From f526042cfdf372c6937e3bf3004db23ff59c4723 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?NaveenKumar=20Namachivayam=20=E2=9A=A1?= Date: Sun, 30 Mar 2025 11:24:30 -0400 Subject: [PATCH 01/35] docs: add JMeter MCP server for load testing to README --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 1ebd7d52..09c465d1 100644 --- a/README.md +++ b/README.md @@ -235,6 +235,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[iTerm MCP](https://github.com/ferrislucas/iterm-mcp)** - Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands. - **[JavaFX](https://github.com/mcpso/mcp-server-javafx)** - Make drawings using a JavaFX canvas - **[JDBC](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc)** - Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, sqllite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants). +- **[JMeter](https://github.com/QAInsights/jmeter-mcp-server)** - Run load testing using Apache JMeter via MCP-compliant tools. - **[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. - **[KiCad MCP](https://github.com/lamaalrajih/kicad-mcp)** - MCP server for KiCad on Mac, Windows, and Linux. - **[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. From 7f12606fa566d43950d44f4932b08dcdf7dc961c Mon Sep 17 00:00:00 2001 From: Luke Harries Date: Sun, 30 Mar 2025 17:20:42 +0100 Subject: [PATCH 02/35] Add WhatsApp MCP server --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 1ebd7d52..53f6866e 100644 --- a/README.md +++ b/README.md @@ -346,7 +346,8 @@ A growing set of community-developed and maintained servers demonstrates various - **[VolcEngine TOS](https://github.com/dinghuazhou/sample-mcp-server-tos)** - A sample MCP server for VolcEngine TOS that flexibly get objects from TOS. - **[Wanaku MCP Router](https://github.com/wanaku-ai/wanaku/)** - The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents. - **[Webflow](https://github.com/kapilduraphe/webflow-mcp-server)** - Interfact with the Webflow APIs -- **[whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp)** - A mcp server for tracking cryptocurrency whale transactions. +- **[whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp)** - A mcp server for tracking cryptocurrency whale transactions. +- **[WhatsApp MCP Server](https://github.com/lharries/whatsapp-mcp)** - MCP server for your personal WhatsApp handling individuals, groups, searching and sending. - **[Whois MCP](https://github.com/bharathvaj-ganesan/whois-mcp)** - MCP server that performs whois lookup against domain, IP, ASN and TLD. - **[WildFly MCP](https://github.com/wildfly-extras/wildfly-mcp)** - WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...). - **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells. From d2bcbeecb5eb39e1d92f7c45f33feb48cb2d969c Mon Sep 17 00:00:00 2001 From: Helix Date: Sun, 30 Mar 2025 22:32:48 +0200 Subject: [PATCH 03/35] Update README.md to add a new Community Server (Shodan) Commit to add the Shodan MCP Server to the wiki for direct interaction. Compatible at the date of this commit with Cursor, Claude and VSCode Insiders. --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 1ebd7d52..f6171f12 100644 --- a/README.md +++ b/README.md @@ -323,6 +323,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[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. - **[SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng)** - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) - **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - A MCP server to interact with a ServiceNow instance +- **[Shodan MCP](https://github.com/Hexix23/shodan-mcp)** - MCP server to interact with [Shodan](https://www.shodan.io/) - **[Siri Shortcuts](https://github.com/dvcrn/mcp-server-siri-shortcuts)** - MCP to interact with Siri Shortcuts on macOS. Exposes all Shortcuts as MCP tools. - **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations. - **[Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server)** - This MCP server enables LLMs to interact with the Solana blockchain with help of Solana Agent Kit by SendAI, allowing for 40+ protcool actions and growing From e3babc7fa1de847aad2bf5b85fab2c6d991a483c Mon Sep 17 00:00:00 2001 From: YuChenSSR Date: Mon, 31 Mar 2025 20:58:12 +0800 Subject: [PATCH 04/35] Add Multi-Model Advisor to the list of community MCP servers in README --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 1ebd7d52..b1c6ae11 100644 --- a/README.md +++ b/README.md @@ -270,6 +270,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[MongoDB Lens](https://github.com/furey/mongodb-lens)** - Full Featured MCP Server for MongoDB Databases. - **[Monday.com](https://github.com/sakce/mcp-server-monday)** - MCP Server to interact with Monday.com boards and items. - **[Multicluster-MCP-Sever](https://github.com/yanmxa/multicluster-mcp-server)** - The gateway for GenAI systems to interact with multiple Kubernetes clusters. +- **[Multi-Model Advisor](https://github.com/YuChenSSR/multi-ai-advisor-mcp)** - A Model Context Protocol (MCP) server that orchestrates queries across multiple Ollama models, synthesizing their insights to deliver a comprehensive and multifaceted AI perspective on any given query. - **[MySQL](https://github.com/benborla/mcp-server-mysql)** (by benborla) - MySQL database integration in NodeJS with configurable access controls and schema inspection - **[MySQL](https://github.com/designcomputer/mysql_mcp_server)** (by DesignComputer) - MySQL database integration in Python with configurable access controls and schema inspection - **[n8n](https://github.com/leonardsellem/n8n-mcp-server)** - This MCP server provides tools and resources for AI assistants to manage n8n workflows and executions, including listing, creating, updating, and deleting workflows, as well as monitoring their execution status. From 42cd3b6e56e426ba31fc90c7031637d9eb1bddcb Mon Sep 17 00:00:00 2001 From: moonrailgun Date: Tue, 1 Apr 2025 00:34:08 +0800 Subject: [PATCH 05/35] docs: add tianji mcp server link --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 1ebd7d52..a6af49d0 100644 --- a/README.md +++ b/README.md @@ -113,6 +113,7 @@ Official integrations are maintained by companies building production ready MCP - Stripe Logo **[Stripe](https://github.com/stripe/agent-toolkit)** - Interact with Stripe API - Tavily Logo **[Tavily](https://github.com/tavily-ai/tavily-mcp)** - Search engine for AI agents (search + extract) powered by [Tavily](https://tavily.com/) - Thirdweb Logo **[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/) +- Tianji Logo **[Tianji](https://github.com/msgbyte/tianji/tree/master/apps/mcp-server)** - Interact with Tianji platform whatever selfhosted or cloud platform, powered by [Tianji](https://tianji.msgbyte.com/). - Tinybird Logo **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interact with Tinybird serverless ClickHouse platform - UnifAI Logo **[UnifAI](https://github.com/unifai-network/unifai-mcp-server)** - Dynamically search and call tools using [UnifAI Network](https://unifai.network) - Unstructured Logo **[Unstructured](https://github.com/Unstructured-IO/UNS-MCP)** - Set up and interact with your unstructured data processing workflows in [Unstructured Platform](https://unstructured.io) From c227826db458206c8c199bef46e6030be996ef65 Mon Sep 17 00:00:00 2001 From: Gal Date: Mon, 31 Mar 2025 22:04:45 +0300 Subject: [PATCH 06/35] Add Edwin to MCP server list --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 1ebd7d52..3d3b8109 100644 --- a/README.md +++ b/README.md @@ -131,6 +131,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[Ableton Live](https://github.com/Simon-Kansara/ableton-live-mcp-server)** - an MCP server to control Ableton Live. - **[Airbnb](https://github.com/openbnb-org/mcp-server-airbnb)** - Provides tools to search Airbnb and get listing details. - **[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. +- **[Edwin](https://github.com/edwin-finance/edwin/tree/main/examples/mcp-server)** - MCP server for edwin SDK - enabling AI agents to interact with DeFi protocols across EVM, Solana and other blockchains. - **[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. - **[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. From 01dc9d2572434ee860f4ddade3dddd3e71ddbd00 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?V=C3=ADctor=20Romero?= <46640258+IOhacker@users.noreply.github.com> Date: Mon, 31 Mar 2025 21:34:49 -0600 Subject: [PATCH 07/35] Integrate the MCP Server for Mifos X an Open Source Core Banking Solution for Financial Institutions Integrate the MCP Server for Mifos X an Open Source Core Banking Solution for Financial Institutions --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 1ebd7d52..51bf0e87 100644 --- a/README.md +++ b/README.md @@ -252,6 +252,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[mac-messages-mcp](https://github.com/carterlasalle/mac_messages_mcp)** - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages. - **[MariaDB](https://github.com/abel9851/mcp-server-mariadb)** - MariaDB database integration with configurable access controls in Python. - **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more. +- **[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. - **[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 Installer](https://github.com/anaisbetts/mcp-installer)** - This server is a server that installs other MCP servers for you. From 8d25f0e7434ba2f39cc32176bd7424e3c18af43e Mon Sep 17 00:00:00 2001 From: Aland Osman <56197620+Lunatix01@users.noreply.github.com> Date: Tue, 1 Apr 2025 12:01:15 +0300 Subject: [PATCH 08/35] Add Spring AI MCP Client and Server to README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 1ebd7d52..89a6697d 100644 --- a/README.md +++ b/README.md @@ -372,11 +372,13 @@ These are high-level frameworks that make it easier to build MCP servers or clie * **[Higress MCP Server Hosting](https://github.com/alibaba/higress/tree/main/plugins/wasm-go/mcp-servers)** - A solution for hosting MCP Servers by extending the API Gateway (based on Envoy) with wasm plugins. * **[MCP-Framework](https://mcp-framework.com)** Build MCP servers with elegance and speed in Typescript. Comes with a CLI to create your project with `mcp create app`. Get started with your first server in under 5 minutes by **[Alex Andru](https://github.com/QuantGeekDev)** * **[Quarkus MCP Server SDK](https://github.com/quarkiverse/quarkus-mcp-server)** (Java) +* **[Spring AI MCP Server](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-server-boot-starter-docs.html)** - Provides auto-configuration for setting up an MCP server in Spring Boot applications. * **[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 ### For clients * **[codemirror-mcp](https://github.com/marimo-team/codemirror-mcp)** - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands +* **[Spring AI MCP Client](https://docs.spring.io/spring-ai/reference/api/mcp/mcp-client-boot-starter-docs.html)** - Provides auto-configuration for MCP client functionality in Spring Boot applications. ## 📚 Resources From 5ab9ded765135be2487709fbdc798342ccea64a8 Mon Sep 17 00:00:00 2001 From: samuelhsin Date: Wed, 2 Apr 2025 00:02:10 +0800 Subject: [PATCH 09/35] Update README.md --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 1ebd7d52..dab32ef2 100644 --- a/README.md +++ b/README.md @@ -58,6 +58,7 @@ Official integrations are maintained by companies building production ready MCP - **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1) - Comet Logo **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language. - **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex. +- DataWorks Logo **[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. - Dart Logo **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool - DevHub Logo **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform - E2B Logo **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev) From db80920ed17033417b73fdae8d27ad2f2d0d293a Mon Sep 17 00:00:00 2001 From: samuelhsin Date: Wed, 2 Apr 2025 00:15:46 +0800 Subject: [PATCH 10/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index dab32ef2..d2528b55 100644 --- a/README.md +++ b/README.md @@ -58,8 +58,8 @@ Official integrations are maintained by companies building production ready MCP - **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1) - Comet Logo **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language. - **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex. -- DataWorks Logo **[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. - Dart Logo **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool +- DataWorks Logo **[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. - DevHub Logo **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform - E2B Logo **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev) - EduBase Logo **[EduBase](https://github.com/EduBase/MCP)** - Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities From 293c4b734f1709b43b1ae605a7ec018f413f5058 Mon Sep 17 00:00:00 2001 From: yunusemreozdemir Date: Wed, 2 Apr 2025 01:11:12 +0300 Subject: [PATCH 11/35] add upstash mcp server to official integrations --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 35e24f15..1bf97ac9 100644 --- a/README.md +++ b/README.md @@ -116,6 +116,7 @@ Official integrations are maintained by companies building production ready MCP - Tinybird Logo **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interact with Tinybird serverless ClickHouse platform - UnifAI Logo **[UnifAI](https://github.com/unifai-network/unifai-mcp-server)** - Dynamically search and call tools using [UnifAI Network](https://unifai.network) - Unstructured Logo **[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 Logo **[Upstash](https://github.com/upstash/mcp-server)** - Manage Redis databases and run Redis commands on [Upstash](https://upstash.com/) with natural language. - **[Vectorize](https://github.com/vectorize-io/vectorize-mcp-server/)** - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking. - Verodat Logo **[Verodat](https://github.com/Verodat/verodat-mcp-server)** - Interact with Verodat AI Ready Data platform - VeyraX Logo **[VeyraX](https://github.com/VeyraX/veyrax-mcp)** - Single tool to control all 100+ API integrations, and UI components From 5e90fb0d3e257a47f060b20c379300f528598d9c Mon Sep 17 00:00:00 2001 From: Daniel Allen Date: Thu, 3 Apr 2025 08:04:50 +0100 Subject: [PATCH 12/35] Add official Burp Suite MCP server extension to servers list --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 35e24f15..b7745b45 100644 --- a/README.md +++ b/README.md @@ -51,6 +51,7 @@ Official integrations are maintained by companies building production ready MCP - Bankless Logo **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state. - Box Logo **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI. - Browserbase Logo **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) +- PortSwigger Logo **[Burp Suite](https://github.com/PortSwigger/mcp-server)** - MCP Server extension allowing AI clients to connect to [Burp Suite](https://portswigger.net) - **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com). - **[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 Logo **[Chronulus AI](https://github.com/ChronulusAI/chronulus-mcp)** - Predict anything with Chronulus AI forecasting and prediction agents. From aa5e9791c944e2c6048532e0b63e8b2a015c20cf Mon Sep 17 00:00:00 2001 From: kars Date: Sat, 5 Apr 2025 14:01:57 +0900 Subject: [PATCH 13/35] add OP.GG to list --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 788118eb..a0ebff65 100644 --- a/README.md +++ b/README.md @@ -99,6 +99,7 @@ Official integrations are maintained by companies building production ready MCP - Neon Logo **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform - OceanBase Logo **[OceanBase](https://github.com/oceanbase/mcp-oceanbase)** - MCP Server for OceanBase database and its tools - Octagon Logo **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data. +- OP.GG Logo **[OP.GG](https://github.com/opgginc/opgg-mcp-esports)** - Fetch upcoming League of Legends tournaments (Worlds, MSI, LCK, LPL, LEC and etc) match schedules effortlessly. - Oxylabs Logo **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction. - Perplexity Logo **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI. - **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine From 0a27c33c399202f6771135ffdf11ee595410e43f Mon Sep 17 00:00:00 2001 From: thefalc Date: Tue, 8 Apr 2025 06:54:45 -0700 Subject: [PATCH 14/35] Added Confluent MCP server project --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index daaaf373..bede3e98 100644 --- a/README.md +++ b/README.md @@ -61,6 +61,7 @@ Official integrations are maintained by companies building production ready MCP - **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1) - CodeLogic Logo **[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. - Comet Logo **[Comet Opik](https://github.com/comet-ml/opik-mcp)** - Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language. +- **[Confluent](https://github.com/confluentinc/mcp-confluent)** - Interact with Confluent Kafka and Confluent Cloud REST APIs. - **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex. - Dart Logo **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool - DevHub Logo **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform From 944e162c4577b68baf2d4da8191ff0adcd68301f Mon Sep 17 00:00:00 2001 From: Juan Santos Ochoa Date: Mon, 31 Mar 2025 13:46:22 -0600 Subject: [PATCH 15/35] docs: add Jupyter Notebook MCP to Community Servers JupyterMCP connects Jupyter Notebook to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more. --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 5a631bac..2b405a90 100644 --- a/README.md +++ b/README.md @@ -259,6 +259,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[JavaFX](https://github.com/mcpso/mcp-server-javafx)** - Make drawings using a JavaFX canvas - **[JDBC](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc)** - Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, sqllite and [more](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc#supported-jdbc-variants). - **[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. +- **[Jupyter Notebook](https://github.com/jjsantos01/jupyter-notebook-mcp)** - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. This integration enables AI-assisted code execution, data analysis, visualization, and more. - **[KiCad MCP](https://github.com/lamaalrajih/kicad-mcp)** - MCP server for KiCad on Mac, Windows, and Linux. - **[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. - **[Kibela](https://github.com/kiwamizamurai/mcp-kibela-server)** (by kiwamizamurai) - Interact with Kibela API. From 02ba70681d92513a7a5bb3f97af6ca71fd4962fd Mon Sep 17 00:00:00 2001 From: samuelhsin Date: Tue, 29 Apr 2025 23:40:21 +0800 Subject: [PATCH 16/35] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index b3f2dda6..7bb8838c 100644 --- a/README.md +++ b/README.md @@ -71,7 +71,6 @@ Official integrations are maintained by companies building production ready MCP - **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex. - **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters. - Dart Logo **[Dart](https://github.com/its-dart/dart-mcp-server)** - Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool -- DataWorks Logo **[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. - DevHub Logo **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform - E2B Logo **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev) - EduBase Logo **[EduBase](https://github.com/EduBase/MCP)** - Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities @@ -220,6 +219,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[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! - **[DaVinci Resolve](https://github.com/samuelgursky/davinci-resolve-mcp)** - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control. - **[Dataset Viewer](https://github.com/privetin/dataset-viewer)** - Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export +- **[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. - **[DBHub](https://github.com/bytebase/dbhub/)** - Universal database MCP server connecting to MySQL, PostgreSQL, SQLite, DuckDB and etc. - **[Deebo](https://github.com/snagasuri/deebo-prototype)** – Agentic debugging MCP server that helps AI coding agents delegate and fix hard bugs through isolated multi-agent hypothesis testing. - **[Deep Research](https://github.com/reading-plus-ai/mcp-server-deep-research)** - Lightweight MCP server offering Grok/OpenAI/Gemini/Perplexity-style automated deep research exploration and structured reporting. From ecb96d18f4ff8ef2fe22101f64efc0ac94999ac0 Mon Sep 17 00:00:00 2001 From: Pablo Camprubi <88673429+pablocamprubi@users.noreply.github.com> Date: Tue, 6 May 2025 14:34:20 +0200 Subject: [PATCH 17/35] Add Salesforce MCP Server --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 9013166f..7e29a044 100644 --- a/README.md +++ b/README.md @@ -400,6 +400,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[Rquest](https://github.com/xxxbrian/mcp-rquest)** - An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures. - **[Rijksmuseum](https://github.com/r-huijts/rijksmuseum-mcp)** - Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections. - **[Riot Games](https://github.com/jifrozen0110/mcp-riot)** - MCP server for League of Legends – fetch player info, ranks, champion stats, and match history via Riot API. +- **[Salesforce MCP](https://github.com/salesforce-mcp/salesforce-mcp)** - Salesforce MCP server. Supports cloud version Salesforce-mcp.com and allows both data & metadata. - **[Salesforce MCP](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce Data and Metadata - **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - A 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. From 3e059470a7f6e464a0740c06aee2df449099713c Mon Sep 17 00:00:00 2001 From: Moongil Jeon Date: Wed, 7 May 2025 13:13:49 +0900 Subject: [PATCH 18/35] update OP.GG repo url with description --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a0ebff65..4e628442 100644 --- a/README.md +++ b/README.md @@ -99,7 +99,7 @@ Official integrations are maintained by companies building production ready MCP - Neon Logo **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform - OceanBase Logo **[OceanBase](https://github.com/oceanbase/mcp-oceanbase)** - MCP Server for OceanBase database and its tools - Octagon Logo **[Octagon](https://github.com/OctagonAI/octagon-mcp-server)** - Deliver real-time investment research with extensive private and public market data. -- OP.GG Logo **[OP.GG](https://github.com/opgginc/opgg-mcp-esports)** - Fetch upcoming League of Legends tournaments (Worlds, MSI, LCK, LPL, LEC and etc) match schedules effortlessly. +- OP.GG Logo **[OP.GG](https://github.com/opgginc/opgg-mcp)** - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics. - Oxylabs Logo **[Oxylabs](https://github.com/oxylabs/oxylabs-mcp)** - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction. - Perplexity Logo **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI. - **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine From 608bbc33a2743ccac8a2e03573d1308613f09400 Mon Sep 17 00:00:00 2001 From: Christian Jensen Date: Fri, 9 May 2025 09:37:45 -0700 Subject: [PATCH 19/35] Add Linear.app official integration One line update to add Linear.app --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 8bdc5228..c3d81980 100644 --- a/README.md +++ b/README.md @@ -106,6 +106,7 @@ Official integrations are maintained by companies building production ready MCP - Lara Translate Logo **[Lara Translate](https://github.com/translated/lara-mcp)** - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations. - Logfire Logo **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire. - Langfuse Logo **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts. +- Linear Logo **[Linear](https://linear.app/docs/mcp)** - Search, create, and update Linear issues, projects, and comments. - Lingo.dev Logo **[Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md)** - Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine. - Mailgun Logo **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API. - Make Logo **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants. From e3ccf4f0fcf67e23ddba3b2de18c05f15f5b9d4c Mon Sep 17 00:00:00 2001 From: Ahmed Osman Date: Mon, 12 May 2025 16:39:13 +0300 Subject: [PATCH 20/35] Adding Microsoft Clarity MCP --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index f8d76cba..a053a2c4 100644 --- a/README.md +++ b/README.md @@ -347,7 +347,8 @@ A growing set of community-developed and maintained servers demonstrates various - **[MSSQL-Python](https://github.com/amornpan/py-mcp-mssql)** (by amornpan) - A read-only Python implementation for MSSQL database access with enhanced security features, configurable access controls, and schema inspection capabilities. Focuses on safe database interaction through Python ecosystem. - **[MSSQL-MCP](https://github.com/daobataotie/mssql-mcp)** (by daobataotie) - MSSQL MCP that refer to the official website's SQLite MCP for modifications to adapt to MSSQL - **[Markdownify](https://github.com/zcaceres/mcp-markdownify-server)** - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more) -- **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) +- **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) +- **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server))** - Official MCP Server to get your analytics data from Microsoft Clarity - **[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 - **[Mobile MCP](https://github.com/mobile-next/mobile-mcp)** (by Mobile Next) - MCP server for Mobile(iOS/Android) automation, app scraping and development using physical devices or simulators/emulators. From b7fea4004c38228803f45b23e3b4ee2dc8f4fb10 Mon Sep 17 00:00:00 2001 From: Gal Date: Wed, 14 May 2025 15:49:03 +0300 Subject: [PATCH 21/35] Modify to alphabetic order --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 4d846e13..dd278e53 100644 --- a/README.md +++ b/README.md @@ -173,7 +173,6 @@ A growing set of community-developed and maintained servers demonstrates various - **[Airbnb](https://github.com/openbnb-org/mcp-server-airbnb)** - Provides tools to search Airbnb and get listing details. - **[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. - **[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. -- **[Edwin](https://github.com/edwin-finance/edwin/tree/main/examples/mcp-server)** - MCP server for edwin SDK - enabling AI agents to interact with DeFi protocols across EVM, Solana and other blockchains. - **[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. - **[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. @@ -256,6 +255,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[Drupal](https://github.com/Omedia/mcp-server-drupal)** - Server for interacting with [Drupal](https://www.drupal.org/project/mcp) using STDIO transport layer. - **[dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp)** - A mcp server that bridges Dune Analytics data to AI agents. - **[EdgeOne Pages MCP](https://github.com/TencentEdgeOne/edgeone-pages-mcp)** - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL. +- **[Edwin](https://github.com/edwin-finance/edwin/tree/main/examples/mcp-server)** - MCP server for edwin SDK - enabling AI agents to interact with DeFi protocols across EVM, Solana and other blockchains. - **[Elasticsearch](https://github.com/cr7258/elasticsearch-mcp-server)** - MCP server implementation that provides Elasticsearch interaction. - **[ElevenLabs](https://github.com/mamertofabian/elevenlabs-mcp-server)** - A server that integrates with ElevenLabs text-to-speech API capable of generating full voiceovers with multiple voices. - **[Email](https://github.com/Shy2593666979/mcp-server-email)** - This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content. From 5a7c877e80c0b70d0b6020ee4a42582f7fea9c32 Mon Sep 17 00:00:00 2001 From: "wenfeng.wf" Date: Thu, 15 May 2025 17:52:01 +0800 Subject: [PATCH 22/35] Add Alibaba Cloud RDS MCP Server to README --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index de01e8ee..877d91f6 100644 --- a/README.md +++ b/README.md @@ -45,6 +45,7 @@ Official integrations are maintained by companies building production ready MCP - AgentRPC Logo **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/). - Aiven Logo **[Aiven](https://github.com/Aiven-Open/mcp-aiven)** - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services - Alibaba Cloud AnalyticDB for MySQL Logo **[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 RDS MySQL Logo **[Alibaba Cloud RDS MySQL](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM. - Apache IoTDB Logo **[Apache IoTDB](https://github.com/apache/iotdb-mcp-server)** - MCP Server for [Apache IoTDB](https://github.com/apache/iotdb) database and its tools - Apify Logo **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more - APIMatic Logo **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API. From 1f8d5e948cf6ead6e716c9cddc120c26a8b60820 Mon Sep 17 00:00:00 2001 From: "wenfeng.wf" Date: Thu, 15 May 2025 17:54:27 +0800 Subject: [PATCH 23/35] Add Alibaba Cloud RDS MCP Server to README --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 877d91f6..8129c7cd 100644 --- a/README.md +++ b/README.md @@ -45,7 +45,7 @@ Official integrations are maintained by companies building production ready MCP - AgentRPC Logo **[AgentRPC](https://github.com/agentrpc/agentrpc)** - Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/). - Aiven Logo **[Aiven](https://github.com/Aiven-Open/mcp-aiven)** - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services - Alibaba Cloud AnalyticDB for MySQL Logo **[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 RDS MySQL Logo **[Alibaba Cloud RDS MySQL](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM. +- Alibaba Cloud RDS MySQL Logo **[Alibaba Cloud RDS](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server)** - An MCP server designed to interact with the Alibaba Cloud RDS OpenAPI, enabling programmatic management of RDS resources via an LLM. - Apache IoTDB Logo **[Apache IoTDB](https://github.com/apache/iotdb-mcp-server)** - MCP Server for [Apache IoTDB](https://github.com/apache/iotdb) database and its tools - Apify Logo **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more - APIMatic Logo **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API. From 3894d236c0eb54377f88991db4979cc5b4dd7d17 Mon Sep 17 00:00:00 2001 From: cliffhall Date: Thu, 15 May 2025 14:13:15 -0400 Subject: [PATCH 24/35] * In src/everything/sse.ts and streamableHttp.ts - Replace console.log with console.error throughout * In src/everything/sse.ts - remove the process.exit() in the server.onclose handler so reconnections are possible --- src/everything/sse.ts | 7 +++---- src/everything/streamableHttp.ts | 22 +++++++++++----------- 2 files changed, 14 insertions(+), 15 deletions(-) diff --git a/src/everything/sse.ts b/src/everything/sse.ts index 928916c7..b687ad40 100644 --- a/src/everything/sse.ts +++ b/src/everything/sse.ts @@ -11,24 +11,23 @@ const { server, cleanup } = createServer(); let transport: SSEServerTransport; app.get("/sse", async (req, res) => { - console.log("Received connection"); + console.error("Received connection"); transport = new SSEServerTransport("/message", res); await server.connect(transport); server.onclose = async () => { await cleanup(); await server.close(); - process.exit(0); }; }); app.post("/message", async (req, res) => { - console.log("Received message"); + console.error("Received message"); await transport.handlePostMessage(req, res); }); const PORT = process.env.PORT || 3001; app.listen(PORT, () => { - console.log(`Server is running on port ${PORT}`); + console.error(`Server is running on port ${PORT}`); }); diff --git a/src/everything/streamableHttp.ts b/src/everything/streamableHttp.ts index e6486dfa..9ea3a8fc 100644 --- a/src/everything/streamableHttp.ts +++ b/src/everything/streamableHttp.ts @@ -13,7 +13,7 @@ const { server, cleanup } = createServer(); const transports: { [sessionId: string]: StreamableHTTPServerTransport } = {}; app.post('/mcp', async (req: Request, res: Response) => { - console.log('Received MCP POST request'); + console.error('Received MCP POST request'); try { // Check for existing session ID const sessionId = req.headers['mcp-session-id'] as string | undefined; @@ -31,7 +31,7 @@ app.post('/mcp', async (req: Request, res: Response) => { onsessioninitialized: (sessionId) => { // Store the transport by session ID when session is initialized // This avoids race conditions where requests might come in before the session is stored - console.log(`Session initialized with ID: ${sessionId}`); + console.error(`Session initialized with ID: ${sessionId}`); transports[sessionId] = transport; } }); @@ -40,7 +40,7 @@ app.post('/mcp', async (req: Request, res: Response) => { transport.onclose = () => { const sid = transport.sessionId; if (sid && transports[sid]) { - console.log(`Transport closed for session ${sid}, removing from transports map`); + console.error(`Transport closed for session ${sid}, removing from transports map`); delete transports[sid]; } }; @@ -85,7 +85,7 @@ app.post('/mcp', async (req: Request, res: Response) => { // Handle GET requests for SSE streams (using built-in support from StreamableHTTP) app.get('/mcp', async (req: Request, res: Response) => { - console.log('Received MCP GET request'); + console.error('Received MCP GET request'); const sessionId = req.headers['mcp-session-id'] as string | undefined; if (!sessionId || !transports[sessionId]) { res.status(400).json({ @@ -102,9 +102,9 @@ app.get('/mcp', async (req: Request, res: Response) => { // Check for Last-Event-ID header for resumability const lastEventId = req.headers['last-event-id'] as string | undefined; if (lastEventId) { - console.log(`Client reconnecting with Last-Event-ID: ${lastEventId}`); + console.error(`Client reconnecting with Last-Event-ID: ${lastEventId}`); } else { - console.log(`Establishing new SSE stream for session ${sessionId}`); + console.error(`Establishing new SSE stream for session ${sessionId}`); } const transport = transports[sessionId]; @@ -126,7 +126,7 @@ app.delete('/mcp', async (req: Request, res: Response) => { return; } - console.log(`Received session termination request for session ${sessionId}`); + console.error(`Received session termination request for session ${sessionId}`); try { const transport = transports[sessionId]; @@ -150,17 +150,17 @@ app.delete('/mcp', async (req: Request, res: Response) => { // Start the server const PORT = process.env.PORT || 3001; app.listen(PORT, () => { - console.log(`MCP Streamable HTTP Server listening on port ${PORT}`); + console.error(`MCP Streamable HTTP Server listening on port ${PORT}`); }); // Handle server shutdown process.on('SIGINT', async () => { - console.log('Shutting down server...'); + console.error('Shutting down server...'); // Close all active transports to properly clean up resources for (const sessionId in transports) { try { - console.log(`Closing transport for session ${sessionId}`); + console.error(`Closing transport for session ${sessionId}`); await transports[sessionId].close(); delete transports[sessionId]; } catch (error) { @@ -169,6 +169,6 @@ process.on('SIGINT', async () => { } await cleanup(); await server.close(); - console.log('Server shutdown complete'); + console.error('Server shutdown complete'); process.exit(0); }); From 26aa0f8091853ebc43d481f1e8f95cf960bb0a5c Mon Sep 17 00:00:00 2001 From: cliffhall Date: Thu, 15 May 2025 14:32:42 -0400 Subject: [PATCH 25/35] * In src/everything/sse.ts - add SIGINT handler that does cleanup, server.close, and process.exit --- src/everything/sse.ts | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/src/everything/sse.ts b/src/everything/sse.ts index b687ad40..01794cdd 100644 --- a/src/everything/sse.ts +++ b/src/everything/sse.ts @@ -19,6 +19,7 @@ app.get("/sse", async (req, res) => { await cleanup(); await server.close(); }; + }); app.post("/message", async (req, res) => { @@ -27,7 +28,14 @@ app.post("/message", async (req, res) => { await transport.handlePostMessage(req, res); }); +process.on("SIGINT", async () => { + await cleanup(); + await server.close(); + process.exit(0); +}); + const PORT = process.env.PORT || 3001; app.listen(PORT, () => { console.error(`Server is running on port ${PORT}`); }); + From 12429d2861e65ede8db5277651d4fb3b9f4abfd8 Mon Sep 17 00:00:00 2001 From: Vish <806390+vish74@users.noreply.github.com> Date: Thu, 15 May 2025 12:33:30 -0700 Subject: [PATCH 26/35] Add Litmus MCP Server to README --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 80b0f102..f0340d1f 100644 --- a/README.md +++ b/README.md @@ -113,6 +113,7 @@ Official integrations are maintained by companies building production ready MCP - Logfire Logo **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire. - Langfuse Logo **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts. - Lingo.dev Logo **[Lingo.dev](https://github.com/lingodotdev/lingo.dev/blob/main/mcp.md)** - Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine. +- Litmus.io Logo **[Litmus.io](https://github.com/litmusautomation/litmus-mcp-server)** - Official MCP server for configuring [Litmus](https://litmus.io) Edge for Industrial Data Collection, Edge Analytics & Industrial AI. - Mailgun Logo **[Mailgun](https://github.com/mailgun/mailgun-mcp-server)** - Interact with Mailgun API. - Make Logo **[Make](https://github.com/integromat/make-mcp-server)** - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants. - MCP Toolbox for Databases Logo **[MCP Toolbox for Databases](https://github.com/googleapis/genai-toolbox)** - Open source MCP server specializing in easy, fast, and secure tools for Databases. Supports AlloyDB, BigQuery, Bigtable, Cloud SQL, Dgraph, MySQL, Neo4j, Postgres, Spanner, and more. From 085a1a6b567968b0c8fcd1c9f95f75bc05a63ce4 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?V=C3=ADctor=20Romero?= <46640258+IOhacker@users.noreply.github.com> Date: Fri, 16 May 2025 10:42:49 -0600 Subject: [PATCH 27/35] Update README.md Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 334927d5..81a692bf 100644 --- a/README.md +++ b/README.md @@ -348,7 +348,6 @@ A growing set of community-developed and maintained servers demonstrates various - **[Markdown2doc](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/pandoc)** - Convert between various file formats using Pandoc - **[Markitdown](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/markitdown)** - Convert files to Markdown - **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more. -- **[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. - **[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 Installer](https://github.com/anaisbetts/mcp-installer)** - This server is a server that installs other MCP servers for you. @@ -366,7 +365,8 @@ A growing set of community-developed and maintained servers demonstrates various - **[MSSQL-Python](https://github.com/amornpan/py-mcp-mssql)** (by amornpan) - A read-only Python implementation for MSSQL database access with enhanced security features, configurable access controls, and schema inspection capabilities. Focuses on safe database interaction through Python ecosystem. - **[MSSQL-MCP](https://github.com/daobataotie/mssql-mcp)** (by daobataotie) - MSSQL MCP that refer to the official website's SQLite MCP for modifications to adapt to MSSQL - **[Markdownify](https://github.com/zcaceres/mcp-markdownify-server)** - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more) -- **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) +- **[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. - **[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 From da044becba6eb219b9f2b3739450c13880752b96 Mon Sep 17 00:00:00 2001 From: gitmotion <43588713+gitmotion@users.noreply.github.com> Date: Wed, 16 Apr 2025 14:01:53 -0700 Subject: [PATCH 28/35] Add ntfy-me-mcp server adding space update --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index c4b9d9f1..f9ae168f 100644 --- a/README.md +++ b/README.md @@ -392,6 +392,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[Notion](https://github.com/suekou/mcp-notion-server)** (by suekou) - Interact with Notion API. - **[Notion](https://github.com/v-3/notion-server)** (by v-3) - Notion MCP integration. Search, Read, Update, and Create pages through Claude chat. - **[ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp)** (by teddyzxcv) - The MCP server that keeps you informed by sending the notification on phone using ntfy +- **[ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp)** (by gitmotion) - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!) - **[oatpp-mcp](https://github.com/oatpp/oatpp-mcp)** - C++ MCP integration for Oat++. Use [Oat++](https://oatpp.io) to build MCP servers. - **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through your Obsidian vault or any directory containing Markdown notes - **[obsidian-mcp](https://github.com/StevenStavrakis/obsidian-mcp)** - (by Steven Stavrakis) An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes. From 72db651adc2fd98eb48014f885cb2b0c21b68c91 Mon Sep 17 00:00:00 2001 From: Hexix23 Date: Sat, 17 May 2025 19:51:58 +0200 Subject: [PATCH 29/35] Update README.md to improve clarity and organization of reference servers --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index f6171f12..4432d0e4 100644 --- a/README.md +++ b/README.md @@ -324,6 +324,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng)** - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) - **[ServiceNow](https://github.com/osomai/servicenow-mcp)** - A MCP server to interact with a ServiceNow instance - **[Shodan MCP](https://github.com/Hexix23/shodan-mcp)** - MCP server to interact with [Shodan](https://www.shodan.io/) +- **[Shopify](https://github.com/GeLi2001/shopify-mcp)** - MCP to interact with Shopify API including order, product, customers and so on. - **[Siri Shortcuts](https://github.com/dvcrn/mcp-server-siri-shortcuts)** - MCP to interact with Siri Shortcuts on macOS. Exposes all Shortcuts as MCP tools. - **[Snowflake](https://github.com/isaacwasserman/mcp-snowflake-server)** - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations. - **[Solana Agent Kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server)** - This MCP server enables LLMs to interact with the Solana blockchain with help of Solana Agent Kit by SendAI, allowing for 40+ protcool actions and growing From 6687432d21a7e821f003da53d4b27c92645e3600 Mon Sep 17 00:00:00 2001 From: Ahmed Osman Date: Sun, 18 May 2025 12:23:24 -0700 Subject: [PATCH 30/35] Removing extra ) --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a053a2c4..53187e2c 100644 --- a/README.md +++ b/README.md @@ -348,7 +348,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[MSSQL-MCP](https://github.com/daobataotie/mssql-mcp)** (by daobataotie) - MSSQL MCP that refer to the official website's SQLite MCP for modifications to adapt to MSSQL - **[Markdownify](https://github.com/zcaceres/mcp-markdownify-server)** - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more) - **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) -- **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server))** - Official MCP Server to get your analytics data from Microsoft Clarity +- **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity - **[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 - **[Mobile MCP](https://github.com/mobile-next/mobile-mcp)** (by Mobile Next) - MCP server for Mobile(iOS/Android) automation, app scraping and development using physical devices or simulators/emulators. From 99619816ad26623a20600a7506f508df776aacfa Mon Sep 17 00:00:00 2001 From: Ahmed Osman Date: Sun, 18 May 2025 12:56:29 -0700 Subject: [PATCH 31/35] Moving Microsoft Clarity MCP to Official section --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 722ecc18..1ccaf59a 100644 --- a/README.md +++ b/README.md @@ -122,6 +122,7 @@ Official integrations are maintained by companies building production ready MCP - Meilisearch Logo **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API) - Memgraph Logo **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database. - **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro +- **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity - **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database. - **[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. @@ -368,8 +369,7 @@ A growing set of community-developed and maintained servers demonstrates various - **[MSSQL-Python](https://github.com/amornpan/py-mcp-mssql)** (by amornpan) - A read-only Python implementation for MSSQL database access with enhanced security features, configurable access controls, and schema inspection capabilities. Focuses on safe database interaction through Python ecosystem. - **[MSSQL-MCP](https://github.com/daobataotie/mssql-mcp)** (by daobataotie) - MSSQL MCP that refer to the official website's SQLite MCP for modifications to adapt to MSSQL - **[Markdownify](https://github.com/zcaceres/mcp-markdownify-server)** - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more) -- **[Microsoft Teams](https://github.com/InditexTech/mcp-teams-server)** - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) -- **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity +- **[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. - **[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. From 9025d912ff22bebaae7a1e7461400fa08b1a8857 Mon Sep 17 00:00:00 2001 From: Ahmed Osman Date: Sun, 18 May 2025 13:00:46 -0700 Subject: [PATCH 32/35] Updating Clarity logo --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 1ccaf59a..085a9e95 100644 --- a/README.md +++ b/README.md @@ -122,7 +122,7 @@ Official integrations are maintained by companies building production ready MCP - Meilisearch Logo **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API) - Memgraph Logo **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database. - **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro -- **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity +- Microsoft Clarity Logo**[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity - **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database. - **[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. From b8c9e33536b6c7840511ea23c45fd5dc462b74be Mon Sep 17 00:00:00 2001 From: Ahmed Osman Date: Sun, 18 May 2025 13:01:42 -0700 Subject: [PATCH 33/35] Adding spacing between logo and description --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 085a9e95..bb7e353a 100644 --- a/README.md +++ b/README.md @@ -122,7 +122,7 @@ Official integrations are maintained by companies building production ready MCP - Meilisearch Logo **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API) - Memgraph Logo **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database. - **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro -- Microsoft Clarity Logo**[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity +- Microsoft Clarity Logo** [Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity - **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database. - **[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. From d5a5d5ee9ce9b5e2256f7210c61800ecff251269 Mon Sep 17 00:00:00 2001 From: Ahmed Osman Date: Sun, 18 May 2025 13:03:47 -0700 Subject: [PATCH 34/35] Fixing spacing between logo and title for Microsoft Clarity --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index bb7e353a..44c63e06 100644 --- a/README.md +++ b/README.md @@ -122,7 +122,7 @@ Official integrations are maintained by companies building production ready MCP - Meilisearch Logo **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API) - Memgraph Logo **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database. - **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro -- Microsoft Clarity Logo** [Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity +- Microsoft Clarity Logo **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity - **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database. - **[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. From ee308c052c07c47f7a3572fa9f984c45b473eef3 Mon Sep 17 00:00:00 2001 From: Ahmed Osman Date: Sun, 18 May 2025 13:06:12 -0700 Subject: [PATCH 35/35] Updating description for Clarity --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 44c63e06..cb85a82a 100644 --- a/README.md +++ b/README.md @@ -122,7 +122,7 @@ Official integrations are maintained by companies building production ready MCP - Meilisearch Logo **[Meilisearch](https://github.com/meilisearch/meilisearch-mcp)** - Interact & query with Meilisearch (Full-text & semantic search API) - Memgraph Logo **[Memgraph](https://github.com/memgraph/mcp-memgraph)** - Query your data in [Memgraph](https://memgraph.com/) graph database. - **[Metoro](https://github.com/metoro-io/metoro-mcp-server)** - Query and interact with kubernetes environments monitored by Metoro -- Microsoft Clarity Logo **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your analytics data from Microsoft Clarity +- Microsoft Clarity Logo **[Microsoft Clarity](https://github.com/microsoft/clarity-mcp-server)** - Official MCP Server to get your behavioral analytics data and insights from [Clarity](https://clarity.microsoft.com) - **[Milvus](https://github.com/zilliztech/mcp-server-milvus)** - Search, Query and interact with data in your Milvus Vector Database. - **[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.