From 27486b60a7bd95242fd521516ff567d09fb82229 Mon Sep 17 00:00:00 2001 From: Vladimir Daskalov Date: Sat, 27 Sep 2025 11:18:29 +0200 Subject: [PATCH 1/2] feat: Add new pantheon-mcp server --- README.md | 248 +++++++++++++++++++++++++++--------------------------- 1 file changed, 122 insertions(+), 126 deletions(-) diff --git a/README.md b/README.md index 9299578b..7ddc41c3 100644 --- a/README.md +++ b/README.md @@ -12,14 +12,14 @@ A curated list of awesome Model Context Protocol (MCP) servers. -* [What is MCP?](#what-is-mcp) -* [Clients](#clients) -* [Tutorials](#tutorials) -* [Community](#community) -* [Legend](#legend) -* [Server Implementations](#server-implementations) -* [Frameworks](#frameworks) -* [Tips & Tricks](#tips-and-tricks) +- [What is MCP?](#what-is-mcp) +- [Clients](#clients) +- [Tutorials](#tutorials) +- [Community](#community) +- [Legend](#legend) +- [Server Implementations](#server-implementations) +- [Frameworks](#frameworks) +- [Tips & Tricks](#tips-and-tricks) ## What is MCP? @@ -29,87 +29,87 @@ A curated list of awesome Model Context Protocol (MCP) servers. Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients). -> [!TIP] -> [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway). +> [!TIP] > [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway). ## Tutorials -* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) -* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0) +- [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) +- [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0) ## Community -* [r/mcp Reddit](https://www.reddit.com/r/mcp) -* [Discord Server](https://glama.ai/mcp/discord) +- [r/mcp Reddit](https://www.reddit.com/r/mcp) +- [Discord Server](https://glama.ai/mcp/discord) ## Legend -* ๐ŸŽ–๏ธ โ€“ official implementation -* programming language - * ๐Ÿ โ€“ Python codebase - * ๐Ÿ“‡ โ€“ TypeScript (or JavaScript) codebase - * ๐ŸŽ๏ธ โ€“ Go codebase - * ๐Ÿฆ€ โ€“ Rust codebase - * #๏ธโƒฃ - C# Codebase - * โ˜• - Java codebase - * ๐ŸŒŠ โ€“ C/C++ codebase - * ๐Ÿ’Ž - Ruby codebase +- ๐ŸŽ–๏ธ โ€“ official implementation +- programming language -* scope - * โ˜๏ธ - Cloud Service - * ๐Ÿ  - Local Service - * ๐Ÿ“Ÿ - Embedded Systems -* operating system - * ๐ŸŽ โ€“ For macOS - * ๐ŸชŸ โ€“ For Windows - * ๐Ÿง - For Linux + - ๐Ÿ โ€“ Python codebase + - ๐Ÿ“‡ โ€“ TypeScript (or JavaScript) codebase + - ๐ŸŽ๏ธ โ€“ Go codebase + - ๐Ÿฆ€ โ€“ Rust codebase + - #๏ธโƒฃ - C# Codebase + - โ˜• - Java codebase + - ๐ŸŒŠ โ€“ C/C++ codebase + - ๐Ÿ’Ž - Ruby codebase + +- scope + - โ˜๏ธ - Cloud Service + - ๐Ÿ  - Local Service + - ๐Ÿ“Ÿ - Embedded Systems +- operating system + - ๐ŸŽ โ€“ For macOS + - ๐ŸชŸ โ€“ For Windows + - ๐Ÿง - For Linux > [!NOTE] > Confused about Local ๐Ÿ  vs Cloud โ˜๏ธ? -> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser. -> * Use cloud when MCP server is talking to remote APIs, e.g. weather API. +> +> - Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser. +> - Use cloud when MCP server is talking to remote APIs, e.g. weather API. ## Server Implementations > [!NOTE] > We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository. -* ๐Ÿ”— - [Aggregators](#aggregators) -* ๐ŸŽจ - [Art & Culture](#art-and-culture) -* ๐Ÿ“‚ - [Browser Automation](#browser-automation) -* ๐Ÿงฌ - [Biology Medicine and Bioinformatics](#bio) -* โ˜๏ธ - [Cloud Platforms](#cloud-platforms) -* ๐Ÿ‘จโ€๐Ÿ’ป - [Code Execution](#code-execution) -* ๐Ÿค– - [Coding Agents](#coding-agents) -* ๐Ÿ–ฅ๏ธ - [Command Line](#command-line) -* ๐Ÿ’ฌ - [Communication](#communication) -* ๐Ÿ‘ค - [Customer Data Platforms](#customer-data-platforms) -* ๐Ÿ—„๏ธ - [Databases](#databases) -* ๐Ÿ“Š - [Data Platforms](#data-platforms) -* ๐Ÿšš - [Delivery](#delivery) -* ๐Ÿ› ๏ธ - [Developer Tools](#developer-tools) -* ๐Ÿงฎ - [Data Science Tools](#data-science-tools) -* ๐Ÿ“Ÿ - [Embedded system](#embedded-system) -* ๐Ÿ“‚ - [File Systems](#file-systems) -* ๐Ÿ’ฐ - [Finance & Fintech](#finance--fintech) -* ๐ŸŽฎ - [Gaming](#gaming) -* ๐Ÿง  - [Knowledge & Memory](#knowledge--memory) -* ๐Ÿ—บ๏ธ - [Location Services](#location-services) -* ๐ŸŽฏ - [Marketing](#marketing) -* ๐Ÿ“Š - [Monitoring](#monitoring) -* ๐ŸŽฅ - [Multimedia Process](#multimedia-process) -* ๐Ÿ”Ž - [Search & Data Extraction](#search) -* ๐Ÿ”’ - [Security](#security) -* ๐ŸŒ - [Social Media](#social-media) -* ๐Ÿƒ - [Sports](#sports) -* ๐ŸŽง - [Support & Service Management](#support-and-service-management) -* ๐ŸŒŽ - [Translation Services](#translation-services) -* ๐ŸŽง - [Text-to-Speech](#text-to-speech) -* ๐Ÿš† - [Travel & Transportation](#travel-and-transportation) -* ๐Ÿ”„ - [Version Control](#version-control) -* ๐Ÿข - [Workplace & Productivity](#workplace-and-productivity) -* ๐Ÿ› ๏ธ - [Other Tools and Integrations](#other-tools-and-integrations) - +- ๐Ÿ”— - [Aggregators](#aggregators) +- ๐ŸŽจ - [Art & Culture](#art-and-culture) +- ๐Ÿ“‚ - [Browser Automation](#browser-automation) +- ๐Ÿงฌ - [Biology Medicine and Bioinformatics](#bio) +- โ˜๏ธ - [Cloud Platforms](#cloud-platforms) +- ๐Ÿ‘จโ€๐Ÿ’ป - [Code Execution](#code-execution) +- ๐Ÿค– - [Coding Agents](#coding-agents) +- ๐Ÿ–ฅ๏ธ - [Command Line](#command-line) +- ๐Ÿ’ฌ - [Communication](#communication) +- ๐Ÿ‘ค - [Customer Data Platforms](#customer-data-platforms) +- ๐Ÿ—„๏ธ - [Databases](#databases) +- ๐Ÿ“Š - [Data Platforms](#data-platforms) +- ๐Ÿšš - [Delivery](#delivery) +- ๐Ÿ› ๏ธ - [Developer Tools](#developer-tools) +- ๐Ÿงฎ - [Data Science Tools](#data-science-tools) +- ๐Ÿ“Ÿ - [Embedded system](#embedded-system) +- ๐Ÿ“‚ - [File Systems](#file-systems) +- ๐Ÿ’ฐ - [Finance & Fintech](#finance--fintech) +- ๐ŸŽฎ - [Gaming](#gaming) +- ๐Ÿง  - [Knowledge & Memory](#knowledge--memory) +- ๐Ÿ—บ๏ธ - [Location Services](#location-services) +- ๐ŸŽฏ - [Marketing](#marketing) +- ๐Ÿ“Š - [Monitoring](#monitoring) +- ๐ŸŽฅ - [Multimedia Process](#multimedia-process) +- ๐Ÿ”Ž - [Search & Data Extraction](#search) +- ๐Ÿ”’ - [Security](#security) +- ๐ŸŒ - [Social Media](#social-media) +- ๐Ÿƒ - [Sports](#sports) +- ๐ŸŽง - [Support & Service Management](#support-and-service-management) +- ๐ŸŒŽ - [Translation Services](#translation-services) +- ๐ŸŽง - [Text-to-Speech](#text-to-speech) +- ๐Ÿš† - [Travel & Transportation](#travel-and-transportation) +- ๐Ÿ”„ - [Version Control](#version-control) +- ๐Ÿข - [Workplace & Productivity](#workplace-and-productivity) +- ๐Ÿ› ๏ธ - [Other Tools and Integrations](#other-tools-and-integrations) ### ๐Ÿ”— Aggregators @@ -127,9 +127,9 @@ Servers for accessing many apps and tools through a single MCP server. - [sitbon/magg](https://github.com/sitbon/magg) ๐ŸŽ ๐ŸชŸ ๐Ÿง โ˜๏ธ ๐Ÿ  ๐Ÿ - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. - [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) ๐Ÿ“‡ โ˜๏ธ - OpenAI GPT image generation/editing MCP server. - [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Turn a web service into an MCP server in one click without making any code changes. -- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCPX is a production-ready, open-source gateway to manage MCP servers at scaleโ€”centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows. +- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCPX is a production-ready, open-source gateway to manage MCP servers at scaleโ€”centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows. - [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) ๐Ÿ“‡ ๐Ÿ  - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers. -- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) ๐Ÿ“‡ ๐Ÿ  - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. +- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) ๐Ÿ“‡ ๐Ÿ  - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. - [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs. - [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org - [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interfaceโ€”ideal for local devs or production agents. @@ -321,7 +321,7 @@ Integration with communication platforms for message management and channel oper - [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) ๐Ÿ โ˜๏ธ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) - [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) ๐Ÿ ๐Ÿ  - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured. - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) ๐Ÿ ๐Ÿ  - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more. -- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) ๐Ÿโ˜๏ธ - 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. +- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) ๐Ÿโ˜๏ธ - 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. - [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) ๐Ÿ“‡ โ˜๏ธ - Bluesky instance integration for querying and interaction - [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) ๐Ÿ ๐Ÿ’ฌ - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows. - [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) ๐Ÿ“‡ โ˜๏ธ - The most powerful MCP server for Slack Workspaces. @@ -338,7 +338,6 @@ Integration with communication platforms for message management and channel oper - [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server to Manage Google Tasks - [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features. - ### ๐Ÿ‘ค Customer Data Platforms Provides access to customer profiles inside of customer data platforms @@ -355,7 +354,7 @@ Provides access to customer profiles inside of customer data platforms Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access. -- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - ๐Ÿ โ˜๏ธ ๐ŸŽ–๏ธ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQLยฎ, Apache Kafkaยฎ, ClickHouseยฎ and OpenSearchยฎ services +- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - ๐Ÿ โ˜๏ธ ๐ŸŽ–๏ธ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQLยฎ, Apache Kafkaยฎ, ClickHouseยฎ and OpenSearchยฎ services - [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools - [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) โ˜• ๐Ÿ โ˜๏ธ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless. - [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) ๐Ÿ โ˜๏ธ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com). @@ -412,7 +411,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) ๐Ÿ ๐Ÿ  - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol - [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) ๐Ÿ ๐Ÿ  - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc) - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) ๐Ÿ โ˜๏ธ - Query and analyze Azure Data Explorer databases -- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) ๐Ÿ โ˜๏ธ - Query and analyze Prometheus, open-source monitoring system. +- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) ๐Ÿ โ˜๏ธ - Query and analyze Prometheus, open-source monitoring system. - [prisma/mcp](https://github.com/prisma/mcp) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries). - [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) ๐Ÿ ๐Ÿ  - A Qdrant MCP server - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) ๐Ÿ“‡ ๐Ÿ  - MongoDB integration that enables LLMs to interact directly with databases. @@ -432,7 +431,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) ๐ŸŽ๏ธ โ˜๏ธ - A Go implementation of a Model Context Protocol (MCP) server for Trino - [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) ๐ŸŽ–๏ธ ๐ŸŽ๏ธ ๐Ÿ  - Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances. - [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) ๐Ÿ ๐Ÿ“‡ โ˜๏ธ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store. -- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) ๐Ÿ ๐Ÿ  - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization +- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) ๐Ÿ ๐Ÿ  - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization - [xexr/mcp-libsql](https://github.com/Xexr/mcp-libsql) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ - Production-ready MCP server for libSQL databases with comprehensive security and management tools. - [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) ๐Ÿ“‡ โ˜๏ธ โ€” An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. - [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) ๐Ÿ โ˜๏ธ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API. @@ -454,7 +453,6 @@ Data Platforms for data integration, transformation and pipeline orchestration. - [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) ๐Ÿ ๐Ÿ  - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation. - [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) ๐Ÿ โ˜๏ธ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents. - ### ๐Ÿ’ป Developer Tools Tools and integrations that enhance the development workflow and environment management. @@ -465,11 +463,11 @@ Tools and integrations that enhance the development workflow and environment man - [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) ๐Ÿ“‡ โ˜๏ธ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time. - [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) ๐Ÿ“‡ ๐Ÿ  - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram". - [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) ๐Ÿ ๐Ÿ“‡ ๐Ÿฆ€ - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase. -- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) ๐Ÿ โ˜๏ธ ๐Ÿ“‡ - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent. -- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) ๐Ÿ โ˜๏ธ โ€“ A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude. +- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) ๐Ÿ โ˜๏ธ ๐Ÿ“‡ - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent. +- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) ๐Ÿ โ˜๏ธ โ€“ A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude. - [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ A MCP server implementation for iOS Simulator control. - [api7/apisix-mcp](https://github.com/api7/apisix-mcp) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix). -- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) ๐Ÿ ๐Ÿ  ๐ŸชŸ ๐Ÿง ๐ŸŽ - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status. +- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) ๐Ÿ ๐Ÿ  ๐ŸชŸ ๐Ÿง ๐ŸŽ - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status. - [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) ๐Ÿ  ๐Ÿ“‡ ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages. - [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) ๐Ÿ“‡ โ˜๏ธ - Model Context Protocol server for the JSR (JavaScript Registry) - [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more. @@ -529,7 +527,7 @@ Tools and integrations that enhance the development workflow and environment man - [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world. - [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. - [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) ๐Ÿ“‡ ๐Ÿ  ๐Ÿ› ๏ธ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. -- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) ๐Ÿ ๐Ÿ  - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management. +- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) ๐Ÿ ๐Ÿ  - MCP server to access and manage LLM application prompts created with [Langfuse](<[https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)>) Prompt Management. - [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands. - [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) ๐Ÿ ๐Ÿ  ๐Ÿง - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM. - [ukkit/memcord](https://github.com/ukkit/memcord) ๐Ÿ ๐Ÿ  ๐Ÿง ๐ŸŽ - A MCP server that keeps your chat history organized and searchableโ€”with AI-powered summaries, secure memory, and full control. @@ -570,6 +568,7 @@ Tools and integrations that enhance the development workflow and environment man - [tipdotmd/tip-md-x402-mcp-server](https://github.com/tipdotmd/tip-md-x402-mcp-server) ๐Ÿ“‡ โ˜๏ธ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet. - [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) ๐Ÿ ๐Ÿ  - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. - [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) ๐Ÿ ๐Ÿ  - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations. +- [valado/pantheon-mcp](https://github.com/valado/pantheon-mcp) ๐Ÿค– - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead. - [vasayxtx/mcp-prompt-engine](https://github.com/vasayxtx/mcp-prompt-engine) ๐ŸŽ๏ธ ๐Ÿ  ๐ŸชŸ๏ธ ๐Ÿง ๐ŸŽ - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. - [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) ๐Ÿ—„๏ธ ๐Ÿš€ - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. - [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) ๐Ÿ“‡ - Connect to VSCode ide and use semantic tools like `find_usages` @@ -578,7 +577,7 @@ Tools and integrations that enhance the development workflow and environment man - [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) ๐Ÿ ๐Ÿ  โ€“ A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code. - [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) ๐ŸŽ Build iOS Xcode workspace/project and feed back errors to llm. - [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) ๐Ÿ ๐Ÿ  - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation. -- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An implementation project of a JVM-based MCP (Model Context Protocol) server. +- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An implementation project of a JVM-based MCP (Model Context Protocol) server. - [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) ๐Ÿ ๐Ÿ  - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client. - [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ ๐ŸชŸ ๐Ÿง ๐ŸŽ - Query Go package information on pkg.go.dev - [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) ๐Ÿ ๐Ÿ  - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management @@ -589,7 +588,7 @@ Tools and integrations that enhance the development workflow and environment man - [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol. - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) ๐Ÿ“‡ ๐Ÿ  - An MCP server to flexibly fetch JSON, text, and HTML data - [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) ๐Ÿ ๐Ÿ  โ˜๏ธ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines -- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง - Tool suite built around an MCP server for Android automation for developer workflow and testing +- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง - Tool suite built around an MCP server for Android automation for developer workflow and testing ### ๐Ÿ”’ Delivery @@ -676,18 +675,18 @@ Provides direct access to local file systems with configurable permissions. Enab - [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) ๐Ÿ“‡ โ˜๏ธ - Real-time on-chain market prices using open and free Dexscreener API - [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API - [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) ๐Ÿ โ˜๏ธ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation. -- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. -- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) ๐Ÿ โ˜๏ธ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative. +- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. +- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) ๐Ÿ โ˜๏ธ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative. - [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) ๐Ÿ“‡ โ˜๏ธ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents. -- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) ๐Ÿ“‡ โ˜๏ธ - Providing real-time access to Chainlink's decentralized on-chain price feeds. -- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens. -- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) ๐Ÿ โ˜๏ธ - Providing real-time access to the latest news from Cointelegraph. -- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) ๐Ÿ โ˜๏ธ - Providing real-time and historical Crypto Fear & Greed Index data. +- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) ๐Ÿ“‡ โ˜๏ธ - Providing real-time access to Chainlink's decentralized on-chain price feeds. +- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens. +- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) ๐Ÿ โ˜๏ธ - Providing real-time access to the latest news from Cointelegraph. +- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) ๐Ÿ โ˜๏ธ - Providing real-time and historical Crypto Fear & Greed Index data. - [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) ๐Ÿ โ˜๏ธ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. - [kukapay/crypto-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp) ๐Ÿ โ˜๏ธ - Streams real-time cryptocurrency liquidation events from Binance. - [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents. - [kukapay/crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp) ๐Ÿ โ˜๏ธ - Analyzing order book depth and imbalance across major crypto exchanges. -- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) ๐Ÿ โ˜๏ธ - Tracking stablecoin peg integrity across multiple blockchains. +- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) ๐Ÿ โ˜๏ธ - Tracking stablecoin peg integrity across multiple blockchains. - [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) ๐Ÿ โ˜๏ธ - An MCP server for tracking and managing cryptocurrency portfolio allocations. - [kukapay/crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp) ๐Ÿ โ˜๏ธ - Providing cryptocurrency project data from Mobula.io to AI agents. - [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp) ๐Ÿ โ˜๏ธ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds. @@ -697,39 +696,39 @@ Provides direct access to local file systems with configurable permissions. Enab - [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) ๐Ÿ โ˜๏ธ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. - [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) ๐Ÿ โ˜๏ธ - An MCP server that aggregates live governance proposals from major DAOs. - [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) ๐Ÿ โ˜๏ธ - An MCP server for AI agents to explore DeFi yield opportunities. -- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) ๐Ÿ โ˜๏ธ - A mcp server that bridges Dune Analytics data to AI agents. -- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) ๐Ÿ โ˜๏ธ - Delivering crypto ETF flow data to power AI agents' decision-making. +- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) ๐Ÿ โ˜๏ธ - A mcp server that bridges Dune Analytics data to AI agents. +- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) ๐Ÿ โ˜๏ธ - Delivering crypto ETF flow data to power AI agents' decision-making. - [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) ๐Ÿ โ˜๏ธ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. - [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) ๐Ÿ โ˜๏ธ - Providing real-time funding rate data across major crypto exchanges. - [kukapay/hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics. - [kukapay/hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million. - [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) ๐Ÿ โ˜๏ธ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API. -- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created pools on Pancake Swap. +- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created pools on Pancake Swap. - [kukapay/pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp) ๐Ÿ โ˜๏ธ - Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading. - [kukapay/raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp) ๐Ÿ โ˜๏ธ - An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab). - [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) ๐Ÿ โ˜๏ธ - An MCP server that detects potential risks in Solana meme tokens. - [kukapay/sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain. -- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) ๐Ÿ โ˜๏ธ - An MCP server that powers AI agents with indexed blockchain data from The Graph. -- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) ๐Ÿ โ˜๏ธ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. +- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) ๐Ÿ โ˜๏ธ - An MCP server that powers AI agents with indexed blockchain data from The Graph. +- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) ๐Ÿ โ˜๏ธ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. - [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) ๐Ÿ โ˜๏ธ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains. - [kukapay/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks the historical changes of Twitter usernames. -- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. -- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. -- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains. -- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) ๐Ÿ โ˜๏ธ - An MCP server that empowers AI agents to inspect any walletโ€™s balance and onchain activity across major EVM chains and Solana chain. -- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides AI agents with real-time access to curated Web3 jobs. -- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) ๐Ÿ โ˜๏ธ - A mcp server for tracking cryptocurrency whale transactions. +- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. +- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. +- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains. +- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) ๐Ÿ โ˜๏ธ - An MCP server that empowers AI agents to inspect any walletโ€™s balance and onchain activity across major EVM chains and Solana chain. +- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides AI agents with real-time access to curated Web3 jobs. +- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) ๐Ÿ โ˜๏ธ - A mcp server for tracking cryptocurrency whale transactions. - [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) ๐Ÿ โ˜๏ธ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. -- [logotype/fixparser](https://gitlab.com/logotype/fixparser) ๐ŸŽ– ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿ“Ÿ - FIX Protocol (send orders, market data, etc.) written in TypeScript. +- [logotype/fixparser](https://gitlab.com/logotype/fixparser) ๐ŸŽ– ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿ“Ÿ - FIX Protocol (send orders, market data, etc.) written in TypeScript. - [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - ๐Ÿ โ˜๏ธ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. - [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. - [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers. -- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) ๐Ÿ ๐Ÿ  - A ledger-cli integration for managing financial transactions and generating reports. +- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) ๐Ÿ ๐Ÿ  - A ledger-cli integration for managing financial transactions and generating reports. - [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) ๐Ÿ โ˜๏ธ - An MCP server that uses yfinance to obtain information from Yahoo Finance. - [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) ๐Ÿ โ˜๏ธ - Octagon AI Agents to integrate private and public market data -- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ˜๏ธ ๐Ÿ  - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. -- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) ๐Ÿ โ˜๏ธ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more. -- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) ๐Ÿ โ˜๏ธ - Bitget API to fetch cryptocurrency price. +- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ˜๏ธ ๐Ÿ  - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. +- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) ๐Ÿ โ˜๏ธ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more. +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) ๐Ÿ โ˜๏ธ - Bitget API to fetch cryptocurrency price. - [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) ๐Ÿ โ˜๏ธ โ€“ A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect APIโ€”empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts. - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) ๐Ÿ“‡ โ˜๏ธ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys - [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) ๐Ÿ - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely. @@ -740,7 +739,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) โ˜๏ธ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights. - [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) ๐Ÿฆ€ ๐Ÿ  - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate. - [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) ๐Ÿ“‡ โ˜๏ธ - TS version of yahoo finance mcp. -- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) ๐ŸŽ–๏ธ โ˜๏ธ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server. +- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) ๐ŸŽ–๏ธ โ˜๏ธ - Trade stocks and crypto on common brokerages (Robinhood, E\*Trade, Coinbase, Kraken) via Trade Agent's MCP server. - [twelvedata/mcp](https://github.com/twelvedata/mcp) ๐Ÿ โ˜๏ธ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents. - [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) ๐Ÿฆ€ ๐Ÿ  - An MCP tool for querying Solana transactions using natural language with Solscan API. - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry. @@ -772,7 +771,6 @@ Integration with gaming related data, game engines, and services Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions. - - [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) ๐Ÿ“• โ˜๏ธ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content - [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) ๐Ÿ โ˜๏ธ ๐Ÿ  - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering - [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts. @@ -801,13 +799,13 @@ Persistent memory storage using knowledge graph structures. Enables AI models to Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics. -- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) ๐Ÿ โ˜๏ธ - IP address geolocation and network information using IPInfo API +- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) ๐Ÿ โ˜๏ธ - IP address geolocation and network information using IPInfo API - [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) ๐Ÿ“‡ โ˜๏ธ - Explore French communes and cadastral parcels based on name and surface - [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) ๐Ÿ โ˜๏ธ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions. -- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) ๐Ÿ โ˜๏ธ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API. +- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) ๐Ÿ โ˜๏ธ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API. - [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) ๐Ÿ โ˜๏ธ - IP Address location service using the [IP Find](https://ipfind.com) API - [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) ๐Ÿ ๐Ÿ“‡ โ˜๏ธ โ€“ MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.) -- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io +- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io - [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) ๐Ÿ ๐Ÿ  - An OpenStreetMap MCP server with location-based services and geospatial data. - [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) ๐Ÿ โ˜๏ธ - An MCP server for nearby place searches with IP-based location detection. - [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) ๐Ÿ  โ€“ A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services. @@ -818,7 +816,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra - [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) ๐Ÿ โ˜๏ธ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) ๐Ÿ ๐Ÿ  - Access the time in any timezone and get the current local time - [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) ๐Ÿ“‡ โ˜๏ธ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps -- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) ๐Ÿ“‡ โ˜๏ธ - Accurate weather forecasts via the AccuWeather API (free tier available). +- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) ๐Ÿ“‡ โ˜๏ธ - Accurate weather forecasts via the AccuWeather API (free tier available). - [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) ๐Ÿ“‡ - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/) - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) ๐Ÿ ๐Ÿ  - Geocoding MCP server for nominatim, ArcGIS, Bing @@ -828,13 +826,12 @@ Tools for creating and editing marketing content, working with web meta data, pr - [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) ๐Ÿ โ˜๏ธ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. - [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) ๐Ÿ โ˜๏ธ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features. -- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations. +- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations. - [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) ๐Ÿ ๐Ÿ  - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation. - [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) ๐Ÿ โ˜๏ธ ๐Ÿ  - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results โ€” simply and reliably. - [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) ๐Ÿ“‡ โ˜๏ธ โ€“ This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor. - [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) ๐Ÿ“‡ โ˜๏ธ โ€“ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API. - ### ๐Ÿ“Š Monitoring Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. @@ -853,7 +850,7 @@ Access and analyze application monitoring data. Enables AI models to review erro - [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) ๐ŸŽ๏ธ ๐Ÿ  - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.๏ผˆsupport CPUใ€Memoryใ€Diskใ€Networkใ€Hostใ€Process๏ผ‰ - [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) ๐Ÿ ๐Ÿ  - An MCP server that allows querying Loki logs through the Grafana API. - [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) ๐ŸŽ–๏ธ ๐ŸŽ๏ธ ๐Ÿ  - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances -- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) ๐Ÿ“‡ โ˜๏ธ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop. +- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) ๐Ÿ“‡ โ˜๏ธ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop. - [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ ๐ŸŽ - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF. - [yshngg/pmcp](https://github.com/yshngg/pmcp) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Prometheus Model Context Protocol Server. @@ -863,7 +860,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) ๐Ÿ“‡ ๐Ÿ  - A MCP server for creating GIFs from your videos. - [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) ๐Ÿ โ˜๏ธ - MCP server for ZapCap API providing video caption and B-roll generation via natural language -- [stass/exif-mcp](https://github.com/stass/exif-mcp) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง ๐ŸŽ ๐ŸชŸ - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections. +- [stass/exif-mcp](https://github.com/stass/exif-mcp) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง ๐ŸŽ ๐ŸชŸ - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections. - [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) ๐Ÿ ๐Ÿ  ๐Ÿง ๐ŸŽ ๐ŸชŸ - ComputerVision-based ๐Ÿช„ sorcery of image recognition and editing tools for AI assistants. - [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) ๐ŸŽฅ ๐Ÿ”Š - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions @@ -878,8 +875,8 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) ๐Ÿ“‡ โ˜๏ธ - Kagi search API integration - [adawalli/nexus](https://github.com/adawalli/nexus) ๐Ÿ“‡ โ˜๏ธ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX. - [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) ๐Ÿ“‡ ๐Ÿ  - A MCP server for taking screenshots of webpages to use as feedback during UI developement. -- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - ๐Ÿ โ˜๏ธ MCP for LLM to search and read papers from arXiv -- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - ๐Ÿ โ˜๏ธ MCP to search and read medical / life sciences papers from PubMed. +- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - ๐Ÿ โ˜๏ธ MCP for LLM to search and read papers from arXiv +- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - ๐Ÿ โ˜๏ธ MCP to search and read medical / life sciences papers from PubMed. - [angheljf/nyt](https://github.com/angheljf/nyt) ๐Ÿ“‡ โ˜๏ธ - Search articles using the NYTimes API - [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) ๐Ÿ“‡ โ˜๏ธ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) ๐Ÿ“‡ โ˜๏ธ - Clojars MCP Server for upto date dependency information of Clojure libraries @@ -963,7 +960,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) ๐Ÿ ๐Ÿ  โ˜๏ธ ๐Ÿง - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting. - [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI. - [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง โ€“ A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App. -- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering. +- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering. - [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) ๐Ÿ“‡ โ˜๏ธ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources. - [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs. - [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) ๐Ÿฆ€ ๐Ÿ  ๐Ÿšจ ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI. @@ -985,7 +982,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) ๐ŸŽ–๏ธ ๐ŸŽ๏ธ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - vet-mcp checks open source packagesโ€”like those suggested by AI coding toolsโ€”for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting. - [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants. - [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases. -- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CipherTrust Manager RestFul Data Protection service. +- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CipherTrust Manager RestFul Data Protection service. - [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) ๐Ÿ ๐Ÿ  - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more. - [semgrep/mcp](https://github.com/semgrep/mcp) ๐Ÿ“‡ โ˜๏ธ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev). - [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) ๐Ÿ โ˜๏ธ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations. @@ -1005,7 +1002,7 @@ Integration with social media platforms to allow posting, analytics, and interac - [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) ๐Ÿ โ˜๏ธ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management. - [karanb192/reddit-buddy-mcp](https://github.com/karanb192/reddit-buddy-mcp) ๐Ÿ“‡ ๐Ÿ  - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop. - [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) ๐Ÿ ๐Ÿ  - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API. -- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - ๐ŸŽ–๏ธ ๐Ÿ โ˜๏ธ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. +- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - ๐ŸŽ–๏ธ ๐Ÿ โ˜๏ธ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. - [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) ๐Ÿ ๐Ÿ  โ˜๏ธ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments. ### ๐Ÿƒ Sports @@ -1020,7 +1017,6 @@ Tools for accessing sports-related data, results, and statistics. - [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) โ˜๏ธ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings. - [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ โ€“ Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more. - ### ๐ŸŽง Support & Service Management Tools for managing customer support, IT service management, and helpdesk operations. @@ -1100,9 +1096,9 @@ Interact with Git repositories and version control platforms. Enables repository - [altinoren/utopia](https://github.com/altinoren/Utopia) #๏ธโƒฃ ๐Ÿ  - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities. - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) ๐Ÿ“‡ โ˜๏ธ - Use Amazon Nova Canvas model for image generation. - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) ๐Ÿ/๐Ÿ“‡ โ˜๏ธ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required -- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) ๐Ÿ ๐Ÿ  - An MCP server that installs other MCP servers for you. +- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) ๐Ÿ ๐Ÿ  - An MCP server that installs other MCP servers for you. - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) ๐Ÿ“‡ โ˜๏ธ - Fetch YouTube subtitles -- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - ๐Ÿ โ˜๏ธ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant) +- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - ๐Ÿ โ˜๏ธ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant) - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) ๐Ÿ ๐Ÿ โ˜๏ธ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more - [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) ๐Ÿ“‡ โ˜๏ธ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. @@ -1129,7 +1125,7 @@ Interact with Git repositories and version control platforms. Enables repository - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐Ÿ“‡ โ˜๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. - [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) ๐Ÿ โ˜๏ธ - Read, create, update and delete Google Keep notes. - [fotoetienne/gqai](https://github.com/fotoetienne/gqai) ๐ŸŽ ๐Ÿ  - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you. -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) ๐Ÿ โ˜๏ธ - Wikipedia Article lookup API +- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) ๐Ÿ โ˜๏ธ - Wikipedia Article lookup API - [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) ๐Ÿ ๐Ÿ  - This server enables LLMs to use calculator for precise numerical calculations - [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - ๐ŸŽ๏ธ โ˜๏ธ Tools to the query and execute of Dify workflows - [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - Official MCP Server to integrate with GROWI APIs. From ee92799528594bab2ca3763ea71d2abb86d66f78 Mon Sep 17 00:00:00 2001 From: Vladimir Daskalov Date: Sat, 27 Sep 2025 11:23:54 +0200 Subject: [PATCH 2/2] feat: revert syntax issues --- README.md | 247 ++++++++++++++++++++++++++++-------------------------- 1 file changed, 126 insertions(+), 121 deletions(-) diff --git a/README.md b/README.md index 7ddc41c3..da947cb1 100644 --- a/README.md +++ b/README.md @@ -12,14 +12,14 @@ A curated list of awesome Model Context Protocol (MCP) servers. -- [What is MCP?](#what-is-mcp) -- [Clients](#clients) -- [Tutorials](#tutorials) -- [Community](#community) -- [Legend](#legend) -- [Server Implementations](#server-implementations) -- [Frameworks](#frameworks) -- [Tips & Tricks](#tips-and-tricks) +* [What is MCP?](#what-is-mcp) +* [Clients](#clients) +* [Tutorials](#tutorials) +* [Community](#community) +* [Legend](#legend) +* [Server Implementations](#server-implementations) +* [Frameworks](#frameworks) +* [Tips & Tricks](#tips-and-tricks) ## What is MCP? @@ -29,87 +29,87 @@ A curated list of awesome Model Context Protocol (MCP) servers. Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients). -> [!TIP] > [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway). +> [!TIP] +> [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway). ## Tutorials -- [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) -- [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0) +* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) +* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0) ## Community -- [r/mcp Reddit](https://www.reddit.com/r/mcp) -- [Discord Server](https://glama.ai/mcp/discord) +* [r/mcp Reddit](https://www.reddit.com/r/mcp) +* [Discord Server](https://glama.ai/mcp/discord) ## Legend -- ๐ŸŽ–๏ธ โ€“ official implementation -- programming language +* ๐ŸŽ–๏ธ โ€“ official implementation +* programming language + * ๐Ÿ โ€“ Python codebase + * ๐Ÿ“‡ โ€“ TypeScript (or JavaScript) codebase + * ๐ŸŽ๏ธ โ€“ Go codebase + * ๐Ÿฆ€ โ€“ Rust codebase + * #๏ธโƒฃ - C# Codebase + * โ˜• - Java codebase + * ๐ŸŒŠ โ€“ C/C++ codebase + * ๐Ÿ’Ž - Ruby codebase - - ๐Ÿ โ€“ Python codebase - - ๐Ÿ“‡ โ€“ TypeScript (or JavaScript) codebase - - ๐ŸŽ๏ธ โ€“ Go codebase - - ๐Ÿฆ€ โ€“ Rust codebase - - #๏ธโƒฃ - C# Codebase - - โ˜• - Java codebase - - ๐ŸŒŠ โ€“ C/C++ codebase - - ๐Ÿ’Ž - Ruby codebase - -- scope - - โ˜๏ธ - Cloud Service - - ๐Ÿ  - Local Service - - ๐Ÿ“Ÿ - Embedded Systems -- operating system - - ๐ŸŽ โ€“ For macOS - - ๐ŸชŸ โ€“ For Windows - - ๐Ÿง - For Linux +* scope + * โ˜๏ธ - Cloud Service + * ๐Ÿ  - Local Service + * ๐Ÿ“Ÿ - Embedded Systems +* operating system + * ๐ŸŽ โ€“ For macOS + * ๐ŸชŸ โ€“ For Windows + * ๐Ÿง - For Linux > [!NOTE] > Confused about Local ๐Ÿ  vs Cloud โ˜๏ธ? -> -> - Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser. -> - Use cloud when MCP server is talking to remote APIs, e.g. weather API. +> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser. +> * Use cloud when MCP server is talking to remote APIs, e.g. weather API. ## Server Implementations > [!NOTE] > We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository. -- ๐Ÿ”— - [Aggregators](#aggregators) -- ๐ŸŽจ - [Art & Culture](#art-and-culture) -- ๐Ÿ“‚ - [Browser Automation](#browser-automation) -- ๐Ÿงฌ - [Biology Medicine and Bioinformatics](#bio) -- โ˜๏ธ - [Cloud Platforms](#cloud-platforms) -- ๐Ÿ‘จโ€๐Ÿ’ป - [Code Execution](#code-execution) -- ๐Ÿค– - [Coding Agents](#coding-agents) -- ๐Ÿ–ฅ๏ธ - [Command Line](#command-line) -- ๐Ÿ’ฌ - [Communication](#communication) -- ๐Ÿ‘ค - [Customer Data Platforms](#customer-data-platforms) -- ๐Ÿ—„๏ธ - [Databases](#databases) -- ๐Ÿ“Š - [Data Platforms](#data-platforms) -- ๐Ÿšš - [Delivery](#delivery) -- ๐Ÿ› ๏ธ - [Developer Tools](#developer-tools) -- ๐Ÿงฎ - [Data Science Tools](#data-science-tools) -- ๐Ÿ“Ÿ - [Embedded system](#embedded-system) -- ๐Ÿ“‚ - [File Systems](#file-systems) -- ๐Ÿ’ฐ - [Finance & Fintech](#finance--fintech) -- ๐ŸŽฎ - [Gaming](#gaming) -- ๐Ÿง  - [Knowledge & Memory](#knowledge--memory) -- ๐Ÿ—บ๏ธ - [Location Services](#location-services) -- ๐ŸŽฏ - [Marketing](#marketing) -- ๐Ÿ“Š - [Monitoring](#monitoring) -- ๐ŸŽฅ - [Multimedia Process](#multimedia-process) -- ๐Ÿ”Ž - [Search & Data Extraction](#search) -- ๐Ÿ”’ - [Security](#security) -- ๐ŸŒ - [Social Media](#social-media) -- ๐Ÿƒ - [Sports](#sports) -- ๐ŸŽง - [Support & Service Management](#support-and-service-management) -- ๐ŸŒŽ - [Translation Services](#translation-services) -- ๐ŸŽง - [Text-to-Speech](#text-to-speech) -- ๐Ÿš† - [Travel & Transportation](#travel-and-transportation) -- ๐Ÿ”„ - [Version Control](#version-control) -- ๐Ÿข - [Workplace & Productivity](#workplace-and-productivity) -- ๐Ÿ› ๏ธ - [Other Tools and Integrations](#other-tools-and-integrations) +* ๐Ÿ”— - [Aggregators](#aggregators) +* ๐ŸŽจ - [Art & Culture](#art-and-culture) +* ๐Ÿ“‚ - [Browser Automation](#browser-automation) +* ๐Ÿงฌ - [Biology Medicine and Bioinformatics](#bio) +* โ˜๏ธ - [Cloud Platforms](#cloud-platforms) +* ๐Ÿ‘จโ€๐Ÿ’ป - [Code Execution](#code-execution) +* ๐Ÿค– - [Coding Agents](#coding-agents) +* ๐Ÿ–ฅ๏ธ - [Command Line](#command-line) +* ๐Ÿ’ฌ - [Communication](#communication) +* ๐Ÿ‘ค - [Customer Data Platforms](#customer-data-platforms) +* ๐Ÿ—„๏ธ - [Databases](#databases) +* ๐Ÿ“Š - [Data Platforms](#data-platforms) +* ๐Ÿšš - [Delivery](#delivery) +* ๐Ÿ› ๏ธ - [Developer Tools](#developer-tools) +* ๐Ÿงฎ - [Data Science Tools](#data-science-tools) +* ๐Ÿ“Ÿ - [Embedded system](#embedded-system) +* ๐Ÿ“‚ - [File Systems](#file-systems) +* ๐Ÿ’ฐ - [Finance & Fintech](#finance--fintech) +* ๐ŸŽฎ - [Gaming](#gaming) +* ๐Ÿง  - [Knowledge & Memory](#knowledge--memory) +* ๐Ÿ—บ๏ธ - [Location Services](#location-services) +* ๐ŸŽฏ - [Marketing](#marketing) +* ๐Ÿ“Š - [Monitoring](#monitoring) +* ๐ŸŽฅ - [Multimedia Process](#multimedia-process) +* ๐Ÿ”Ž - [Search & Data Extraction](#search) +* ๐Ÿ”’ - [Security](#security) +* ๐ŸŒ - [Social Media](#social-media) +* ๐Ÿƒ - [Sports](#sports) +* ๐ŸŽง - [Support & Service Management](#support-and-service-management) +* ๐ŸŒŽ - [Translation Services](#translation-services) +* ๐ŸŽง - [Text-to-Speech](#text-to-speech) +* ๐Ÿš† - [Travel & Transportation](#travel-and-transportation) +* ๐Ÿ”„ - [Version Control](#version-control) +* ๐Ÿข - [Workplace & Productivity](#workplace-and-productivity) +* ๐Ÿ› ๏ธ - [Other Tools and Integrations](#other-tools-and-integrations) + ### ๐Ÿ”— Aggregators @@ -127,9 +127,9 @@ Servers for accessing many apps and tools through a single MCP server. - [sitbon/magg](https://github.com/sitbon/magg) ๐ŸŽ ๐ŸชŸ ๐Ÿง โ˜๏ธ ๐Ÿ  ๐Ÿ - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand. - [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) ๐Ÿ“‡ โ˜๏ธ - OpenAI GPT image generation/editing MCP server. - [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Turn a web service into an MCP server in one click without making any code changes. -- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCPX is a production-ready, open-source gateway to manage MCP servers at scaleโ€”centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows. +- [TheLunarCompany/lunar#mcpx](https://github.com/TheLunarCompany/lunar/tree/main/mcpx) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCPX is a production-ready, open-source gateway to manage MCP servers at scaleโ€”centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows. - [tigranbs/mcgravity](https://github.com/tigranbs/mcgravity) ๐Ÿ“‡ ๐Ÿ  - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers. -- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) ๐Ÿ“‡ ๐Ÿ  - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. +- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) ๐Ÿ“‡ ๐Ÿ  - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers. - [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs. - [wegotdocs/open-mcp](https://github.com/wegotdocs/open-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org - [Data-Everything/mcp-server-templates](https://github.com/Data-Everything/mcp-server-templates) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interfaceโ€”ideal for local devs or production agents. @@ -321,7 +321,7 @@ Integration with communication platforms for message management and channel oper - [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) ๐Ÿ โ˜๏ธ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads) - [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) ๐Ÿ ๐Ÿ  - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured. - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) ๐Ÿ ๐Ÿ  - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more. -- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) ๐Ÿโ˜๏ธ - 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. +- [joinly-ai/joinly](https://github.com/joinly-ai/joinly) ๐Ÿโ˜๏ธ - 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. - [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) ๐Ÿ“‡ โ˜๏ธ - Bluesky instance integration for querying and interaction - [khan2a/telephony-mcp-server](https://github.com/khan2a/telephony-mcp-server) ๐Ÿ ๐Ÿ’ฌ - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows. - [korotovsky/slack-mcp-server](https://github.com/korotovsky/slack-mcp-server) ๐Ÿ“‡ โ˜๏ธ - The most powerful MCP server for Slack Workspaces. @@ -338,6 +338,7 @@ Integration with communication platforms for message management and channel oper - [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server to Manage Google Tasks - [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features. + ### ๐Ÿ‘ค Customer Data Platforms Provides access to customer profiles inside of customer data platforms @@ -354,7 +355,7 @@ Provides access to customer profiles inside of customer data platforms Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access. -- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - ๐Ÿ โ˜๏ธ ๐ŸŽ–๏ธ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQLยฎ, Apache Kafkaยฎ, ClickHouseยฎ and OpenSearchยฎ services +- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) - ๐Ÿ โ˜๏ธ ๐ŸŽ–๏ธ - Navigate your [Aiven projects](https://go.aiven.io/mcp-server) and interact with the PostgreSQLยฎ, Apache Kafkaยฎ, ClickHouseยฎ and OpenSearchยฎ services - [alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools - [aliyun/alibabacloud-tablestore-mcp-server](https://github.com/aliyun/alibabacloud-tablestore-mcp-server) โ˜• ๐Ÿ โ˜๏ธ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless. - [amineelkouhen/mcp-cockroachdb](https://github.com/amineelkouhen/mcp-cockroachdb) ๐Ÿ โ˜๏ธ - A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com). @@ -411,7 +412,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) ๐Ÿ ๐Ÿ  - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol - [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) ๐Ÿ ๐Ÿ  - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc) - [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) ๐Ÿ โ˜๏ธ - Query and analyze Azure Data Explorer databases -- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) ๐Ÿ โ˜๏ธ - Query and analyze Prometheus, open-source monitoring system. +- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) ๐Ÿ โ˜๏ธ - Query and analyze Prometheus, open-source monitoring system. - [prisma/mcp](https://github.com/prisma/mcp) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries). - [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) ๐Ÿ ๐Ÿ  - A Qdrant MCP server - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) ๐Ÿ“‡ ๐Ÿ  - MongoDB integration that enables LLMs to interact directly with databases. @@ -431,7 +432,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) ๐ŸŽ๏ธ โ˜๏ธ - A Go implementation of a Model Context Protocol (MCP) server for Trino - [VictoriaMetrics-Community/mcp-victorialogs](https://github.com/VictoriaMetrics-Community/mcp-victorialogs) ๐ŸŽ–๏ธ ๐ŸŽ๏ธ ๐Ÿ  - Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances. - [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) ๐Ÿ ๐Ÿ“‡ โ˜๏ธ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store. -- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) ๐Ÿ ๐Ÿ  - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization +- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) ๐Ÿ ๐Ÿ  - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization - [xexr/mcp-libsql](https://github.com/Xexr/mcp-libsql) ๐Ÿ“‡ ๐Ÿ  โ˜๏ธ - Production-ready MCP server for libSQL databases with comprehensive security and management tools. - [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) ๐Ÿ“‡ โ˜๏ธ โ€” An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. - [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) ๐Ÿ โ˜๏ธ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API. @@ -453,6 +454,7 @@ Data Platforms for data integration, transformation and pipeline orchestration. - [mattijsdp/dbt-docs-mcp](https://github.com/mattijsdp/dbt-docs-mcp) ๐Ÿ ๐Ÿ  - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation. - [yashshingvi/databricks-genie-MCP](https://github.com/yashshingvi/databricks-genie-MCP) ๐Ÿ โ˜๏ธ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents. + ### ๐Ÿ’ป Developer Tools Tools and integrations that enhance the development workflow and environment management. @@ -463,11 +465,11 @@ Tools and integrations that enhance the development workflow and environment man - [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) ๐Ÿ“‡ โ˜๏ธ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time. - [abrinsmead/mindpilot-mcp](https://github.com/abrinsmead/mindpilot-mcp) ๐Ÿ“‡ ๐Ÿ  - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram". - [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) ๐Ÿ ๐Ÿ“‡ ๐Ÿฆ€ - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase. -- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) ๐Ÿ โ˜๏ธ ๐Ÿ“‡ - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent. -- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) ๐Ÿ โ˜๏ธ โ€“ A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude. +- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) ๐Ÿ โ˜๏ธ ๐Ÿ“‡ - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent. +- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) ๐Ÿ โ˜๏ธ โ€“ A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude. - [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ A MCP server implementation for iOS Simulator control. - [api7/apisix-mcp](https://github.com/api7/apisix-mcp) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix). -- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) ๐Ÿ ๐Ÿ  ๐ŸชŸ ๐Ÿง ๐ŸŽ - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status. +- [ArchAI-Labs/fastmcp-sonarqube-metrics](https://github.com/ArchAI-Labs/fastmcp-sonarqube-metrics) ๐Ÿ ๐Ÿ  ๐ŸชŸ ๐Ÿง ๐ŸŽ - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status. - [artmann/package-registry-mcp](https://github.com/artmann/package-registry-mcp) ๐Ÿ  ๐Ÿ“‡ ๐ŸŽ ๐ŸชŸ ๐Ÿง - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages. - [wyattjoh/jsr-mcp](https://github.com/wyattjoh/jsr-mcp) ๐Ÿ“‡ โ˜๏ธ - Model Context Protocol server for the JSR (JavaScript Registry) - [augmnt/augments-mcp-server](https://github.com/augmnt/augments-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more. @@ -527,7 +529,7 @@ Tools and integrations that enhance the development workflow and environment man - [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world. - [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - Token-efficient access to OpenAPI/Swagger specs via MCP Resources. - [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) ๐Ÿ“‡ ๐Ÿ  ๐Ÿ› ๏ธ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. -- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) ๐Ÿ ๐Ÿ  - MCP server to access and manage LLM application prompts created with [Langfuse](<[https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)>) Prompt Management. +- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) ๐Ÿ ๐Ÿ  - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management. - [lpigeon/ros-mcp-server](https://github.com/lpigeon/ros-mcp-server) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands. - [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) ๐Ÿ ๐Ÿ  ๐Ÿง - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM. - [ukkit/memcord](https://github.com/ukkit/memcord) ๐Ÿ ๐Ÿ  ๐Ÿง ๐ŸŽ - A MCP server that keeps your chat history organized and searchableโ€”with AI-powered summaries, secure memory, and full control. @@ -577,7 +579,7 @@ Tools and integrations that enhance the development workflow and environment man - [Wooonster/hocr_mcp_server](https://github.com/Wooonster/hocr_mcp_server) ๐Ÿ ๐Ÿ  โ€“ A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code. - [xcodebuild](https://github.com/ShenghaiWang/xcodebuild) ๐ŸŽ Build iOS Xcode workspace/project and feed back errors to llm. - [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) ๐Ÿ ๐Ÿ  - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation. -- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An implementation project of a JVM-based MCP (Model Context Protocol) server. +- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An implementation project of a JVM-based MCP (Model Context Protocol) server. - [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) ๐Ÿ ๐Ÿ  - MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client. - [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ ๐ŸชŸ ๐Ÿง ๐ŸŽ - Query Go package information on pkg.go.dev - [yiwenlu66/PiloTY](https://github.com/yiwenlu66/PiloTY) ๐Ÿ ๐Ÿ  - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management @@ -588,7 +590,7 @@ Tools and integrations that enhance the development workflow and environment man - [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol. - [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) ๐Ÿ“‡ ๐Ÿ  - An MCP server to flexibly fetch JSON, text, and HTML data - [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) ๐Ÿ ๐Ÿ  โ˜๏ธ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines -- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง - Tool suite built around an MCP server for Android automation for developer workflow and testing +- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง - Tool suite built around an MCP server for Android automation for developer workflow and testing ### ๐Ÿ”’ Delivery @@ -675,18 +677,18 @@ Provides direct access to local file systems with configurable permissions. Enab - [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) ๐Ÿ“‡ โ˜๏ธ - Real-time on-chain market prices using open and free Dexscreener API - [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API - [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) ๐Ÿ โ˜๏ธ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation. -- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. -- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) ๐Ÿ โ˜๏ธ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative. +- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. +- [kukapay/blocknative-mcp](https://github.com/kukapay/blocknative-mcp) ๐Ÿ โ˜๏ธ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative. - [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) ๐Ÿ“‡ โ˜๏ธ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents. -- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) ๐Ÿ“‡ โ˜๏ธ - Providing real-time access to Chainlink's decentralized on-chain price feeds. -- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens. -- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) ๐Ÿ โ˜๏ธ - Providing real-time access to the latest news from Cointelegraph. -- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) ๐Ÿ โ˜๏ธ - Providing real-time and historical Crypto Fear & Greed Index data. +- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) ๐Ÿ“‡ โ˜๏ธ - Providing real-time access to Chainlink's decentralized on-chain price feeds. +- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens. +- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) ๐Ÿ โ˜๏ธ - Providing real-time access to the latest news from Cointelegraph. +- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) ๐Ÿ โ˜๏ธ - Providing real-time and historical Crypto Fear & Greed Index data. - [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) ๐Ÿ โ˜๏ธ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie. - [kukapay/crypto-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp) ๐Ÿ โ˜๏ธ - Streams real-time cryptocurrency liquidation events from Binance. - [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents. - [kukapay/crypto-orderbook-mcp](https://github.com/kukapay/crypto-orderbook-mcp) ๐Ÿ โ˜๏ธ - Analyzing order book depth and imbalance across major crypto exchanges. -- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) ๐Ÿ โ˜๏ธ - Tracking stablecoin peg integrity across multiple blockchains. +- [kukapay/crypto-pegmon-mcp](https://github.com/kukapay/crypto-pegmon-mcp) ๐Ÿ โ˜๏ธ - Tracking stablecoin peg integrity across multiple blockchains. - [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) ๐Ÿ โ˜๏ธ - An MCP server for tracking and managing cryptocurrency portfolio allocations. - [kukapay/crypto-projects-mcp](https://github.com/kukapay/crypto-projects-mcp) ๐Ÿ โ˜๏ธ - Providing cryptocurrency project data from Mobula.io to AI agents. - [kukapay/crypto-rss-mcp](https://github.com/kukapay/crypto-rss-mcp) ๐Ÿ โ˜๏ธ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds. @@ -696,39 +698,39 @@ Provides direct access to local file systems with configurable permissions. Enab - [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) ๐Ÿ โ˜๏ธ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic. - [kukapay/dao-proposals-mcp](https://github.com/kukapay/dao-proposals-mcp) ๐Ÿ โ˜๏ธ - An MCP server that aggregates live governance proposals from major DAOs. - [kukapay/defi-yields-mcp](https://github.com/kukapay/defi-yields-mcp) ๐Ÿ โ˜๏ธ - An MCP server for AI agents to explore DeFi yield opportunities. -- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) ๐Ÿ โ˜๏ธ - A mcp server that bridges Dune Analytics data to AI agents. -- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) ๐Ÿ โ˜๏ธ - Delivering crypto ETF flow data to power AI agents' decision-making. +- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) ๐Ÿ โ˜๏ธ - A mcp server that bridges Dune Analytics data to AI agents. +- [kukapay/etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp) ๐Ÿ โ˜๏ธ - Delivering crypto ETF flow data to power AI agents' decision-making. - [kukapay/freqtrade-mcp](https://github.com/kukapay/freqtrade-mcp) ๐Ÿ โ˜๏ธ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot. - [kukapay/funding-rates-mcp](https://github.com/kukapay/funding-rates-mcp) ๐Ÿ โ˜๏ธ - Providing real-time funding rate data across major crypto exchanges. - [kukapay/hyperliquid-info-mcp](https://github.com/kukapay/hyperliquid-info-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides real-time data and insights from the Hyperliquid perp DEX for use in bots, dashboards, and analytics. - [kukapay/hyperliquid-whalealert-mcp](https://github.com/kukapay/hyperliquid-whalealert-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million. - [kukapay/jupiter-mcp](https://github.com/kukapay/jupiter-mcp) ๐Ÿ โ˜๏ธ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API. -- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created pools on Pancake Swap. +- [kukapay/pancakeswap-poolspy-mcp](https://github.com/kukapay/pancakeswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created pools on Pancake Swap. - [kukapay/pumpswap-mcp](https://github.com/kukapay/pumpswap-mcp) ๐Ÿ โ˜๏ธ - Enabling AI agents to interact with PumpSwap for real-time token swaps and automated on-chain trading. - [kukapay/raydium-launchlab-mcp](https://github.com/kukapay/raydium-launchlab-mcp) ๐Ÿ โ˜๏ธ - An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab). - [kukapay/rug-check-mcp](https://github.com/kukapay/rug-check-mcp) ๐Ÿ โ˜๏ธ - An MCP server that detects potential risks in Solana meme tokens. - [kukapay/sui-trader-mcp](https://github.com/kukapay/sui-trader-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain. -- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) ๐Ÿ โ˜๏ธ - An MCP server that powers AI agents with indexed blockchain data from The Graph. -- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) ๐Ÿ โ˜๏ธ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. +- [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) ๐Ÿ โ˜๏ธ - An MCP server that powers AI agents with indexed blockchain data from The Graph. +- [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) ๐Ÿ โ˜๏ธ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. - [kukapay/token-revoke-mcp](https://github.com/kukapay/token-revoke-mcp) ๐Ÿ โ˜๏ธ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains. - [kukapay/twitter-username-changes-mcp](https://github.com/kukapay/twitter-username-changes-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks the historical changes of Twitter usernames. -- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. -- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. -- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains. -- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) ๐Ÿ โ˜๏ธ - An MCP server that empowers AI agents to inspect any walletโ€™s balance and onchain activity across major EVM chains and Solana chain. -- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides AI agents with real-time access to curated Web3 jobs. -- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) ๐Ÿ โ˜๏ธ - A mcp server for tracking cryptocurrency whale transactions. +- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) ๐Ÿ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. +- [kukapay/uniswap-price-mcp](https://github.com/kukapay/uniswap-price-mcp) ๐Ÿ“‡ โ˜๏ธ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. +- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) ๐Ÿ โ˜๏ธ - An MCP server that delivers real-time token prices from Uniswap V3 across multiple chains. +- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) ๐Ÿ โ˜๏ธ - An MCP server that empowers AI agents to inspect any walletโ€™s balance and onchain activity across major EVM chains and Solana chain. +- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) ๐Ÿ โ˜๏ธ - An MCP server that provides AI agents with real-time access to curated Web3 jobs. +- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) ๐Ÿ โ˜๏ธ - A mcp server for tracking cryptocurrency whale transactions. - [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) ๐Ÿ โ˜๏ธ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. -- [logotype/fixparser](https://gitlab.com/logotype/fixparser) ๐ŸŽ– ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿ“Ÿ - FIX Protocol (send orders, market data, etc.) written in TypeScript. +- [logotype/fixparser](https://gitlab.com/logotype/fixparser) ๐ŸŽ– ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿ“Ÿ - FIX Protocol (send orders, market data, etc.) written in TypeScript. - [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - ๐Ÿ โ˜๏ธ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP. - [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution. - [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers. -- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) ๐Ÿ ๐Ÿ  - A ledger-cli integration for managing financial transactions and generating reports. +- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) ๐Ÿ ๐Ÿ  - A ledger-cli integration for managing financial transactions and generating reports. - [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) ๐Ÿ โ˜๏ธ - An MCP server that uses yfinance to obtain information from Yahoo Finance. - [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) ๐Ÿ โ˜๏ธ - Octagon AI Agents to integrate private and public market data -- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ˜๏ธ ๐Ÿ  - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. -- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) ๐Ÿ โ˜๏ธ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more. -- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) ๐Ÿ โ˜๏ธ - Bitget API to fetch cryptocurrency price. +- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ˜๏ธ ๐Ÿ  - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. +- [polygon-io/mcp_polygon)](https://github.com/polygon-io/mcp_polygon)) ๐Ÿ โ˜๏ธ - An MCP server that provides access to [Polygon.io](https://polygon.io/) financial market data APIs for stocks, indices, forex, options, and more. +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) ๐Ÿ โ˜๏ธ - Bitget API to fetch cryptocurrency price. - [QuantConnect/mcp-server](https://github.com/QuantConnect/mcp-server) ๐Ÿ โ˜๏ธ โ€“ A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect APIโ€”empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts. - [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) ๐Ÿ“‡ โ˜๏ธ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys - [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) ๐Ÿ - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely. @@ -739,7 +741,7 @@ Provides direct access to local file systems with configurable permissions. Enab - [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) โ˜๏ธ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights. - [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) ๐Ÿฆ€ ๐Ÿ  - An MCP server implementation to interact with Substrate-based blockchains. Built with Rust and interfacing the [subxt](https://github.com/paritytech/subxt) crate. - [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) ๐Ÿ“‡ โ˜๏ธ - TS version of yahoo finance mcp. -- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) ๐ŸŽ–๏ธ โ˜๏ธ - Trade stocks and crypto on common brokerages (Robinhood, E\*Trade, Coinbase, Kraken) via Trade Agent's MCP server. +- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) ๐ŸŽ–๏ธ โ˜๏ธ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server. - [twelvedata/mcp](https://github.com/twelvedata/mcp) ๐Ÿ โ˜๏ธ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents. - [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) ๐Ÿฆ€ ๐Ÿ  - An MCP tool for querying Solana transactions using natural language with Solscan API. - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry. @@ -771,6 +773,7 @@ Integration with gaming related data, game engines, and services Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions. + - [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) ๐Ÿ“• โ˜๏ธ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content - [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) ๐Ÿ โ˜๏ธ ๐Ÿ  - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering - [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts. @@ -799,13 +802,13 @@ Persistent memory storage using knowledge graph structures. Enables AI models to Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics. -- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) ๐Ÿ โ˜๏ธ - IP address geolocation and network information using IPInfo API +- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) ๐Ÿ โ˜๏ธ - IP address geolocation and network information using IPInfo API - [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) ๐Ÿ“‡ โ˜๏ธ - Explore French communes and cadastral parcels based on name and surface - [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) ๐Ÿ โ˜๏ธ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions. -- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) ๐Ÿ โ˜๏ธ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API. +- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) ๐Ÿ โ˜๏ธ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API. - [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) ๐Ÿ โ˜๏ธ - IP Address location service using the [IP Find](https://ipfind.com) API - [ipfred/aiwen-mcp-server-geoip](https://github.com/ipfred/aiwen-mcp-server-geoip) ๐Ÿ ๐Ÿ“‡ โ˜๏ธ โ€“ MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.) -- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io +- [iplocate/mcp-server-iplocate](https://github.com/iplocate/mcp-server-iplocate) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io - [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) ๐Ÿ ๐Ÿ  - An OpenStreetMap MCP server with location-based services and geospatial data. - [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) ๐Ÿ โ˜๏ธ - An MCP server for nearby place searches with IP-based location detection. - [mahdin75/geoserver-mcp](https://github.com/mahdin75/geoserver-mcp) ๐Ÿ  โ€“ A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services. @@ -816,7 +819,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra - [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) ๐Ÿ โ˜๏ธ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API. - [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) ๐Ÿ ๐Ÿ  - Access the time in any timezone and get the current local time - [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) ๐Ÿ“‡ โ˜๏ธ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps -- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) ๐Ÿ“‡ โ˜๏ธ - Accurate weather forecasts via the AccuWeather API (free tier available). +- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) ๐Ÿ“‡ โ˜๏ธ - Accurate weather forecasts via the AccuWeather API (free tier available). - [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) ๐Ÿ“‡ - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/) - [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) ๐Ÿ ๐Ÿ  - Geocoding MCP server for nominatim, ArcGIS, Bing @@ -826,12 +829,13 @@ Tools for creating and editing marketing content, working with web meta data, pr - [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) ๐Ÿ โ˜๏ธ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features. - [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) ๐Ÿ โ˜๏ธ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features. -- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations. +- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations. - [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) ๐Ÿ ๐Ÿ  - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation. - [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) ๐Ÿ โ˜๏ธ ๐Ÿ  - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results โ€” simply and reliably. - [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) ๐Ÿ“‡ โ˜๏ธ โ€“ This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor. - [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) ๐Ÿ“‡ โ˜๏ธ โ€“ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API. + ### ๐Ÿ“Š Monitoring Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. @@ -850,7 +854,7 @@ Access and analyze application monitoring data. Enables AI models to review erro - [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) ๐ŸŽ๏ธ ๐Ÿ  - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.๏ผˆsupport CPUใ€Memoryใ€Diskใ€Networkใ€Hostใ€Process๏ผ‰ - [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) ๐Ÿ ๐Ÿ  - An MCP server that allows querying Loki logs through the Grafana API. - [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) ๐ŸŽ–๏ธ ๐ŸŽ๏ธ ๐Ÿ  - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances -- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) ๐Ÿ“‡ โ˜๏ธ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop. +- [imprvhub/mcp-status-observer](https://github.com/imprvhub/mcp-status-observer) ๐Ÿ“‡ โ˜๏ธ - Model Context Protocol server for monitoring Operational Status of major digital platforms in Claude Desktop. - [inspektor-gadget/ig-mcp-server](https://github.com/inspektor-gadget/ig-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ ๐ŸŽ - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF. - [yshngg/pmcp](https://github.com/yshngg/pmcp) ๐ŸŽ๏ธ โ˜๏ธ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Prometheus Model Context Protocol Server. @@ -860,7 +864,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) ๐Ÿ“‡ ๐Ÿ  - A MCP server for creating GIFs from your videos. - [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) ๐Ÿ โ˜๏ธ - MCP server for ZapCap API providing video caption and B-roll generation via natural language -- [stass/exif-mcp](https://github.com/stass/exif-mcp) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง ๐ŸŽ ๐ŸชŸ - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections. +- [stass/exif-mcp](https://github.com/stass/exif-mcp) ๐Ÿ“‡ ๐Ÿ  ๐Ÿง ๐ŸŽ ๐ŸชŸ - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections. - [sunriseapps/imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp) ๐Ÿ ๐Ÿ  ๐Ÿง ๐ŸŽ ๐ŸชŸ - ComputerVision-based ๐Ÿช„ sorcery of image recognition and editing tools for AI assistants. - [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) ๐ŸŽฅ ๐Ÿ”Š - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions @@ -875,8 +879,8 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) ๐Ÿ“‡ โ˜๏ธ - Kagi search API integration - [adawalli/nexus](https://github.com/adawalli/nexus) ๐Ÿ“‡ โ˜๏ธ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX. - [ananddtyagi/webpage-screenshot-mcp](https://github.com/ananddtyagi/webpage-screenshot-mcp) ๐Ÿ“‡ ๐Ÿ  - A MCP server for taking screenshots of webpages to use as feedback during UI developement. -- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - ๐Ÿ โ˜๏ธ MCP for LLM to search and read papers from arXiv -- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - ๐Ÿ โ˜๏ธ MCP to search and read medical / life sciences papers from PubMed. +- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - ๐Ÿ โ˜๏ธ MCP for LLM to search and read papers from arXiv +- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - ๐Ÿ โ˜๏ธ MCP to search and read medical / life sciences papers from PubMed. - [angheljf/nyt](https://github.com/angheljf/nyt) ๐Ÿ“‡ โ˜๏ธ - Search articles using the NYTimes API - [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) ๐Ÿ“‡ โ˜๏ธ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. - [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) ๐Ÿ“‡ โ˜๏ธ - Clojars MCP Server for upto date dependency information of Clojure libraries @@ -960,7 +964,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [co-browser/attestable-mcp-server](https://github.com/co-browser/attestable-mcp-server) ๐Ÿ ๐Ÿ  โ˜๏ธ ๐Ÿง - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using [RA-TLS](https://gramine.readthedocs.io/en/stable/attestation.html). This allows an MCP client to verify the server before conencting. - [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI. - [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง โ€“ A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App. -- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering. +- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) ๐Ÿ ๐Ÿ  ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering. - [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) ๐Ÿ“‡ โ˜๏ธ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources. - [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs. - [gbrigandi/mcp-server-cortex](https://github.com/gbrigandi/mcp-server-cortex) ๐Ÿฆ€ ๐Ÿ  ๐Ÿšจ ๐ŸŽ ๐ŸชŸ ๐Ÿง - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI. @@ -982,7 +986,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play - [safedep/vet](https://github.com/safedep/vet/blob/main/docs/mcp.md) ๐ŸŽ–๏ธ ๐ŸŽ๏ธ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - vet-mcp checks open source packagesโ€”like those suggested by AI coding toolsโ€”for vulnerabilities and malicious code. It supports npm and PyPI, and runs locally via Docker or as a standalone binary for fast, automated vetting. - [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants. - [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) ๐Ÿ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases. -- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CipherTrust Manager RestFul Data Protection service. +- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  ๐Ÿง ๐ŸชŸ - MCP server for Thales CipherTrust Manager RestFul Data Protection service. - [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) ๐Ÿ ๐Ÿ  - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more. - [semgrep/mcp](https://github.com/semgrep/mcp) ๐Ÿ“‡ โ˜๏ธ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev). - [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) ๐Ÿ โ˜๏ธ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations. @@ -1002,7 +1006,7 @@ Integration with social media platforms to allow posting, analytics, and interac - [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) ๐Ÿ โ˜๏ธ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management. - [karanb192/reddit-buddy-mcp](https://github.com/karanb192/reddit-buddy-mcp) ๐Ÿ“‡ ๐Ÿ  - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop. - [kunallunia/twitter-mcp](https://github.com/LuniaKunal/mcp-twitter) ๐Ÿ ๐Ÿ  - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API. -- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - ๐ŸŽ–๏ธ ๐Ÿ โ˜๏ธ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. +- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - ๐ŸŽ–๏ธ ๐Ÿ โ˜๏ธ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. - [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) ๐Ÿ ๐Ÿ  โ˜๏ธ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments. ### ๐Ÿƒ Sports @@ -1017,6 +1021,7 @@ Tools for accessing sports-related data, results, and statistics. - [willvelida/mcp-afl-server](https://github.com/willvelida/mcp-afl-server) โ˜๏ธ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings. - [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) ๐ŸŽ๏ธ โ˜๏ธ โ€“ Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more. + ### ๐ŸŽง Support & Service Management Tools for managing customer support, IT service management, and helpdesk operations. @@ -1096,9 +1101,9 @@ Interact with Git repositories and version control platforms. Enables repository - [altinoren/utopia](https://github.com/altinoren/Utopia) #๏ธโƒฃ ๐Ÿ  - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities. - [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) ๐Ÿ“‡ โ˜๏ธ - Use Amazon Nova Canvas model for image generation. - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) ๐Ÿ/๐Ÿ“‡ โ˜๏ธ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required -- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) ๐Ÿ ๐Ÿ  - An MCP server that installs other MCP servers for you. +- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) ๐Ÿ ๐Ÿ  - An MCP server that installs other MCP servers for you. - [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) ๐Ÿ“‡ โ˜๏ธ - Fetch YouTube subtitles -- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - ๐Ÿ โ˜๏ธ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant) +- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - ๐Ÿ โ˜๏ธ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant) - [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) ๐Ÿ ๐Ÿ โ˜๏ธ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server - [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more - [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) ๐Ÿ“‡ โ˜๏ธ PiAPI MCP server makes users able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. @@ -1125,7 +1130,7 @@ Interact with Git repositories and version control platforms. Enables repository - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐Ÿ“‡ โ˜๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. - [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) ๐Ÿ โ˜๏ธ - Read, create, update and delete Google Keep notes. - [fotoetienne/gqai](https://github.com/fotoetienne/gqai) ๐ŸŽ ๐Ÿ  - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you. -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) ๐Ÿ โ˜๏ธ - Wikipedia Article lookup API +- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) ๐Ÿ โ˜๏ธ - Wikipedia Article lookup API - [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) ๐Ÿ ๐Ÿ  - This server enables LLMs to use calculator for precise numerical calculations - [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - ๐ŸŽ๏ธ โ˜๏ธ Tools to the query and execute of Dify workflows - [growilabs/growi-mcp-server](https://github.com/growilabs/growi-mcp-server) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - Official MCP Server to integrate with GROWI APIs.