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Vetted Servers(8554)
mcp-jina-supabase-rag
by croakingtoad
This server crawls documentation websites, extracts content, chunks it, generates OpenAI embeddings, and indexes them into Supabase for Retrieval-Augmented Generation.
This server crawls documentation websites, extracts content, chunks it, generates OpenAI embeddings, and indexes them into Supabase for Retrieval-Augmented Generation.
Setup Requirements
- ⚠️Requires Python 3.12+.
- ⚠️Requires a Supabase account with a database set up using the provided schema.
- ⚠️Requires an OpenAI API Key (paid service) for embeddings.
- ⚠️Requires a Jina AI API Key (optional but highly recommended for performance, potentially paid beyond free tier).
- ⚠️Requires `crawl4ai-setup` to install browser dependencies for Crawl4AI functionality.
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kortx-mcp
by effatico
Kortx is a Model Context Protocol (MCP) server providing AI-powered consultation, research, visual generation/editing, and debugging capabilities for coding copilots.
Kortx is a Model Context Protocol (MCP) server providing AI-powered consultation, research, visual generation/editing, and debugging capabilities for coding copilots.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid)
- ⚠️Requires Perplexity API Key (Paid)
- ⚠️External context connectors (Serena, MCP Knowledge Graph, CCLSP) are stubs and return data only when those MCP servers are running and reachable.
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remembrances-mcp
by madeindigio
Provides long-term memory, knowledge base, and semantic code indexing capabilities for AI agents.
Provides long-term memory, knowledge base, and semantic code indexing capabilities for AI agents.
Setup Requirements
- ⚠️Requires NVIDIA GPU with CUDA support and NVIDIA Container Toolkit for GPU acceleration.
- ⚠️Requires Go 1.20+ and C/C++ build tools (e.g., GCC/Clang, Make, CMake) if building from source.
- ⚠️Requires downloading a GGUF embedding model (~260MB+).
- ⚠️If not using embedded SurrealDB, a separate SurrealDB server is required.
Verified SafeView Analysis
mcp-server
by kontent-ai
This server integrates Kontent.ai content management with AI tools, allowing natural language operations to create, manage, and explore structured content.
This server integrates Kontent.ai content management with AI tools, allowing natural language operations to create, manage, and explore structured content.
Setup Requirements
- ⚠️Requires a Kontent.ai account, project, Management API key with appropriate permissions, and an Environment ID.
- ⚠️For multi-tenant HTTP mode, the Environment ID must be passed as a URL path parameter and the API Key as a Bearer token in the Authorization header, requiring specific client configuration.
- ⚠️Only active Kontent.ai languages can be modified via the API; activation/deactivation must be done through the Kontent.ai web UI.
Verified SafeView Analysis
taias
by taias-mcp
A lightweight TypeScript framework designed to enable Multi-Modal Agent (MMA) or Multi-Modal Chat Protocol (MCP) server developers to define interactive flows and map them to LLM guidance and dynamic UI affordances, shaping user experiences within AI-driven interfaces.
A lightweight TypeScript framework designed to enable Multi-Modal Agent (MMA) or Multi-Modal Chat Protocol (MCP) server developers to define interactive flows and map them to LLM guidance and dynamic UI affordances, shaping user experiences within AI-driven interfaces.
Setup Requirements
- ⚠️Requires Node.js 18+ to run or develop with.
Verified SafeView Analysis
ro-mongodb-mcp-rs
by chrstnwhlrt
A Model Context Protocol (MCP) server for executing read-only MongoDB queries, enabling LLMs to safely interact with MongoDB databases.
A Model Context Protocol (MCP) server for executing read-only MongoDB queries, enabling LLMs to safely interact with MongoDB databases.
Setup Requirements
- ⚠️Requires Rust 1.85+ to build and run.
- ⚠️For Kubernetes connections, a valid kubeconfig file is necessary, and MongoDB pods must follow specific labeling (`app=<deployment_name>`) and credential discovery conventions (environment variables `MONGO_INITDB_ROOT_USERNAME_FILE` and `MONGO_INITDB_ROOT_PASSWORD_FILE` pointing to files within the pod).
- ⚠️The configuration file `~/.config/ro-mongodb-mcp-rs/config.yaml` must be created and correctly populated with connection details. An example configuration is generated on first run if the file is missing.
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awesome-mcp
by epicmotionSD
A curated, comprehensive list of Model Context Protocol (MCP) servers, tools, and resources for AI assistants like Claude Desktop.
A curated, comprehensive list of Model Context Protocol (MCP) servers, tools, and resources for AI assistants like Claude Desktop.
Verified SafeView Analysis
mobile-dev-mcp
by GGBoi360
Provides a read-only MCP server for observing and debugging mobile applications (Android and iOS) by giving a large language model like Claude direct access to device screenshots, logs, and UI hierarchy.
Provides a read-only MCP server for observing and debugging mobile applications (Android and iOS) by giving a large language model like Claude direct access to device screenshots, logs, and UI hierarchy.
Setup Requirements
- ⚠️Requires Node.js >= 18.0.0.
- ⚠️For Android debugging: ADB (Android Debug Bridge) must be installed as part of the Android SDK Platform Tools.
- ⚠️For iOS debugging (macOS only, Advanced tier): Xcode with Command Line Tools must be installed.
- ⚠️Metro bundler must be running for Metro-related tools to function.
Verified SafeView Analysis
chicago-art-museum-mcp-server
by AlexLin1234
Provides AI assistants like Claude with access to the Art Institute of Chicago's public API for searching and retrieving art-related information.
Provides AI assistants like Claude with access to the Art Institute of Chicago's public API for searching and retrieving art-related information.
Setup Requirements
- ⚠️Requires Python 3.10 or higher.
- ⚠️Requires an MCP-compatible client (e.g., Claude Desktop) for interaction.
- ⚠️Requires internet access to reach the Art Institute of Chicago API.
Verified SafeView Analysis
ddev-mcp
by codingsasi
Provides AI assistants with DDEV development environment automation for various web projects, managing environments, databases, and executing commands.
Provides AI assistants with DDEV development environment automation for various web projects, managing environments, databases, and executing commands.
Setup Requirements
- ⚠️Requires Node.js 20+ (22+ preferred)
- ⚠️Requires DDEV to be installed and available in the system's PATH
- ⚠️By default, dangerous commands (e.g., `platform environment:delete`) are blocked and require `ALLOW_DANGEROUS_COMMANDS=true` environment variable to be set for execution.
- ⚠️The server operates on the 'current working directory' principle; users must manually navigate to the DDEV project directory or explicitly provide `projectPath` for operations.
Review RequiredView Analysis
claude-svelte5-skill
by splinesreticulating
Provides expert guidance on Svelte 5 and SvelteKit development for the Claude Code AI environment.
Provides expert guidance on Svelte 5 and SvelteKit development for the Claude Code AI environment.
Setup Requirements
- ⚠️Requires the Claude Code AI environment.
- ⚠️Installation involves specific directory structure for skills (`.claude/skills/svelte5-development`).
Verified SafeView Analysis
codeweaver
by knitli
A code intelligence platform that provides semantically rich, context-aware code search for AI agents, aimed at reducing cognitive load and token costs for coding tasks.
A code intelligence platform that provides semantically rich, context-aware code search for AI agents, aimed at reducing cognitive load and token costs for coding tasks.
Setup Requirements
- ⚠️Python 3.12+ Required
- ⚠️API Keys for Cloud Providers (e.g., VoyageAI, OpenAI, Cohere, Bedrock, Mistral for embeddings/reranking)
- ⚠️Qdrant Setup (requires a running Qdrant instance, often via Docker, if not using in-memory provider)