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Vetted Servers(8554)
Hands_on_LLM
by Theanh130124
Develop and demonstrate LLM agents interacting with external tools via MCP (Microservice Communication Protocol) servers, featuring prompt caching for efficiency and a Streamlit UI for a banking assistant.
Develop and demonstrate LLM agents interacting with external tools via MCP (Microservice Communication Protocol) servers, featuring prompt caching for efficiency and a Streamlit UI for a banking assistant.
Setup Requirements
- ⚠️Requires a custom OpenAI-compatible LLM endpoint (e.g., vLLM, Ollama) running at `http://103.78.3.96:8000/v1`.
- ⚠️Requires `MODEL_API_KEY` and `HF_API_KEY` environment variables.
- ⚠️Requires local MCP server running on `http://localhost:8000` for tool execution.
- ⚠️Requires `uv` package manager for `mcp/agent_call_mcp_sse.py`.
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github-mcp-read-only
by esinecan
A lightweight MCP server that provides read-only GitHub operations by wrapping the `gh` CLI, with structured and pruned JSON responses.
A lightweight MCP server that provides read-only GitHub operations by wrapping the `gh` CLI, with structured and pruned JSON responses.
Setup Requirements
- ⚠️Requires Node.js 18+ installed.
- ⚠️Requires `gh` CLI installed and authenticated (`gh auth login`).
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code-vectorizer
by QRpeachKZ
This project vectorizes code in various programming languages to create embeddings for functions and files, transmitting them to an MCP Server to enhance LLM context management for code analysis and editing.
This project vectorizes code in various programming languages to create embeddings for functions and files, transmitting them to an MCP Server to enhance LLM context management for code analysis and editing.
Setup Requirements
- ⚠️Requires a running and configured 'MCP Server'.
- ⚠️Requires Python environment with ML dependencies (e.g., embedding models, language parsers).
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redlib-mcp
by Veraticus
Exposes Redlib's JSON API endpoints to LLMs for querying Reddit content.
Exposes Redlib's JSON API endpoints to LLMs for querying Reddit content.
Setup Requirements
- ⚠️Requires a running Redlib instance accessible via network.
- ⚠️Configuration of `REDLIB_URL` (env var or config file) is essential.
- ⚠️Python 3.10+ required.
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agent_fabric
by nschwermann
Enables AI agents to safely interact with paid APIs and on-chain workflows on Cronos EVM using scoped, programmable permissions via the Model Context Protocol (MCP).
Enables AI agents to safely interact with paid APIs and on-chain workflows on Cronos EVM using scoped, programmable permissions via the Model Context Protocol (MCP).
Setup Requirements
- ⚠️Requires a PostgreSQL database for data storage.
- ⚠️Requires a securely generated RSA private key (`SERVER_PRIVATE_KEY`) for hybrid encryption of sensitive data (session keys, API headers).
- ⚠️Full smart account functionality (EIP-7702 signing) may require specific wallet support (e.g., Rabby with experimental features enabled).
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i18n-mcp-translator
by ChaoTzuJung
An automated i18n translation server based on Model Context Protocol (MCP) for processing and refactoring source code files with AI.
An automated i18n translation server based on Model Context Protocol (MCP) for processing and refactoring source code files with AI.
Setup Requirements
- ⚠️Requires Node.js v22.0.0 or above.
- ⚠️Requires a Google Generative AI API Key (a paid service) for full functionality.
- ⚠️Needs a compatible Model Context Protocol (MCP) client to interact with, as it does not have a standalone UI.
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yoyo
by bioanywhere
This repository provides client libraries for interacting with the World News API, enabling access to news sources and semantic search capabilities.
This repository provides client libraries for interacting with the World News API, enabling access to news sources and semantic search capabilities.
Setup Requirements
- ⚠️Requires API keys for the external World News API (likely a paid service).
- ⚠️Requires Python 3.7+ for the Python package, or CMake 3.2+, Qt, and a C++ Compiler for the C++ client.
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awesome-data-mcp
by BlockRunAI
A curated list of Model Context Protocol (MCP) servers and AI skills relevant to data engineering, analytics, and business intelligence.
A curated list of Model Context Protocol (MCP) servers and AI skills relevant to data engineering, analytics, and business intelligence.
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solace-tryme-cli-mcp-server
by SolaceLabs
The Solace TryMe CLI MCP Server enables Large Language Models to interact with Solace event brokers by wrapping Solace Try-Me CLI (STM) commands, primarily for event feed management, generation, and basic messaging operations.
The Solace TryMe CLI MCP Server enables Large Language Models to interact with Solace event brokers by wrapping Solace Try-Me CLI (STM) commands, primarily for event feed management, generation, and basic messaging operations.
Setup Requirements
- ⚠️Requires Solace Try-Me CLI (STM) v0.0.83+ installed and available in the system's PATH.
- ⚠️Interactive STM CLI commands (e.g., those requiring user prompts for confirmation or data entry) are not fully supported via the CLI wrapping approach, leading to limitation messages for certain operations (e.g., `stm_feed_generate`'s full interactive flow). Messaging tools like `stm_receive`, `stm_request`, and `stm_reply` have been intentionally removed from the MCP server due to their interactive nature, meaning LLMs cannot use them.
- ⚠️Requires pre-configuration of STM CLI with broker connection details (e.g., URL, VPN, credentials) for actual message publishing or resource management, typically done via `stm config init`.
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remote-mcp-server-authless
by muskke
A remote Model Context Protocol (MCP) server providing basic calculator functionality on Cloudflare Workers, designed to be authentication-less for demonstration or private network usage.
A remote Model Context Protocol (MCP) server providing basic calculator functionality on Cloudflare Workers, designed to be authentication-less for demonstration or private network usage.
Setup Requirements
- ⚠️Requires a Cloudflare account for deployment and associated billing for Cloudflare Workers.
- ⚠️Requires Cloudflare's 'wrangler' Command Line Interface (CLI) tool for local development and remote deployment.
- ⚠️The server is 'authless' by design; deploying it publicly without adding custom authentication is a critical security risk and should only be done for non-sensitive data or within a secure, private network.
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codemcp
by akhenakh
Provides structural code search for Go codebases, integrating AST analysis and Gopls for AI agents via the Model Context Protocol.
Provides structural code search for Go codebases, integrating AST analysis and Gopls for AI agents via the Model Context Protocol.
Setup Requirements
- ⚠️Requires Go 1.22+ installed locally.
- ⚠️Requires `gopls` to be installed and in PATH for dependency search capabilities (`go install golang.org/x/tools/gopls@latest`).
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debug-mcp-server
by developerlabsai
Bridge web browsers and Claude Code for seamless debugging workflows, capturing debug data, and facilitating interactive Q&A.
Bridge web browsers and Claude Code for seamless debugging workflows, capturing debug data, and facilitating interactive Q&A.
Setup Requirements
- ⚠️Requires Node.js version 20.x or higher.
- ⚠️The server runs on localhost only; client applications (browser widgets, Claude Code) must be able to access 127.0.0.1 on the configured port.
- ⚠️Requires write access to the local filesystem for its storage path (default: ~/.debug-mcp).