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Vetted Servers(290)
memory-mcp
by JamesANZ
Provides persistent memory and intelligent context window caching for LLM conversations within AI coding environments.
Provides persistent memory and intelligent context window caching for LLM conversations within AI coding environments.
Setup Requirements
- ⚠️Requires Node.js 18+ and npm installed.
- ⚠️Requires a running MongoDB instance (defaults to 'mongodb://localhost:27017', but custom URI needs to be set via MONGODB_URI environment variable).
- ⚠️Manual setup for Claude Desktop involves editing a JSON config file or running an automated script that modifies the config.
Verified SafeView Analysis
Simple-Memory-Extension-MCP-Server
by gmacev
A persistent key-value memory store for AI agents, designed to extend context windows and enable semantic search over stored memories.
A persistent key-value memory store for AI agents, designed to extend context windows and enable semantic search over stored memories.
Setup Requirements
- ⚠️Requires Python 3.8+ installed on the system to run the semantic search embedding service.
- ⚠️A large E5 embedding model (intfloat/multilingual-e5-large-instruct, several GBs) will be downloaded and cached on the first run, which may take some time and consume significant disk space.
Verified SafeView Analysis
mcp-sqlite-tools
by spences10
An MCP server enabling AI assistants to perform comprehensive, secure, and efficient SQLite database operations on local files, including data manipulation, schema changes, and transaction management.
An MCP server enabling AI assistants to perform comprehensive, secure, and efficient SQLite database operations on local files, including data manipulation, schema changes, and transaction management.
Setup Requirements
- ⚠️Requires 'better-sqlite3' which is a native Node.js module; while 'prebuild-install' typically handles prebuilt binaries, some environments might require specific build tools (e.g., node-gyp dependencies, Python, C++ compiler) if a prebuilt binary isn't available for the target system.
- ⚠️Effective integration requires specific MCP client configuration (e.g., 'mcp.json' for VS Code or Claude Desktop) to define the server command and environment variables.
Verified SafeView Analysis
signalk-mcp-server
by tonybentley
Provides AI agents with efficient, token-optimized access to SignalK marine data through secure V8 isolate code execution.
Provides AI agents with efficient, token-optimized access to SignalK marine data through secure V8 isolate code execution.
Setup Requirements
- ⚠️Requires Node.js 18.0.0 or higher
- ⚠️Requires access to a running SignalK server
- ⚠️Docker recommended for easy setup of a local SignalK server (e.g., for E2E testing)
Verified SafeView Analysis
fastmcp
by YashMakan
Build fast, declarative, and type-safe servers implementing the Model Context Protocol (MCP) in Dart.
Build fast, declarative, and type-safe servers implementing the Model Context Protocol (MCP) in Dart.
Setup Requirements
- ⚠️Requires `dart run build_runner build` to be executed after code changes (e.g., adding/modifying annotated functions) to generate boilerplate.
- ⚠️Mandatory `part 'your_file.fastmcp.g.dart';` directive must be added at the top of files containing `@Tool`, `@Resource`, or `@Prompt` annotations.
- ⚠️Requires Dart SDK version >= 3.0.0.
Verified SafeView Analysis
fastfs-mcp
by aj-geddes
Enables AI assistants (like Claude) to interact with local filesystems, manage Git repositories, and engage users through interactive prompts via a standardized JSON-based protocol.
Enables AI assistants (like Claude) to interact with local filesystems, manage Git repositories, and engage users through interactive prompts via a standardized JSON-based protocol.
Setup Requirements
- ⚠️Requires Docker for deployment and easy setup.
- ⚠️Requires GitHub Personal Access Token or GitHub App credentials (ID, private key, installation ID) for full Git integration with private repositories.
- ⚠️Requires a local filesystem volume to be mounted into the Docker container at `/mnt/workspace` for file operations.
Review RequiredView Analysis
sumo-mcp
by sumo-mcp
Powers AI chatbots with historical and live sumo wrestling data via a Model Context Protocol (MCP) server.
Powers AI chatbots with historical and live sumo wrestling data via a Model Context Protocol (MCP) server.
Setup Requirements
- ⚠️Functionality critically depends on the external https://sumo-api.com being available and operational.
Verified SafeView Analysis
mcp-server-mas-sequential-thinking
by iniarfia
Implements a multi-agent system for advanced sequential thinking, problem decomposition, and analysis, supporting iterative revisions and branching in complex problem-solving scenarios.
Implements a multi-agent system for advanced sequential thinking, problem decomposition, and analysis, supporting iterative revisions and branching in complex problem-solving scenarios.
Setup Requirements
- ⚠️Requires Python 3.10+
- ⚠️Requires DEEPSEEK_API_KEY (paid LLM API service)
- ⚠️Requires EXA_API_KEY (paid search API service) if the Researcher agent is utilized
Verified SafeView Analysis
mcp-sql-server
by shaharwiener
Provides AI assistants with safe, read-optimized access to SQL Server databases.
Provides AI assistants with safe, read-optimized access to SQL Server databases.
Setup Requirements
- ⚠️Requires Docker for local development setup (SQL Server and MCP server).
- ⚠️Requires Python 3.11 or higher.
- ⚠️Requires installation of ODBC Driver 18 for SQL Server on the host system.
Verified SafeView Analysis
MsSqlMCP
by jdlemes
Provides an MCP Server for SQL Server database schema inspection and safe, read-only query execution to AI clients.
Provides an MCP Server for SQL Server database schema inspection and safe, read-only query execution to AI clients.
Setup Requirements
- ⚠️Requires .NET 10 (or .NET 9 with minor adjustments).
- ⚠️Requires an accessible SQL Server instance.
- ⚠️Manual configuration of SQL Server connection string in 'appsettings.json' is mandatory.
Verified SafeView Analysis
karma
by MelloB1989
This server provides a memory-augmented AI chat interface, allowing users to interact with an AI agent that remembers conversation context and dynamically switches between memory retrieval and caching strategies.
This server provides a memory-augmented AI chat interface, allowing users to interact with an AI agent that remembers conversation context and dynamically switches between memory retrieval and caching strategies.
Setup Requirements
- ⚠️Requires both Go (1.23+) and Node.js (18+) with npm to run the full application (backend/frontend).
- ⚠️Requires paid API keys for OpenAI (LLM and Embeddings) and a Vector Database (Pinecone or Upstash).
- ⚠️Redis is an optional dependency for one of the caching strategies.
Verified SafeView Analysis
simple-memory-mcp
by chrisribe
A Model Context Protocol (MCP) server for persistent memory storage, providing intelligent tagging and full-text search for AI assistants to remember context across conversations.
A Model Context Protocol (MCP) server for persistent memory storage, providing intelligent tagging and full-text search for AI assistants to remember context across conversations.
Setup Requirements
- ⚠️Requires Node.js 18+ to run.
- ⚠️Starting the web server (`web-server.js`) requires an existing database; it will not auto-create one. Run the main MCP server first to initialize the database.
- ⚠️Storing the database directly in cloud storage (OneDrive/Dropbox) is strongly discouraged due to potential corruption and slower performance (2-10x slower). If unavoidable, `MEMORY_CLOUD_SAFE=true` must be set, which further reduces performance.