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Vetted Servers(8554)
qualmaster-mcp
by seanshin0214
This server acts as an AI-powered qualitative research and conceptual paper writing assistant, providing specialized tools and a RAG-based knowledge base to a client like Claude Desktop.
This server acts as an AI-powered qualitative research and conceptual paper writing assistant, providing specialized tools and a RAG-based knowledge base to a client like Claude Desktop.
Setup Requirements
- ⚠️Requires Claude Desktop client for full functionality, as it's an MCP server designed for integration.
- ⚠️Requires Node.js 18+ to be installed.
- ⚠️Requires a ChromaDB instance (local or remote) to be running and populated via `npm run seed` for RAG functionality.
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agent-jake-browser-mcp-server
by SnakeO
Enables AI agents to automate Chrome browser interactions by exposing a set of browser control tools via the Model Context Protocol (MCP).
Enables AI agents to automate Chrome browser interactions by exposing a set of browser control tools via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a companion Chrome extension (agent-jake-browser-mcp-extension) to be installed and running in Chrome.
- ⚠️Requires a visible (non-headless) Chrome browser instance for the extension to function.
- ⚠️Operates locally via stdio and localhost WebSockets; not designed for remote access.
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tls-cert-chain-resolver
by H0llyW00dzZ
This server provides a Model Context Protocol (MCP) interface for comprehensive TLS X.509 certificate chain resolution, validation, expiry monitoring, visualization, and AI-powered security analysis.
This server provides a Model Context Protocol (MCP) interface for comprehensive TLS X.509 certificate chain resolution, validation, expiry monitoring, visualization, and AI-powered security analysis.
Setup Requirements
- ⚠️Requires Go 1.25.5 or later for installation.
- ⚠️AI features require an API key (X509_AI_APIKEY environment variable or 'ai.apiKey' in config.json/yaml) which may incur costs from the AI provider.
Verified SafeView Analysis
KnowWhere-MCP-Server
by Jind0la
Provides a persistent, intelligent memory layer for AI agents, enabling them to store, recall, consolidate, and analyze user-specific preferences, facts, and learnings across different sessions and projects.
Provides a persistent, intelligent memory layer for AI agents, enabling them to store, recall, consolidate, and analyze user-specific preferences, facts, and learnings across different sessions and projects.
Setup Requirements
- ⚠️Requires OpenAI API Key (Paid) for embedding generation.
- ⚠️Requires an LLM API Key (Anthropic or OpenAI, Paid) for claims extraction, conflict resolution, and other intelligent processing.
- ⚠️Requires a PostgreSQL database with the `pgvector` extension enabled.
- ⚠️Requires Redis for caching and rate limiting. While optional, performance and reliability will be significantly degraded without it.
- ⚠️Requires Python 3.11+ to run.
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grist-go-mcp
by Quentinchampenois
Acts as a Model Context Protocol (MCP) server, enabling AI agents to programmatically interact with and manage Grist documents, workspaces, and organizations.
Acts as a Model Context Protocol (MCP) server, enabling AI agents to programmatically interact with and manage Grist documents, workspaces, and organizations.
Setup Requirements
- ⚠️Requires a running Grist instance accessible via GRIST_ENDPOINT.
- ⚠️Requires a Grist API key (GRIST_API_KEY) for authentication.
- ⚠️The compiled 'grist-mcp-server' binary must be available in the system's PATH or invoked directly.
Verified SafeView Analysis
task-manager
by Dexter376
A simple task management backend API that allows users to create, read, update, and delete tasks and categories, with user authentication.
A simple task management backend API that allows users to create, read, update, and delete tasks and categories, with user authentication.
Setup Requirements
- ⚠️Requires PostgreSQL version 16 or later.
- ⚠️Requires PHP version 8.1 or later.
- ⚠️Requires manual creation of the PostgreSQL database before running migrations.
Verified SafeView Analysis
mcp-audio-rag
by matheusslg
Transforms audio files into a searchable knowledge base using AI for natural language querying, enabling users to ask questions about their audio content.
Transforms audio files into a searchable knowledge base using AI for natural language querying, enabling users to ask questions about their audio content.
Setup Requirements
- ⚠️Requires Node.js 18+.
- ⚠️Requires a Google Gemini API Key (costs associated with audio transcription and text generation).
- ⚠️Requires a Supabase account with a database configured using the provided schema (free tier available, but usage costs apply).
- ⚠️The server needs access to the local file system where audio files are stored for transcription.
Verified SafeView Analysis
mcp-zig
by dungngo4520
Provides Zig language features (completions, hover, definitions, references) to MCP-compatible clients by integrating with the Zig Language Server (zls).
Provides Zig language features (completions, hover, definitions, references) to MCP-compatible clients by integrating with the Zig Language Server (zls).
Setup Requirements
- ⚠️Requires `zls` (Zig Language Server) to be installed locally.
- ⚠️Requires `WORKSPACE_ROOT` environment variable to be configured for the Zig project root.
- ⚠️Requires Node.js >=18.0.0 to run.
Verified SafeView Analysis
javadoc-mcp-server
by bitfist
A Spring AI-powered Model Context Protocol (MCP) server that provides AI assistants with seamless access to Java library documentation by fetching, converting, and caching Javadoc from Maven artifacts.
A Spring AI-powered Model Context Protocol (MCP) server that provides AI assistants with seamless access to Java library documentation by fetching, converting, and caching Javadoc from Maven artifacts.
Setup Requirements
- ⚠️Requires Java 21 or higher.
- ⚠️Building the project requires GitHub Package Registry (GPR) credentials (GPR_USER, GPR_TOKEN) set in ~/.gradle/gradle.properties for dependencies.
- ⚠️Maven repository configuration (including potential sensitive credentials) can be specified in ~/.javadoc-mcp/repositories.json (or /opt/javadoc-mcp/init.d/repositories.json for Docker container).
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MCP-Server
by JAMMIEBURGERS
A multi-purpose control plane (MCP) server for managing and executing various tools (e.g., Quality Engineering, calculator, banking functionalities) via a FastAPI web interface, acting as a centralized gateway for diverse operations.
A multi-purpose control plane (MCP) server for managing and executing various tools (e.g., Quality Engineering, calculator, banking functionalities) via a FastAPI web interface, acting as a centralized gateway for diverse operations.
Setup Requirements
- ⚠️Requires Python 3.8+ (implicitly from FastAPI usage).
- ⚠️Requires installation of multiple Python packages: fastapi, uvicorn, psutil, tqdm, pytest, pytest-cov, flake8, and pip-audit. These are not automatically installed.
- ⚠️The server binds to `0.0.0.0:8080` by default, which means it will be accessible from any network interface on the host, and port 8080 may conflict with other services.
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video-transcribe-mcp
by egorka23
Transcribe audio from video URLs (YouTube, Instagram, etc.) or local files into text using Whisper AI.
Transcribe audio from video URLs (YouTube, Instagram, etc.) or local files into text using Whisper AI.
Setup Requirements
- ⚠️Requires macOS (Apple Silicon or Intel).
- ⚠️Requires Homebrew for system dependencies (ffmpeg, yt-dlp).
- ⚠️Requires ~3 GB disk space for the Whisper AI model download on first run.
Verified SafeView Analysis
ccsession
by TimEvans
Provides Claude Code agents with programmatic session awareness, enabling them to query context usage, track todos, manage planning documents, and receive intelligent recommendations for context resets.
Provides Claude Code agents with programmatic session awareness, enabling them to query context usage, track todos, manage planning documents, and receive intelligent recommendations for context resets.
Setup Requirements
- ⚠️Requires Python 3.11+ (tested on 3.13).
- ⚠️Requires the `uv` package manager for installation and running.
- ⚠️Requires the Claude Code CLI to be installed and running to generate transcripts and todo files.