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Vetted Servers(9120)
mcp-video-extraction-plus
by takereshui
The server extracts text from various video and audio sources using multiple Automatic Speech Recognition (ASR) providers, including local Whisper and online services from JianYing (CapCut) and Bilibili.
The server extracts text from various video and audio sources using multiple Automatic Speech Recognition (ASR) providers, including local Whisper and online services from JianYing (CapCut) and Bilibili.
Setup Requirements
- ⚠️Requires FFmpeg to be installed on the system for audio extraction and processing.
- ⚠️Whisper ASR provider (default) requires a one-time download of a ~1GB model on first use, which can take 10+ minutes and consumes significant disk space.
- ⚠️Online ASR services (JianYing/Bcut) depend on the stability and availability of external, potentially reverse-engineered APIs, which may break without warning. The JianYing provider relies on an unverified third-party service for API signing.
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spreadsheet-read-mcp
by PSU3D0
An LLM-friendly API server for analyzing and editing spreadsheet files, enabling 'discover → profile → extract' workflows, 'what-if' scenarios, and VBA inspection without dumping entire files into LLM context.
An LLM-friendly API server for analyzing and editing spreadsheet files, enabling 'discover → profile → extract' workflows, 'what-if' scenarios, and VBA inspection without dumping entire files into LLM context.
Setup Requirements
- ⚠️LibreOffice (soffice) is a required external dependency for write, recalculation, and screenshot tools, and its setup is complex outside of Docker.
- ⚠️A Docker environment is strongly recommended for write/recalc tools due to complex LibreOffice setup and security isolation.
- ⚠️The server strictly operates within a configured `workspace_root`; all workbook paths must be located within this directory.
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example-remote-server
by modelcontextprotocol
A reference server demonstrating all Model Context Protocol (MCP) features and OAuth 2.0 authentication patterns.
A reference server demonstrating all Model Context Protocol (MCP) features and OAuth 2.0 authentication patterns.
Setup Requirements
- ⚠️Requires Node.js >= 16.
- ⚠️Docker is required for Redis-backed (persistent and multi-instance) session storage; otherwise, sessions are in-memory and non-persistent.
- ⚠️The AUTH_SERVER_URL environment variable is required if AUTH_MODE is set to 'external'.
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github-stars
by miantiao-me
A Cloudflare-powered MCP server allowing natural language search and query of GitHub starred repositories.
A Cloudflare-powered MCP server allowing natural language search and query of GitHub starred repositories.
Setup Requirements
- ⚠️Requires GitHub Personal Access Token with `repo` scope.
- ⚠️Requires a Cloudflare account with R2 storage and AutoRAG instance configured.
- ⚠️Requires Node.js (v22 recommended) and PNPM package manager.
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gdai-mcp-plugin-godot
by 3ddelano
The plugin enables AI models to directly control and automate tasks within the Godot Game Engine editor, such as scene creation, node manipulation, script editing, and debugging.
The plugin enables AI models to directly control and automate tasks within the Godot Game Engine editor, such as scene creation, node manipulation, script editing, and debugging.
Setup Requirements
- ⚠️Requires Godot Engine 4.1+ installed.
- ⚠️Requires an MCP client (e.g., Cursor, Claude Desktop, VS Code extension) to interact with the server.
- ⚠️Plugin installation within a Godot project is required, followed by configuration in the chosen MCP client.
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MakerAi
by gustavoeenriquez
Enables Delphi developers to create and deploy custom AI orchestration services as MCP Servers, supporting various LLM providers and RAG capabilities.
Enables Delphi developers to create and deploy custom AI orchestration services as MCP Servers, supporting various LLM providers and RAG capabilities.
Setup Requirements
- ⚠️Requires a valid API key for external LLM providers (e.g., OpenAI, Gemini, Claude) which may incur costs.
- ⚠️Requires Delphi 11 Alexandria, 12 Athens, or 13 Florence IDE for development and compilation.
- ⚠️The MCP SSE Server implementation is experimental and may have intermittent connectivity drops.
- ⚠️Compiling for Linux requires significant manual adjustments to library paths and dependencies.
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chimp
by softwaremill
Builds Model Context Protocol (MCP) servers in Scala 3, exposing type-safe tools over a JSON-RPC HTTP API.
Builds Model Context Protocol (MCP) servers in Scala 3, exposing type-safe tools over a JSON-RPC HTTP API.
Setup Requirements
- ⚠️Requires Scala 3 and a Java Virtual Machine (JVM) to run.
- ⚠️The `scala-cli` tool is required to run the quickstart and other examples directly as standalone scripts.
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slack-mcp-client
by tuannvm
This client bridges Slack with AI models and external tools via the Model Context Protocol (MCP), enabling AI to interact with real systems and data through Slack conversations.
This client bridges Slack with AI models and external tools via the Model Context Protocol (MCP), enabling AI to interact with real systems and data through Slack conversations.
Setup Requirements
- ⚠️Requires Slack Bot and App tokens for integration.
- ⚠️Requires OpenAI API Key (a paid service) for OpenAI LLM and RAG features, or other LLM API keys for alternative providers.
- ⚠️Full functionality depends on external Model Context Protocol (MCP) servers (e.g., filesystem, Git, Kubernetes) which need to be deployed and configured separately.
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mcp-openapi-schema-explorer
by kadykov
Provides token-efficient, on-demand access to OpenAPI and Swagger specifications for MCP clients (like LLMs) by exposing parts of the specification via resource templates.
Provides token-efficient, on-demand access to OpenAPI and Swagger specifications for MCP clients (like LLMs) by exposing parts of the specification via resource templates.
Setup Requirements
- ⚠️Requires Node.js (v22+ recommended) OR Docker installed.
- ⚠️Requires an existing OpenAPI v3.0 or Swagger v2.0 specification file (local or remote URL).
- ⚠️Requires an MCP client application (e.g., Claude Desktop, Windsurf, Cline) to connect and interact with the server.
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The server provides AI-driven interaction capabilities for Alibaba Cloud observability products (SLS, ARMS, CloudMonitor, Prometheus), enabling natural language queries and analysis of multimodal data by mapping natural language to standardized tool calls.
The server provides AI-driven interaction capabilities for Alibaba Cloud observability products (SLS, ARMS, CloudMonitor, Prometheus), enabling natural language queries and analysis of multimodal data by mapping natural language to standardized tool calls.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires Alibaba Cloud Access Key ID and Access Key Secret with appropriate permissions for SLS, CMS, and potentially ARMS (including `sls:CallAiTools` for AI features).
- ⚠️Requires active Alibaba Cloud Log Service (SLS) and Cloud Monitor Service (CMS) instances with configured data.
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tiger-docs-mcp-server
by timescale
An MCP server and Claude plugin providing AI assistants with advanced PostgreSQL knowledge through semantic documentation search and curated best practice skills.
An MCP server and Claude plugin providing AI assistants with advanced PostgreSQL knowledge through semantic documentation search and curated best practice skills.
Setup Requirements
- ⚠️Docker/Docker Compose is required for local deployment and development, as indicated by Dockerfile and docker-compose.yml.
- ⚠️A PostgreSQL database, likely with a vector extension (e.g., pgvector), is necessary to run the full documentation search capabilities locally.
- ⚠️Requires a Node.js runtime environment if not deployed via Docker.
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mcp-stata
by tmonk
Connects AI agents to a local Stata installation for executing commands, analyzing data, generating visualizations, and inspecting results.
Connects AI agents to a local Stata installation for executing commands, analyzing data, generating visualizations, and inspecting results.
Setup Requirements
- ⚠️Requires Stata 17+ (commercial software, not open source).
- ⚠️Requires Python 3.12+.
- ⚠️Manual configuration of `STATA_PATH` environment variable may be needed if Stata auto-discovery fails.
- ⚠️Installation recommends `uv` tool.