-server/)** — Provide AI - powered development assistance for [Canva](https://canva.com) apps and integrations.
+- 
**[Carbon Voice](https://github.com/PhononX/cv-mcp-server)** - MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).
- 
**[Cartesia](https://github.com/cartesia-ai/cartesia-mcp)** - Connect to the [Cartesia](https://cartesia.ai/) voice platform to perform text-to-speech, voice cloning etc.
- 
**[Cashfree](https://github.com/cashfree/cashfree-mcp)** - [Cashfree Payments](https://www.cashfree.com/) official MCP server.
- **[CB Insights](https://github.com/cbinsights/cbi-mcp-server)** - Use the [CB Insights](https://www.cbinsights.com) MCP Server to connect to [ChatCBI](https://www.cbinsights.com/chatcbi/)
@@ -127,12 +128,15 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Chroma](https://github.com/chroma-core/chroma-mcp)** - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
- 
**[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents.
- 
**[CircleCI](https://github.com/CircleCI-Public/mcp-server-circleci)** - Enable AI Agents to fix build failures from CircleCI.
+- 
**[Claude Context](https://github.com/zilliztech/claude-context)** - Bring your codebase as context to Claude Code
- 
**[ClickHouse](https://github.com/ClickHouse/mcp-clickhouse)** - Query your [ClickHouse](https://clickhouse.com/) database server.
+- 
**[ClickSend](https://github.com/ClickSend/clicksend-mcp-server/)** - This is the official ClickSend MCP Server developed by ClickSend team.
- 
**[CloudBase](https://github.com/TencentCloudBase/CloudBase-AI-ToolKit)** - One-stop backend services for WeChat Mini-Programs and full-stack apps with serverless cloud functions and databases by [Tencent CloudBase](https://tcb.cloud.tencent.com/)
- 
**[CloudBees](https://docs.cloudbees.com/docs/cloudbees-mcp/latest/)** - Enable AI access to your [CloudBees Unify](https://www.cloudbees.com/unify) environment.
- 
**[Cloudera Iceberg](https://github.com/cloudera/iceberg-mcp-server)** - enabling AI on the [Open Data Lakehouse](https://www.cloudera.com/products/open-data-lakehouse.html).
- 
**[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
- 
**[Cloudinary](https://github.com/cloudinary/mcp-servers)** - Exposes Cloudinary's media upload, transformation, AI analysis, management, optimization and delivery as tools usable by AI agents
+- 
**[Cloudsway SmartSearch](https://github.com/Cloudsway-AI/smartsearch)** - Web search MCP server powered by Cloudsway, supporting keyword search, language, and safety options. Returns structured JSON results.
- 
**[Codacy](https://github.com/codacy/codacy-mcp-server/)** - Interact with [Codacy](https://www.codacy.com) API to query code quality issues, vulnerabilities, and coverage insights about your code.
- 
**[CodeLogic](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server)** - Interact with [CodeLogic](https://codelogic.com), a Software Intelligence platform that graphs complex code and data architecture dependencies, to boost AI accuracy and insight.
- 
**[CoinGecko](https://github.com/coingecko/coingecko-typescript/tree/main/packages/mcp-server)** - Official [CoinGecko API](https://www.coingecko.com/en/api) MCP Server for Crypto Price & Market Data, across 200+ Blockchain Networks and 8M+ Tokens.
@@ -145,6 +149,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Cortex](https://github.com/cortexapps/cortex-mcp)** - Official MCP server for [Cortex](https://www.cortex.io).
- 
**[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
- 
**[CRIC Wuye AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
+- 
**[CrowdStrike Falcon](https://github.com/CrowdStrike/falcon-mcp)** - Connects AI agents with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors, threat intelligence, hosts, vulnerabilities, and identity protection capabilities.
- 
**[CTERA Edge Filer](https://github.com/ctera/mcp-ctera-edge)** - CTERA Edge Filer delivers intelligent edge caching and multiprotocol file access, enabling fast, secure access to files across core and remote sites.
- **[CTERA Portal](https://github.com/ctera/mcp-ctera-core)** - CTERA Portal is a multi-tenant, multi-cloud platform that delivers a global namespace and unified management across petabytes of distributed content.
- 
**[Cycode](https://github.com/cycodehq/cycode-cli#mcp-command-experiment)** - Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with [Cycode](https://cycode.com/).
@@ -193,11 +198,13 @@ Official integrations are maintained by companies building production ready MCP
- 
**[gNucleus Text-To-CAD](https://github.com/gNucleus/text-to-cad-mcp)** - Generate CAD parts and assemblies from text using gNucleus AI models.
- 
**[Google Cloud Run](https://github.com/GoogleCloudPlatform/cloud-run-mcp)** - Deploy code to Google Cloud Run
- 
**[GoLogin MCP server](https://github.com/gologinapp/gologin-mcp)** - Manage your GoLogin browser profiles and automation directly through AI conversations!
+- 
**[Google Maps Platform Code Assist](https://github.com/googlemaps/platform-ai/tree/main/packages/code-assist)** - Ground agents on fresh, official documentation and code samples for optimal geo-related guidance and code..
- 
**[gotoHuman](https://github.com/gotohuman/gotohuman-mcp-server)** - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox.
- 
**[Grafana](https://github.com/grafana/mcp-grafana)** - Search dashboards, investigate incidents and query datasources in your Grafana instance
- 
**[Grafbase](https://github.com/grafbase/grafbase/tree/main/crates/mcp)** - Turn your GraphQL API into an efficient MCP server with schema intelligence in a single command.
- 
**[Grain](https://grain.com/release-note/06-18-2025)** - Access your Grain meetings notes & transcripts directly in claude and generate reports with native Claude Prompts.
- 
**[Graphlit](https://github.com/graphlit/graphlit-mcp-server)** - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project.
+- 
**[Gremlin](https://github.com/gremlin/mcp)** - The official [Gremlin](https://www.gremlin.com) MCP server. Analyze your reliability posture, review recent tests and chaos engineering experiments, and create detailed reports.
- 
**[GreptimeDB](https://github.com/GreptimeTeam/greptimedb-mcp-server)** - Provides AI assistants with a secure and structured way to explore and analyze data in [GreptimeDB](https://github.com/GreptimeTeam/greptimedb).
- 
**[GROWI](https://github.com/growilabs/growi-mcp-server)** - Official MCP Server to integrate with GROWI APIs.
- 
**[Gyazo](https://github.com/nota/gyazo-mcp-server)** - Search, fetch, upload, and interact with Gyazo images, including metadata and OCR data.
@@ -269,6 +276,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Mobb](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server)** - The [Mobb Vibe Shield](https://vibe.mobb.ai/) MCP server identifies and remediates vulnerabilities in both human and AI-written code, ensuring your applications remain secure without slowing development.
- 
**[Momento](https://github.com/momentohq/mcp-momento)** - Momento Cache lets you quickly improve your performance, reduce costs, and handle load at any scale.
- 
**[MongoDB](https://github.com/mongodb-js/mongodb-mcp-server)** - Both MongoDB Community Server and MongoDB Atlas are supported.
+- 
**[Moorcheh](https://github.com/moorcheh-ai/moorcheh-mcp)** - Embed, store, and search your documents, and build secure chatbots and RAG systems with Moorcheh's information-theoretic semantic search engine
- 
**[MotherDuck](https://github.com/motherduckdb/mcp-server-motherduck)** - Query and analyze data with MotherDuck and local DuckDB
- 
**[Mulesoft](https://www.npmjs.com/package/@mulesoft/mcp-server)** - Build, deploy, and manage MuleSoft applications with natural language, directly inside any compatible IDE.
- 
**[Multiplayer](https://www.multiplayer.app/docs/ai/mcp-server)** - Analyze your full stack session recordings easily. Record a bug with Multiplayer, analyze and fix it with LLM
@@ -341,6 +349,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis.
- **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
- 
**[Reexpress](https://github.com/ReexpressAI/reexpress_mcp_server)** - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
+- 
**[Reltio](https://github.com/reltio-ai/reltio-mcp-server)** - A lightweight, plugin-based MCP server designed to perform advanced entity matching with language models in Reltio environments.
- 
**[Rember](https://github.com/rember/rember-mcp)** - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats
- 
**[Revit](https://github.com/NonicaTeam/AI-Connector-for-Revit)** - Connect and interact with your Revit models live.
- 
**[Rill Data](https://docs.rilldata.com/explore/mcp)** - Interact with Rill Data to query and analyze your data.
@@ -375,10 +384,12 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Supadata](https://github.com/supadata-ai/mcp)** - Official MCP server for [Supadata](https://supadata.ai) - YouTube, TikTok, X and Web data for makers.
- 
**[Tako](https://github.com/TakoData/tako-mcp)** - Use natural language to search [Tako](https://trytako.com) for real-time financial, sports, weather, and public data with visualization
- 
**[Tavily](https://github.com/tavily-ai/tavily-mcp)** - Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/)
+- 
**[Telnyx](https://github.com/team-telnyx/telnyx-mcp-server)** - Official MCP server for building AI-powered communication apps. Create voice assistants, send SMS campaigns, manage phone numbers, and integrate real-time messaging with enterprise-grade reliability. Includes remote [streamable-http](https://api.telnyx.com/v2/mcp) and [sse](https://api.telnyx.com/mcp/sse) servers.
- 
**[Teradata](https://github.com/Teradata/teradata-mcp-server)** - This MCP Server support tools and prompts for multi task data analytics on a [Teradata](https://teradata.com) platform.
- 
**[Terraform](https://github.com/hashicorp/terraform-mcp-server)** - Seamlessly integrate with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development powered by [Terraform](https://www.hashicorp.com/en/products/terraform)
- 
**[TextIn](https://github.com/intsig-textin/textin-mcp)** - An MCP server for the [TextIn](https://www.textin.com/?from=github_mcp) API, is a tool for extracting text and performing OCR on documents, it also supports converting documents into Markdown
- 
**[Thena](https://mcp.thena.ai)** - Thena's MCP server for enabling users and AI agents to interact with Thena's services and manage customers across different channels such as Slack, Email, Web, Discord etc.
+- 
**[ThingsBoard](https://github.com/thingsboard/thingsboard-mcp)** - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
- 
**[ThinQ Connect](https://github.com/thinq-connect/thinqconnect-mcp)** - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server.
- 
**[Thirdweb](https://github.com/thirdweb-dev/ai/tree/main/python/thirdweb-mcp)** - Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by [Thirdweb](https://thirdweb.com/)
- 
**[ThoughtSpot](https://github.com/thoughtspot/mcp-server)** - AI is the new BI. A dedicated data analyst for everyone on your team. Bring [ThoughtSpot](https://thoughtspot.com) powers into Claude or any MCP host.
@@ -392,6 +403,7 @@ Official integrations are maintained by companies building production ready MCP
- 
**[Twelve Data](https://github.com/twelvedata/mcp)** — Integrate your AI agents with real-time and historical financial market data through our official [Twelve Data](https://twelvedata.com) MCP server.
- 
**[Twilio](https://github.com/twilio-labs/mcp)** - Interact with [Twilio](https://www.twilio.com/en-us) APIs to send SMS messages, manage phone numbers, configure your account, and more.
- 
**[Uberall](https://github.com/uberall/uberall-mcp-server)** – Manage multi - location presence, including listings, reviews, and social posting, via [uberall](https://uberall.com).
+- 
**[Unblocked](https://docs.getunblocked.com/unblocked-mcp)** Help your AI-powered IDEs generate faster, more accurate code by giving them access to context from Slack, Confluence, Google Docs, JIRA, and more with [Unblocked](https://getunblocked.com).
- 
**[UnifAI](https://github.com/unifai-network/unifai-mcp-server)** - Dynamically search and call tools using [UnifAI Network](https://unifai.network)
- 
**[Unstructured](https://github.com/Unstructured-IO/UNS-MCP)** - Set up and interact with your unstructured data processing workflows in [Unstructured Platform](https://unstructured.io)
- 
**[Upstash](https://github.com/upstash/mcp-server)** - Manage Redis databases and run Redis commands on [Upstash](https://upstash.com/) with natural language.
@@ -432,13 +444,14 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Ableton Live](https://github.com/ahujasid/ableton-mcp)** (by ahujasid) - Ableton integration allowing prompt enabled music creation.
- **[Actor Critic Thinking](https://github.com/aquarius-wing/actor-critic-thinking-mcp)** - Actor-critic thinking for performance evaluation
- **[Adobe Commerce](https://github.com/rafaelstz/adobe-commerce-dev-mcp)** — MCP to interact with Adobe Commerce GraphQL API, including orders, products, customers, etc.
+- **[ADR Analysis](https://github.com/tosin2013/mcp-adr-analysis-server)** - AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.
- **[AgentBay](https://github.com/Michael98671/agentbay)** - An MCP server for providing serverless cloud infrastructure for AI agents.
- **[AgentMode](https://www.agentmode.app)** - 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.
- **[AI Agent Marketplace Index](https://github.com/AI-Agent-Hub/ai-agent-marketplace-index-mcp)** - MCP server to search more than 5000+ AI agents and tools of various categories from [AI Agent Marketplace Index](http://www.deepnlp.org/store/ai-agent) and monitor traffic of AI Agents.
- **[AI Tasks](https://github.com/jbrinkman/valkey-ai-tasks)** - Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports.
- **[ai-Bible](https://github.com/AdbC99/ai-bible)** - Search the bible reliably and repeatably [ai-Bible Labs](https://ai-bible.com)
- **[Airbnb](https://github.com/openbnb-org/mcp-server-airbnb)** - Provides tools to search Airbnb and get listing details.
-- **[Airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - A MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client.
+- **[Airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow)** - An MCP Server that connects to [Apache Airflow](https://airflow.apache.org/) using official python client.
- **[Airtable](https://github.com/domdomegg/airtable-mcp-server)** - Read and write access to [Airtable](https://airtable.com/) databases, with schema inspection.
- **[Airtable](https://github.com/felores/airtable-mcp)** - Airtable Model Context Protocol Server.
- **[Algorand](https://github.com/GoPlausible/algorand-mcp)** - A comprehensive MCP server for tooling interactions (40+) and resource accessibility (60+) plus many useful prompts for interacting with the Algorand blockchain.
@@ -468,8 +481,8 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Audius](https://github.com/glassBead-tc/audius-mcp-atris)** - Audius + AI = Atris. Interact with fans, stream music, tip your favorite artists, and more on Audius: all through Claude.
- **[AutoML](https://github.com/emircansoftware/MCP_Server_DataScience)** – An MCP server for data analysis workflows including reading, preprocessing, feature engineering, model selection, visualization, and hyperparameter tuning.
- **[AWS](https://github.com/rishikavikondala/mcp-server-aws)** - Perform operations on your AWS resources using an LLM.
-- **[AWS Athena](https://github.com/lishenxydlgzs/aws-athena-mcp)** - A MCP server for AWS Athena to run SQL queries on Glue Catalog.
-- **[AWS Cognito](https://github.com/gitCarrot/mcp-server-aws-cognito)** - A MCP server that connects to AWS Cognito for authentication and user management.
+- **[AWS Athena](https://github.com/lishenxydlgzs/aws-athena-mcp)** - An MCP server for AWS Athena to run SQL queries on Glue Catalog.
+- **[AWS Cognito](https://github.com/gitCarrot/mcp-server-aws-cognito)** - An MCP server that connects to AWS Cognito for authentication and user management.
- **[AWS Cost Explorer](https://github.com/aarora79/aws-cost-explorer-mcp-server)** - Optimize your AWS spend (including Amazon Bedrock spend) with this MCP server by examining spend across regions, services, instance types and foundation models ([demo video](https://www.youtube.com/watch?v=WuVOmYLRFmI&feature=youtu.be)).
- **[AWS Resources Operations](https://github.com/baryhuang/mcp-server-aws-resources-python)** - Run generated python code to securely query or modify any AWS resources supported by boto3.
- **[AWS S3](https://github.com/aws-samples/sample-mcp-server-s3)** - A sample MCP server for AWS S3 that flexibly fetches objects from S3 such as PDF documents.
@@ -477,7 +490,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Azure ADX](https://github.com/pab1it0/adx-mcp-server)** - Query and analyze Azure Data Explorer databases.
- **[Azure DevOps](https://github.com/Vortiago/mcp-azure-devops)** - An MCP server that provides a bridge to Azure DevOps services, enabling AI assistants to query and manage work items.
- **[Azure MCP Hub](https://github.com/Azure-Samples/mcp)** - A curated list of all MCP servers and related resources for Azure developers by **[Arun Sekhar](https://github.com/achandmsft)**
-- **[Azure OpenAI DALL-E 3 MCP Server](https://github.com/jacwu/mcp-server-aoai-dalle3)** - A MCP server for Azure OpenAI DALL-E 3 service to generate image from text.
+- **[Azure OpenAI DALL-E 3 MCP Server](https://github.com/jacwu/mcp-server-aoai-dalle3)** - An MCP server for Azure OpenAI DALL-E 3 service to generate image from text.
- **[Azure Wiki Search](https://github.com/coder-linping/azure-wiki-search-server)** - An MCP that enables AI to query the wiki hosted on Azure Devops Wiki.
- **[Baidu AI Search](https://github.com/baidubce/app-builder/tree/master/python/mcp_server/ai_search)** - Web search with Baidu Cloud's AI Search
- **[BambooHR MCP](https://github.com/encoreshao/bamboohr-mcp)** - An MCP server that interfaces with the BambooHR APIs, providing access to employee data, time tracking, and HR management features.
@@ -489,6 +502,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[BigQuery](https://github.com/ergut/mcp-bigquery-server)** (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
- **[Bilibili](https://github.com/wangshunnn/bilibili-mcp-server)** - This MCP server provides tools to fetch Bilibili user profiles, video metadata, search videos, and more.
- **[Binance](https://github.com/ethancod1ng/binance-mcp-server)** - Cryptocurrency trading and market data access through Binance API integration.
+- **[Binance](https://github.com/AnalyticAce/BinanceMCPServer)** (by dosseh shalom) - Unofficial tools and server implementation for Binance's Model Context Protocol (MCP). Designed to support developers building crypto trading AI Agents.
- **[Bing Web Search API](https://github.com/leehanchung/bing-search-mcp)** (by hanchunglee) - Server implementation for Microsoft Bing Web Search API.
- **[BioMCP](https://github.com/genomoncology/biomcp)** (by imaurer) - Biomedical research assistant server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- **[bioRxiv](https://github.com/JackKuo666/bioRxiv-MCP-Server)** - 🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP interface.
@@ -506,6 +520,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[browser-use](https://github.com/co-browser/browser-use-mcp-server)** (by co-browser) - browser-use MCP server with dockerized playwright + chromium + vnc. supports stdio & resumable http.
- **[BrowserLoop](https://github.com/mattiasw/browserloop)** - 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.
- **[Bsc-mcp](https://github.com/TermiX-official/bsc-mcp)** The first MCP server that serves as the bridge between AI and BNB Chain, enabling AI agents to execute complex on-chain operations through seamless integration with the BNB Chain, including transfer, swap, launch, security check on any token and even more.
+- **[BugBug MCP Server](https://github.com/simplypixi/bugbug-mcp-server)** - Unofficial MCP server for BugBug API.
- **[BVG MCP Server - (Unofficial) ](https://github.com/svkaizoku/mcp-bvg)** - Unofficial MCP server for Berliner Verkehrsbetriebe Api.
- **[Bybit](https://github.com/ethancod1ng/bybit-mcp-server)** - A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurrency exchange APIs, enabling automated trading, market data access, and account management.
- **[CAD-MCP](https://github.com/daobataotie/CAD-MCP#)** (by daobataotie) - Drawing CAD(Line,Circle,Text,Annotation...) through MCP server, supporting mainstream CAD software.
@@ -545,6 +560,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Contentful-mcp](https://github.com/ivo-toby/contentful-mcp)** - Read, update, delete, publish content in your [Contentful](https://contentful.com) space(s) from this MCP Server.
- **[Context Crystallizer](https://github.com/hubertciebiada/context-crystallizer)** - AI Context Engineering tool that transforms large repositories into crystallized, AI-consumable knowledge through systematic analysis and optimization.
- **[context-portal](https://github.com/GreatScottyMac/context-portal)** - 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.
+- **[cplusplus-mcp](https://github.com/kandrwmrtn/cplusplus_mcp)** - 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.
- **[CreateveAI Nexus](https://github.com/spgoodman/createveai-nexus-server)** - Open-Source Bridge Between AI Agents and Enterprise Systems, with simple custom API plug-in capabilities (including close compatibility with ComfyUI nodes), support for Copilot Studio's MCP agent integations, and support for Azure deployment in secure environments with secrets stored in Azure Key Vault, as well as straightforward on-premises deployment.
- **[Creatify](https://github.com/TSavo/creatify-mcp)** - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.
- **[Cronlytic](https://github.com/Cronlytic/cronlytic-mcp-server)** - Create CRUD operations for serverless cron jobs through [Cronlytic](https://cronlytic.com) MCP Server
@@ -552,7 +568,10 @@ A growing set of community-developed and maintained servers demonstrates various
- **[crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp)** - An MCP server providing a range of cryptocurrency technical analysis indicators and strategies.
- **[crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp)** - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
- **[cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server)** - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
+- **[CSV Editor](https://github.com/santoshray02/csv-editor)** - 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.
- **[Cursor MCP Installer](https://github.com/matthewdcage/cursor-mcp-installer)** - A tool to easily install and configure other MCP servers within Cursor IDE, with support for npm packages, local directories, and Git repositories.
+- **[CVE Intelligence Server](https://github.com/gnlds/mcp-cve-intelligence-server-lite)** – Provides vulnerability intelligence via multi - source CVE data, essential exploit discovery, and EPSS risk scoring through the MCP. Useful for security research, automation, and agent workflows.
+- **[Dagster](https://github.com/dagster-io/dagster/tree/master/python_modules/libraries/dagster-dg-cli)** - An MCP server to easily build data pipelines using [Dagster](https://dagster.io/).
- **[Dappier](https://github.com/DappierAI/dappier-mcp)** - 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).
- **[Data Exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration)** - 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!
- **[Databricks](https://github.com/JordiNeil/mcp-databricks-server)** - Allows LLMs to run SQL queries, list and get details of jobs executions in a Databricks account.
@@ -568,6 +587,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[DeepSeek MCP Server](https://github.com/DMontgomery40/deepseek-mcp-server)** - Model Context Protocol server integrating DeepSeek's advanced language models, in addition to [other useful API endpoints](https://github.com/DMontgomery40/deepseek-mcp-server?tab=readme-ov-file#features)
- **[deepseek-thinker-mcp](https://github.com/ruixingshi/deepseek-thinker-mcp)** - 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.
- **[Deepseek_R1](https://github.com/66julienmartin/MCP-server-Deepseek_R1)** - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3)
+- **[deploy-mcp](https://github.com/alexpota/deploy-mcp)** - Universal deployment tracker for AI assistants with live status badges and deployment monitoring.
- **[Descope](https://github.com/descope-sample-apps/descope-mcp-server)** - An MCP server to integrate with [Descope](https://descope.com) to search audit logs, manage users, and more.
- **[DesktopCommander](https://github.com/wonderwhy-er/DesktopCommanderMCP)** - Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers.
- **[Devcontainer](https://github.com/AI-QL/mcp-devcontainers)** - An MCP server for devcontainer to generate and configure development containers directly from devcontainer configuration files.
@@ -575,12 +595,13 @@ A growing set of community-developed and maintained servers demonstrates various
- **[DevOps-MCP](https://github.com/wangkanai/devops-mcp)** - Dynamic Azure DevOps MCP server with directory-based authentication switching, supporting work items, repositories, builds, pipelines, and multi-project management with local configuration files.
- **[Dicom](https://github.com/ChristianHinge/dicom-mcp)** - An MCP server to query and retrieve medical images and for parsing and reading dicom-encapsulated documents (pdf etc.).
- **[Dify](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server for dify workflows.
-- **[Discogs](https://github.com/cswkim/discogs-mcp-server)** - A MCP server that connects to the Discogs API for interacting with your music collection.
-- **[Discord](https://github.com/v-3/discordmcp)** - A MCP server to connect to Discord guilds through a bot and read and write messages in channels
-- **[Discord](https://github.com/SaseQ/discord-mcp)** - A MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.
+- **[Discogs](https://github.com/cswkim/discogs-mcp-server)** - An MCP server that connects to the Discogs API for interacting with your music collection.
+- **[Discord](https://github.com/v-3/discordmcp)** - An MCP server to connect to Discord guilds through a bot and read and write messages in channels
+- **[Discord](https://github.com/SaseQ/discord-mcp)** - An MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.
- **[Discord](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/discord)** - For Discord API integration by Klavis AI
-- **[Discourse](https://github.com/AshDevFr/discourse-mcp-server)** - A MCP server to search Discourse posts on a Discourse forum.
+- **[Discourse](https://github.com/AshDevFr/discourse-mcp-server)** - An MCP server to search Discourse posts on a Discourse forum.
- **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Integrate with Docker to manage containers, images, volumes, and networks.
+- **[Docker](https://github.com/0xshariq/docker-mcp-server)** - Docker MCP Server provides advanced, unified Docker management via CLI and MCP workflows, supporting containers, images, volumes, networks, and orchestration.
- **[Docs](https://github.com/da1z/docsmcp)** - Enable documentation access for the AI agent, supporting llms.txt and other remote or local files.
- **[Docy](https://github.com/oborchers/mcp-server-docy)** - Docy gives your AI direct access to the technical documentation it needs, right when it needs it. No more outdated information, broken links, or rate limits - just accurate, real-time documentation access for more precise coding assistance.
- **[Dodo Payments](https://github.com/dodopayments/dodopayments-node/tree/main/packages/mcp-server)** - Enables AI agents to securely perform payment operations via a lightweight, serverless-compatible interface to the [Dodo Payments](https://dodopayments.com) API.
@@ -616,6 +637,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Facebook Ads 10xeR](https://github.com/fortytwode/10xer)** - Advanced Facebook Ads MCP server with enhanced creative insights, multi-dimensional breakdowns, and comprehensive ad performance analytics.
- **[Facebook Ads Library](https://github.com/trypeggy/facebook-ads-library-mcp)** - Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds.
- **[Fantasy PL](https://github.com/rishijatia/fantasy-pl-mcp)** - Give your coding agent direct access to up-to date Fantasy Premier League data
+- **[Fastmail MCP](https://github.com/MadLlama25/fastmail-mcp)** - Access Fastmail via JMAP: list/search emails, send and move mail, handle attachments/threads, plus contacts and calendar tools.
- **[fastn.ai – Unified API MCP Server](https://github.com/fastnai/mcp-fastn)** - A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring.
- **[FDIC BankFind MCP Server - (Unofficial)](https://github.com/clafollett/fdic-bank-find-mcp-server)** - 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. 😎📊
- **[Federal Reserve Economic Data (FRED)](https://github.com/stefanoamorelli/fred-mcp-server)** (by Stefano Amorelli) - Community developed MCP server to interact with the Federal Reserve Economic Data.
@@ -626,6 +648,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Figma](https://github.com/GLips/Figma-Context-MCP)** - Give your coding agent direct access to Figma file data, helping it one-shot design implementation.
- **[Figma](https://github.com/paulvandermeijs/figma-mcp)** - A blazingly fast MCP server to read and export your Figma design files.
- **[Files](https://github.com/flesler/mcp-files)** - Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.
+- **[FileSystem Server](https://github.com/Oncorporation/filesystem_server)** - Local MCP server for Visual Studio 2022 that provides code-workspace functionality by giving AI agents selective access to project folders and files
- **[Firebase](https://github.com/gannonh/firebase-mcp)** - Server to interact with Firebase services including Firebase Authentication, Firestore, and Firebase Storage.
- **[FireCrawl](https://github.com/vrknetha/mcp-server-firecrawl)** - Advanced web scraping with JavaScript rendering, PDF support, and smart rate limiting
- **[Fish Audio](https://github.com/da-okazaki/mcp-fish-audio-server)** - Text-to-Speech integration with Fish Audio's API, supporting multiple voices, streaming, and real-time playback
@@ -643,6 +666,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Ghost](https://github.com/MFYDev/ghost-mcp)** - A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.
- **[Git](https://github.com/geropl/git-mcp-go)** - Allows LLM to interact with a local git repository, incl. optional push support.
- **[Git Mob](https://github.com/Mubashwer/git-mob-mcp-server)** - MCP server that interfaces with the [git-mob](https://github.com/Mubashwer/git-mob) CLI app for managing co-authors in git commits during pair/mob programming.
+- **[Github](https://github.com/0xshariq/github-mcp-server)** - A Model Context Protocol (MCP) server that provides 29 Git operations + 11 workflow combinations for AI assistants and developers. This server exposes comprehensive Git repository management through a standardized interface, enabling AI models and developers to safely manage complex version control workflows.
- **[GitHub Actions](https://github.com/ko1ynnky/github-actions-mcp-server)** - A Model Context Protocol (MCP) server for interacting with GitHub Actions.
- **[GitHub Enterprise MCP](https://github.com/ddukbg/github-enterprise-mcp)** - A Model Context Protocol (MCP) server for interacting with GitHub Enterprise.
- **[GitHub GraphQL](https://github.com/QuentinCody/github-graphql-mcp-server)** - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
@@ -656,7 +680,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Gnuradio](https://github.com/yoelbassin/gnuradioMCP)** - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.
- **[Goal Story](https://github.com/hichana/goalstory-mcp)** - a Goal Tracker and Visualization Tool for personal and professional development.
- **[GOAT](https://github.com/goat-sdk/goat/tree/main/typescript/examples/by-framework/model-context-protocol)** - Run more than +200 onchain actions on any blockchain including Ethereum, Solana and Base.
-- **[Godot](https://github.com/Coding-Solo/godot-mcp)** - A MCP server providing comprehensive Godot engine integration for project editing, debugging, and scene management.
+- **[Godot](https://github.com/Coding-Solo/godot-mcp)** - An MCP server providing comprehensive Godot engine integration for project editing, debugging, and scene management.
- **[Golang Filesystem Server](https://github.com/mark3labs/mcp-filesystem-server)** - Secure file operations with configurable access controls built with Go!
- **[Goodnews](https://github.com/VectorInstitute/mcp-goodnews)** - A simple MCP server that delivers curated positive and uplifting news stories.
- **[Google Ads](https://github.com/gomarble-ai/google-ads-mcp-server)** - MCP server acting as an interface to the Google Ads, enabling programmatic access to Facebook Ads data and management features.
@@ -666,7 +690,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Google Custom Search](https://github.com/adenot/mcp-google-search)** - Provides Google Search results via the Google Custom Search API
- **[Google Maps](https://github.com/Mastan1301/google_maps_mcp)** - Provides location results using Google Places API.
- **[Google Sheets](https://github.com/xing5/mcp-google-sheets)** - Access and editing data to your Google Sheets.
-- **[Google Sheets](https://github.com/rohans2/mcp-google-sheets)** - A MCP Server written in TypeScript to access and edit data in your Google Sheets.
+- **[Google Sheets](https://github.com/rohans2/mcp-google-sheets)** - An MCP Server written in TypeScript to access and edit data in your Google Sheets.
- **[Google Tasks](https://github.com/zcaceres/gtasks-mcp)** - Google Tasks API Model Context Protocol Server.
- **[Google Vertex AI Search](https://github.com/ubie-oss/mcp-vertexai-search)** - Provides Google Vertex AI Search results by grounding a Gemini model with your own private data
- **[Google Workspace](https://github.com/taylorwilsdon/google_workspace_mcp)** - Comprehensive Google Workspace MCP with full support for Calendar, Drive, Gmail, and Docs using Streamable HTTP or SSE transport.
@@ -691,6 +715,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Human-use](https://github.com/RapidataAI/human-use)** - Instant human feedback through an MCP, have your AI interact with humans around the world. Powered by [Rapidata](https://www.rapidata.ai/)
- **[Hyperledger Fabric Agent Suite](https://github.com/padmarajkore/hlf-fabric-agent)** - Modular toolkit for managing Fabric test networks and chaincode lifecycle via MCP tools.
- **[Hyperliquid](https://github.com/mektigboy/server-hyperliquid)** - An MCP server implementation that integrates the Hyperliquid SDK for exchange data.
+- **[Hypertool](https://github.com/toolprint/hypertool-mcp)** – MCP that let's you create hot - swappable, "persona toolsets" from multiple MCP servers to reduce tool overload and improve tool execution.
- **[hyprmcp](https://github.com/stefanoamorelli/hyprmcp)** (by Stefano Amorelli) - Lightweight MCP server for `hyprland`.
- **[iFlytek SparkAgent Platform](https://github.com/iflytek/ifly-spark-agent-mcp)** - This is a simple example of using MCP Server to invoke the task chain of the iFlytek SparkAgent Platform.
- **[iFlytek Workflow](https://github.com/iflytek/ifly-workflow-mcp-server)** - Connect to iFlytek Workflow via the MCP server and run your own Agent.
@@ -706,6 +731,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[interactive-mcp](https://github.com/ttommyth/interactive-mcp)** - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
- **[Intercom](https://github.com/raoulbia-ai/mcp-server-for-intercom)** - An MCP-compliant server for retrieving customer support tickets from Intercom. This tool enables AI assistants like Claude Desktop and Cline to access and analyze your Intercom support tickets.
- **[iOS Simulator](https://github.com/InditexTech/mcp-server-simulator-ios-idb)** - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
+- **[ipybox](https://github.com/gradion-ai/ipybox)** - Python 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.
- **[it-tools-mcp](https://github.com/wrenchpilot/it-tools-mcp)** - A Model Context Protocol server that recreates [CorentinTh it-tools](https://github.com/CorentinTh/it-tools) utilities for AI agents, enabling access to a wide range of developer tools (encoding, decoding, conversions, and more) via MCP.
- **[itemit MCP](https://github.com/umin-ai/itemit-mcp)** - itemit is Asset Tracking MCP that manage the inventory, monitoring and location tracking that powers over +300 organizations.
- **[iTerm MCP](https://github.com/ferrislucas/iterm-mcp)** - Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.
@@ -719,6 +745,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[joinly](https://github.com/joinly-ai/joinly)** - 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](https://github.com/GongRzhe/JSON-MCP-Server)** - JSON handling and processing server with advanced query capabilities using JSONPath syntax and support for array, string, numeric, and date operations.
- **[JSON](https://github.com/kehvinbehvin/json-mcp-filter)** - 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.
+- **[JSON to Excel by WTSolutions](https://github.com/he-yang/json-to-excel-mcp)** - Converting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files.
- **[JSON2Video MCP](https://github.com/omergocmen/json2video-mcp-server)** - A Model Context Protocol (MCP) server implementation for programmatically generating videos using the json2video API. This server exposes powerful video generation and status-checking tools for use with LLMs, agents, or any MCP-compatible client.
- **[jupiter-mcp](https://github.com/kukapay/jupiter-mcp)** - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
- **[Jupyter MCP Server](https://github.com/datalayer/jupyter-mcp-server)** – Real-time interaction with Jupyter Notebooks, allowing AI to edit, document and execute code for data analysis, visualization etc. Compatible with any Jupyter deployment (local, JupyterHub, ...).
@@ -727,6 +754,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Kafka](https://github.com/tuannvm/kafka-mcp-server)** - A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, leveraging [franz-go](https://github.com/twmb/franz-go).
- **[Kafka Schema Registry MCP](https://github.com/aywengo/kafka-schema-reg-mcp)** \ - A comprehensive MCP server for Kafka Schema Registry with 48 tools, multi-registry support, authentication, and production safety features. Enables AI-powered schema management with enterprise-grade capabilities including schema contexts, migration tools, and comprehensive export capabilities.
- **[kafka-mcp](https://github.com/shivamxtech/kafka-mcp)** - An MCP Server for Kafka clusters to interact with kafka environment via tools on messages, topics, offsets, partitions for consumer and producers along with seamless integration with MCP clients.
+- **[Keycloak](https://github.com/idoyudha/mcp-keycloak)** - The Keycloak MCP Server designed for agentic applications to manage and search data in Keycloak efficiently.
- **[Keycloak MCP](https://github.com/ChristophEnglisch/keycloak-model-context-protocol)** - This MCP server enables natural language interaction with Keycloak for user and realm management including creating, deleting, and listing users and realms.
- **[Keycloak MCP Server](https://github.com/sshaaf/keycloak-mcp-server)** - designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available.
- **[Kibana MCP](https://github.com/TocharianOU/mcp-server-kibana.git)** (by TocharianOU) - A community-maintained MCP server implementation that allows any MCP-compatible client to access and manage Kibana instances through natural language or programmatic requests.
@@ -741,11 +769,13 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Kubernetes and OpenShift](https://github.com/manusa/kubernetes-mcp-server)** - A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
- **[KubeSphere](https://github.com/kubesphere/ks-mcp-server)** - The KubeSphere MCP Server is a Model Context Protocol(MCP) server that provides integration with KubeSphere APIs, enabling to get resources from KubeSphere. Divided into four tools modules: Workspace Management, Cluster Management, User and Roles, Extensions Center.
- **[Kukapay MCP Servers](https://github.com/kukapay/kukapay-mcp-servers)** - A comprehensive suite of Model Context Protocol (MCP) servers dedicated to cryptocurrency, blockchain, and Web3 data aggregation, analysis, and services from Kukapay.
+- **[kwrds.ai](https://github.com/mkotsollaris/kwrds_ai_mcp)** - Keyword research, people also ask, SERP and other SEO tools for [kwrds.ai](https://www.kwrds.ai/)
- **[Langflow-DOC-QA-SERVER](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER)** - A Model Context Protocol server for document Q&A powered by Langflow. It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.
- **[Language Server](https://github.com/isaacphi/mcp-language-server)** - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
- **[Lark(Feishu)](https://github.com/kone-net/mcp_server_lark)** - A Model Context Protocol(MCP) server for Lark(Feishu) sheet, message, doc and etc.
- **[Lazy Toggl MCP](https://github.com/movstox/lazy-toggl-mcp)** - Simple unofficial MCP server to track time via Toggl API
- **[lean-lsp-mcp](https://github.com/oOo0oOo/lean-lsp-mcp)** - Interact with the [Lean theorem prover](https://lean-lang.org/) via the Language Server Protocol.
+- **[librenms-mcp](https://github.com/mhajder/librenms-mcp)** - MCP server for [LibreNMS](https://www.librenms.org/) management
- **[libvirt-mcp](https://github.com/MatiasVara/libvirt-mcp)** - Allows LLM to interact with libvirt thus enabling to create, destroy or list the Virtual Machines in a system.
- **[Lightdash](https://github.com/syucream/lightdash-mcp-server)** - Interact with [Lightdash](https://www.lightdash.com/), a BI tool.
- **[LINE](https://github.com/amornpan/py-mcp-line)** (by amornpan) - Implementation for LINE Bot integration that enables Language Models to read and analyze LINE conversations through a standardized interface. Features asynchronous operation, comprehensive logging, webhook event handling, and support for various message types.
@@ -753,6 +783,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Linear](https://github.com/jerhadf/linear-mcp-server)** - Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.
- **[Linear (Go)](https://github.com/geropl/linear-mcp-go)** - Allows LLM to interact with Linear's API via a single static binary.
- **[Linear MCP](https://github.com/anoncam/linear-mcp)** - Full blown implementation of the Linear SDK to support comprehensive Linear management of projects, initiatives, issues, users, teams and states.
+- **[Listmonk MCP Server](https://github.com/rhnvrm/listmonk-mcp)** (by rhnvrm) - Full API coverage of [Listmonk](https://github.com/knadh/listmonk) email marketing FOSS.
- **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** (by marcusschiesser) - Integrate the data stored in a managed index on [LlamaCloud](https://cloud.llamaindex.ai/)
- **[lldb-mcp](https://github.com/stass/lldb-mcp)** - A Model Context Protocol server for LLDB that provides LLM-driven debugging.
- **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.
@@ -779,6 +810,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[MasterGo](https://github.com/mastergo-design/mastergo-magic-mcp)** - The server designed to connect MasterGo design tools with AI models. It enables AI models to directly retrieve DSL data from MasterGo design files.
- **[Matlab-MCP-Tools](https://github.com/neuromechanist/matlab-mcp-tools)** - An MCP to write and execute MATLAB scripts, maintain workspace context between MCP calls, visualize plots, and perform section-by-section analysis of MATLAB code with full access to MATLAB's computational capabilities.
- **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more.
+- **[Maven Tools MCP](https://github.com/arvindand/maven-tools-mcp)** - Maven Central dependency intelligence for JVM build tools. Supports all build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.
- **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs
- **[MCP Create](https://github.com/tesla0225/mcp-create)** - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly.
- **[MCP Documentation Server](https://github.com/andrea9293/mcp-documentation-server)** - Server that provides local document management and semantic search capabilities. Upload documents, search them with AI embeddings, and integrate seamlessly with MCP clients like Claude Desktop and vs code.
@@ -788,6 +820,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[MCP Server Creator](https://github.com/GongRzhe/MCP-Server-Creator)** - A powerful Model Context Protocol (MCP) server that creates other MCP servers! This meta-server provides tools for dynamically generating FastMCP server configurations and Python code.
- **[MCP Server Generator](https://github.com/SerhatUzbas/mcp-server-generator)** - An MCP server that creates and manages MCP servers! Helps both non-technical users and developers build custom JavaScript MCP servers with AI guidance, automatic dependency management, and Claude Desktop integration.
- **[MCP STDIO to Streamable HTTP Adapter](https://github.com/pyroprompts/mcp-stdio-to-streamable-http-adapter)** - Connect to Streamable HTTP MCP Servers even if the MCP Client only supports STDIO.
+- **[MCP-Ambari-API](https://github.com/call518/MCP-Ambari-API)** - Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking.
- **[mcp-containerd](https://github.com/jokemanfire/mcp-containerd)** - The containerd MCP implemented by Rust supports the operation of the CRI interface.
- **[MCP-Database-Server](https://github.com/executeautomation/mcp-database-server)** - Fastest way to interact with your Database such as SQL Server, SQLite and PostgreSQL
- **[mcp-grep](https://github.com/erniebrodeur/mcp-grep)** - 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.
@@ -804,7 +837,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[mcp-screenshot-website-fast](https://github.com/just-every/mcp-screenshot-website-fast)** - 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.
- **[mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode)** - Practice and retrieve problems from LeetCode. Automate problem retrieval, solutions, and insights for coding practice and competitions.
- **[Mcp-Swagger-Server](https://github.com/zaizaizhao/mcp-swagger-server)** (by zaizaizhao) - This MCP server transforms OpenAPI specifications into MCP tools, enabling AI assistants to interact with REST APIs through standardized protocol
-- **[mcp-vision](https://github.com/groundlight/mcp-vision)** - A MCP server exposing HuggingFace computer vision models such as zero-shot object detection as tools, enhancing the vision capabilities of large language or vision-language models.
+- **[mcp-vision](https://github.com/groundlight/mcp-vision)** - An MCP server exposing HuggingFace computer vision models such as zero-shot object detection as tools, enhancing the vision capabilities of large language or vision-language models.
- **[mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather)** - Accurate weather forecasts via the AccuWeather API (free tier available).
- **[mcp-youtube-extract](https://github.com/sinjab/mcp_youtube_extract)** - A Model Context Protocol server for YouTube operations, extracting video information and transcripts with intelligent fallback logic. Features comprehensive logging, error handling, and support for both auto-generated and manual transcripts.
- **[mcp_weather](https://github.com/isdaniel/mcp_weather_server)** - Get weather information from https://api.open-meteo.com API.
@@ -828,7 +861,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Microsoft 365](https://github.com/pnp/cli-microsoft365-mcp-server)** - Single MCP server that allows to manage many different areas of Microsoft 365, for example: Entra ID, OneDrive, OneNote, Outlook, Planner, Power Apps, Power Automate, Power Platform, SharePoint Embedded, SharePoint Online, Teams, Viva Engage, and many more.
- **[Microsoft 365 Files (SharePoint/OneDrive)](https://github.com/godwin3737/mcp-server-microsoft365-filesearch)** (by godwin3737) - MCP server with tools to search and get file content from Microsoft 365 including Onedrive and SharePoint. Works with Documents (pdf/docx), Presentations, Spreadsheets and Images.
- **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
-- **[Mifos X](https://github.com/openMF/mcp-mifosx)** - A MCP server for the Mifos X Open Source Banking useful for managing clients, loans, savings, shares, financial transactions and generating financial reports.
+- **[Mifos X](https://github.com/openMF/mcp-mifosx)** - An MCP server for the Mifos X Open Source Banking useful for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- **[Mikrotik](https://github.com/jeff-nasseri/mikrotik-mcp)** - Mikrotik MCP server which cover networking operations (IP, DHCP, Firewall, etc)
- **[Mindmap](https://github.com/YuChenSSR/mindmap-mcp-server)** (by YuChenSSR) - A server that generates mindmaps from input containing markdown code.
- **[Minima](https://github.com/dmayboroda/minima)** - MCP server for RAG on local files
@@ -891,13 +924,14 @@ A growing set of community-developed and maintained servers demonstrates various
- **[OpenAPI Schema](https://github.com/hannesj/mcp-openapi-schema)** - Allow LLMs to explore large [OpenAPI](https://www.openapis.org/) schemas without bloating the context.
- **[OpenAPI Schema Explorer](https://github.com/kadykov/mcp-openapi-schema-explorer)** - Token-efficient access to local or remote OpenAPI/Swagger specs via MCP Resources.
- **[OpenCTI](https://github.com/Spathodea-Network/opencti-mcp)** - Interact with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors.
-- **[OpenCV](https://github.com/GongRzhe/opencv-mcp-server)** - A MCP server providing OpenCV computer vision capabilities. This allows AI assistants and language models to access powerful computer vision tools.
+- **[OpenCV](https://github.com/GongRzhe/opencv-mcp-server)** - An MCP server providing OpenCV computer vision capabilities. This allows AI assistants and language models to access powerful computer vision tools.
- **[OpenDota](https://github.com/asusevski/opendota-mcp-server)** - Interact with OpenDota API to retrieve Dota 2 match data, player statistics, and more.
- **[OpenLink Generic Java Database Connectivity](https://github.com/OpenLinkSoftware/mcp-jdbc-server)** - Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers)
- **[OpenLink Generic Open Database Connectivity](https://github.com/OpenLinkSoftware/mcp-odbc-server)** - Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers)
- **[OpenLink Generic Python Open Database Connectivity](https://github.com/OpenLinkSoftware/mcp-pyodbc-server)** - Generic Database Management System (DBMS) access via Open Database Connectivity (ODBC) Connectors (Drivers) for PyODBC
- **[OpenLink Generic SQLAlchemy Object-Relational Database Connectivity for PyODBC](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server)** - Generic Database Management System (DBMS) access via SQLAlchemy (PyODBC) Connectors (Drivers)
- **[OpenMetadata](https://github.com/yangkyeongmo/mcp-server-openmetadata)** - MCP Server for OpenMetadata, an open-source metadata management platform.
+- **[OpenReview](https://github.com/anyakors/openreview-mcp-server)** - An MCP server for [OpenReview](https://openreview.net/) to fetch, read and save manuscripts from AI/ML conferences.
- **[OpenRPC](https://github.com/shanejonas/openrpc-mpc-server)** - Interact with and discover JSON-RPC APIs via [OpenRPC](https://open-rpc.org).
- **[OpenStack](https://github.com/wangsqly0407/openstack-mcp-server)** - MCP server implementation that provides OpenStack interaction.
- **[OpenWeather](https://github.com/mschneider82/mcp-openweather)** - Interact with the free openweathermap API to get the current and forecast weather for a location.
@@ -905,6 +939,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[OPNSense MCP](https://github.com/vespo92/OPNSenseMCP)** - MCP Server for OPNSense Firewall Management and API access
- **[Optimade MCP](https://github.com/dianfengxiaobo/optimade-mcp-server)** - An MCP server conducts real-time material science data queries with the Optimade database (for example, elemental composition, crystal structure).
- **[Oracle](https://github.com/marcelo-ochoa/servers)** (by marcelo-ochoa) - Oracle Database integration in NodeJS with configurable access controls, query explain, stats and schema inspection
+- **[Oracle Cloud Infrastructure (OCI)](https://github.com/karthiksuku/oci-mcp)** (by karthiksukumar) - Python MCP server for OCI infrastructure (Compute, Autonomous Database, Object Storage). Read-heavy by default with safe instance actions (start/stop/reset). Includes Claude Desktop config and `.env` compartment scoping.
- **[Oura MCP server](https://github.com/tomekkorbak/oura-mcp-server)** - MCP server for Oura API to retrieve one's sleep data
- **[Oura Ring](https://github.com/rajvirtual/oura-mcp-server)** (by Rajesh Vijay) - MCP Server to access and analyze your Oura Ring data. It provides a structured way to fetch and understand your health metrics.
- **[Outline](https://github.com/Vortiago/mcp-outline)** - 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.
@@ -914,12 +949,14 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Paradex MCP](https://github.com/sv/mcp-paradex-py)** - MCP native server for interacting with Paradex platform, including fully features trading.
- **[PDF reader MCP](https://github.com/gpetraroli/mcp_pdf_reader)** - MCP server to read and search text in a local PDF file.
- **[PDF Tools MCP](https://github.com/Sohaib-2/pdf-mcp-server)** - Comprehensive PDF manipulation toolkit (merge, split, encrypt, optimize and much more)
+- **[PDMT](https://github.com/paiml/pdmt)** - Pragmatic Deterministic MCP Templating - High-performance deterministic templating library with comprehensive todo validation, quality enforcement, and 0.0 temperature generation for reproducible outputs.
- **[Peacock for VS Code](https://github.com/johnpapa/peacock-mcp)** - MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs.
- **[persistproc](https://github.com/irskep/persistproc)** - MCP server + command line tool that allows agents to see & control long-running processes like web servers.
- **[Phone MCP](https://github.com/hao-cyber/phone-mcp)** - 📱 A powerful plugin that lets you control your Android phone. Enables AI agents to perform complex tasks like automatically playing music based on weather or making calls and sending texts.
- **[PIF](https://github.com/hungryrobot1/MCP-PIF)** - A 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.
- **[Pinecone](https://github.com/sirmews/mcp-pinecone)** - MCP server for searching and uploading records to Pinecone. Allows for simple RAG features, leveraging Pinecone's Inference API.
-- **[Pinner MCP](https://github.com/safedep/pinner-mcp)** - A MCP server for pinning GitHub Actions and container base images to their immutable SHA hashes to prevent supply chain attacks.
+- **[Pinner MCP](https://github.com/safedep/pinner-mcp)** - An MCP server for pinning GitHub Actions and container base images to their immutable SHA hashes to prevent supply chain attacks.
+- **[Pixelle MCP](https://github.com/AIDC-AI/Pixelle-MCP)** - 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.
- **[Placid.app](https://github.com/felores/placid-mcp-server)** - Generate image and video creatives using Placid.app templates
- **[Plane](https://github.com/kelvin6365/plane-mcp-server)** - This MCP Server will help you to manage projects and issues through Plane's API
- **[Playwright](https://github.com/executeautomation/mcp-playwright)** - This MCP Server will help you run browser automation and webscraping using Playwright
@@ -952,6 +989,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Raindrop.io](https://github.com/hiromitsusasaki/raindrop-io-mcp-server)** - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
- **[Random Number](https://github.com/zazencodes/random-number-mcp)** - Provides LLMs with essential random generation abilities, built entirely on Python's standard library.
- **[Reaper](https://github.com/dschuler36/reaper-mcp-server)** - Interact with your [Reaper](https://www.reaper.fm/) (Digital Audio Workstation) projects.
+- **[Redbee](https://github.com/Tamsi/redbee-mcp)** - Redbee MCP server that provides support for interacting with Redbee API.
- **[Redis](https://github.com/GongRzhe/REDIS-MCP-Server)** - Redis database operations and caching microservice server with support for key-value operations, expiration management, and pattern-based key listing.
- **[Redis](https://github.com/prajwalnayak7/mcp-server-redis)** MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate
- **[RedNote MCP](https://github.com/ifuryst/rednote-mcp)** - MCP server for accessing RedNote(XiaoHongShu, xhs) content
@@ -970,16 +1008,17 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Salesforce MCP Server](https://github.com/tsmztech/mcp-server-salesforce)** - Comprehensive Salesforce integration with tools for querying records, executing Apex, managing fields/objects, and handling debug logs
- **[SchemaCrawler](https://github.com/schemacrawler/SchemaCrawler-MCP-Server-Usage)** - Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
- **[SchemaFlow](https://github.com/CryptoRadi/schemaflow-mcp-server)** - 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)
-- **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - A MCP server to search for scholarly and academic articles.
+- **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - An MCP server to search for scholarly and academic articles.
- **[scrapling-fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling.
- **[Screeny](https://github.com/rohanrav/screeny)** - Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots
+- **[ScriptFlow](https://github.com/yanmxa/scriptflow-mcp)** - 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).
- **[SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng)** - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
-- **[SearXNG](https://github.com/erhwenkuo/mcp-searxng)** - A MCP server provide web searching via [SearXNG](https://docs.searxng.org) & retrieve url as makrdown.
+- **[SearXNG](https://github.com/erhwenkuo/mcp-searxng)** - An MCP server provide web searching via [SearXNG](https://docs.searxng.org) & retrieve url as makrdown.
- **[SearXNG Public](https://github.com/pwilkin/mcp-searxng-public)** - A Model Context Protocol Server for retrieving data from public [SearXNG](https://docs.searxng.org) instances, with fallback support
- **[SEC EDGAR](https://github.com/stefanoamorelli/sec-edgar-mcp)** - (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](https://github.com/cnych/seo-mcp)** - 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).
- **[Serper](https://github.com/garymengcom/serper-mcp-server)** - An MCP server that performs Google searches using [Serper](https://serper.dev).
-- **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - A MCP server to interact with a ServiceNow instance
+- **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - An MCP server to interact with a ServiceNow instance
- **[ShaderToy](https://github.com/wilsonchenghy/ShaderToy-MCP)** - This MCP server lets LLMs to interact with the ShaderToy API, allowing LLMs to learn from compute shaders examples and enabling them to create complex GLSL shaders that they are previously not capable of.
- **[ShareSeer](https://github.com/shareseer/shareseer-mcp-server)** - MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com)
- **[Shell](https://github.com/sonirico/mcp-shell)** - Give hands to AI. MCP server to run shell commands securely, auditably, and on demand
@@ -1003,9 +1042,11 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Splunk](https://github.com/jkosik/mcp-server-splunk)** - Golang MCP server for Splunk (lists saved searches, alerts, indexes, macros...). Supports SSE and STDIO.
- **[Spotify](https://github.com/varunneal/spotify-mcp)** - This MCP allows an LLM to play and use Spotify.
- **[Spring Initializr](https://github.com/hpalma/springinitializr-mcp)** - This MCP allows an LLM to create Spring Boot projects with custom configurations. Instead of manually visiting start.spring.io, you can now ask your AI assistant to generate projects with specific dependencies, Java versions, and project structures.
+- **[Squad AI](https://github.com/the-basilisk-ai/squad-mcp)** – Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM.
- **[SSH](https://github.com/AiondaDotCom/mcp-ssh)** - Agent for managing and controlling SSH connections.
- **[SSH](https://github.com/classfang/ssh-mcp-server)** - An MCP server that can execute SSH commands remotely, upload files, download files, and so on.
- **[SSH MCP Server](https://github.com/sinjab/mcp_ssh)** - A 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).
+- **[sslmon](https://github.com/firesh/sslmon-mcp)** - Domain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain.
- **[Standard Korean Dictionary](https://github.com/privetin/stdict)** - Search the dictionary using API
- **[Star Wars](https://github.com/johnpapa/mcp-starwars)** -MCP Server for the SWAPI Star Wars API. The main goal of the project is to show how an MCP server can be used to interact with APIs.
- **[Starknet MCP Server](https://github.com/mcpdotdirect/starknet-mcp-server)** - A comprehensive MCP server for interacting with the Starknet blockchain, providing tools for querying blockchain data, resolving StarknetIDs, and performing token transfers.
@@ -1016,7 +1057,6 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Strava](https://github.com/r-huijts/strava-mcp)** - Connect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude.
- **[Strava API](https://github.com/tomekkorbak/strava-mcp-server)** - MCP server for Strava API to retrieve one's activities
- **[Stripe](https://github.com/atharvagupta2003/mcp-stripe)** - This MCP allows integration with Stripe for handling payments, customers, and refunds.
-- **[Squad AI](https://github.com/the-basilisk-ai/squad-mcp)** – Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM.
- **[Substack/Medium](https://github.com/jonathan-politzki/mcp-writer-substack)** - Connect Claude to your Substack/Medium writing, enabling semantic search and analysis of your published content.
- **[System Health](https://github.com/thanhtung0201/mcp-remote-system-health)** - The MCP (Multi-Channel Protocol) System Health Monitoring is a robust, real-time monitoring solution designed to provide comprehensive health metrics and alerts for remote Linux servers.
- **[SystemSage](https://github.com/Tarusharma1/SystemSage)** - A powerful, cross-platform system management and monitoring tool for Windows, Linux, and macOS.
@@ -1032,7 +1072,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server)** - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
- **[Tempo](https://github.com/scottlepp/tempo-mcp-server)** - An MCP server to query traces/spans from [Grafana Tempo](https://github.com/grafana/tempo).
- **[Teradata](https://github.com/arturborycki/mcp-teradata)** - his MCP server enables LLMs to interact with Teradata databases. This MCP Server support tools and prompts for multi task data analytics
-- **[Terminal-Control](https://github.com/GongRzhe/terminal-controller-mcp)** - A MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface.
+- **[Terminal-Control](https://github.com/GongRzhe/terminal-controller-mcp)** - An MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface.
- **[Terraform-Cloud](https://github.com/severity1/terraform-cloud-mcp)** - An MCP server that integrates AI assistants with the Terraform Cloud API, allowing you to manage your infrastructure through natural conversation.
- **[TFT-Match-Analyzer](https://github.com/GeLi2001/tft-mcp-server)** - MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match.
- **[Thales CDSP CAKM MCP Server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server)** - 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.
@@ -1046,6 +1086,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[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.
- **[TigerGraph](https://github.com/custom-discoveries/TigerGraph_MCP)** - A community built MCP server that interacts with TigerGraph Graph Database.
- **[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.
+- **[TMD Earthquake](https://github.com/amornpan/tmd-earthquake-server-1.0)** - 🌍 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.
- **[TMDB](https://github.com/Laksh-star/mcp-server-tmdb)** - This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.
- **[Todoist](https://github.com/abhiz123/todoist-mcp-server)** - Interact with Todoist to manage your tasks.
- **[Todos](https://github.com/tomelliot/todos-mcp)** - A practical todo list manager to use with your favourite chatbot.
@@ -1057,8 +1098,9 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Travel Planner](https://github.com/GongRzhe/TRAVEL-PLANNER-MCP-Server)** - Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations.
- **[Trello MCP Server](https://github.com/lioarce01/trello-mcp-server)** - An MCP server that interact with user Trello boards, modifying them with prompting.
- **[Trino](https://github.com/tuannvm/mcp-trino)** - A high-performance Model Context Protocol (MCP) server for Trino implemented in Go.
-- **[Tripadvisor](https://github.com/pab1it0/tripadvisor-mcp)** - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
+- **[Tripadvisor](https://github.com/pab1it0/tripadvisor-mcp)** - An MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- **[TrueNAS Core MCP](https://github.com/vespo92/TrueNasCoreMCP)** - An MCP server for interacting with TrueNAS Core.
+- **[TuriX Computer Automation MCP](https://github.com/TurixAI/TuriX-CUA/tree/mac_mcp)** - MCP server for helping automation control your computer complete your pre-setting task.
- **[Tyk API Management](https://github.com/TykTechnologies/tyk-dashboard-mcp)** - Chat with all of your organization's managed APIs and perform other API lifecycle operations, managing tokens, users, analytics, and more.
- **[Typesense](https://github.com/suhail-ak-s/mcp-typesense-server)** - 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.
- **[uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp)** - An MCP server that tracks newly created liquidity pools on Uniswap across nine blockchain networks.
@@ -1106,6 +1148,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[X (Twitter)](https://github.com/EnesCinr/twitter-mcp)** (by EnesCinr) - Interact with twitter API. Post tweets and search for tweets by query.
- **[X (Twitter)](https://github.com/vidhupv/x-mcp)** (by vidhupv) - Create, manage and publish X/Twitter posts directly through Claude chat.
- **[Xcode](https://github.com/r-huijts/xcode-mcp-server)** - MCP server that brings AI to your Xcode projects, enabling intelligent code assistance, file operations, project management, and automated development tasks.
+- **[Xcode-mcp-server](https://github.com/drewster99/xcode-mcp-server)** (by drewster99) - Best Xcode integration - ClaudeCode and Cursor can build your project *with* Xcode and see the same errors you do. Fast easy setup.
- **[xcodebuild](https://github.com/ShenghaiWang/xcodebuild)** - 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
- **[Xero-mcp-server](https://github.com/john-zhang-dev/xero-mcp)** - Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations.
- **[XiYan](https://github.com/XGenerationLab/xiyan_mcp_server)** - 🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.